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centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ [ - 778, - 813 + 1360, + 1370 ], [ - 816, - 834 + 1374, + 1380 ] ], "right_ranges": [ [ - 181, - 188 + 1360, + 1370 + ], + [ + 1374, + 1380 ] ] - }, + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ { - "filename": "tests/models/kimi_k25/test_modeling_kimi_k25.py", + "filename": "src/transformers/integrations/integration_utils.py", "left_ranges": [ [ - 127, - 132 + 2227, + 2241 + ], + [ + 2303, + 2309 ] ], "right_ranges": [ [ - 127, - 132 + 2278, + 2291 + ], + [ + 2309, + 2322 ] ] } @@ -5480,15 +3156,6 @@ } ], "duplicate_issues": [ - { - "cluster_id": "cluster-44779-5", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 44779, - 46489 - ], - "reason": "Issues in cluster-44779-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, @@ -5526,23 +3193,18 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-12", + "cluster_id": "cluster-43451-7", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46196, - 46509, - 46658, - 46836, + 47003, 47143, 47163, - 47181, 47210, 47301, - 47304, - 47350 + 47367 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-12 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-7 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -5579,15 +3241,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44779-5", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-44779-5 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -5634,22 +3287,15 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46693-3", - "canonical_pr_number": 47215, - "duplicate_pr_numbers": [ - 46696 - ], - "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." - }, - { - "cluster_id": "cluster-46821-3", - "canonical_pr_number": 46834, + "cluster_id": "cluster-46432-4", + "canonical_pr_number": 46716, "duplicate_pr_numbers": [ - 47363 + 46432, + 46504, + 46563 ], - "target_issue_number": 46821, - "reason": "PRs in cluster-46821-3 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target evidence." + "target_issue_number": null, + "reason": "PRs in cluster-46432-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -5671,15 +3317,6 @@ "target_issue_number": 46894, "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-47003-2", - "canonical_pr_number": 47096, - "duplicate_pr_numbers": [ - 47003 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47003-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-47123-2", "canonical_pr_number": 47123, @@ -5706,9 +3343,9 @@ "score": 172.0 }, "best_pr": { - "cluster_id": "cluster-43451-12", - "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 12 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1193.678 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 09b833934e83de15690affc2e4a383a30c5082e1..5804f670f46f5a5d7d5104559e38aead4cc43385 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,20 +1,20 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260716T120054Z", - "generated_at": "2026-07-16T12:10:29Z", + "snapshot_id": "20260717T000052Z", + "generated_at": "2026-07-17T00:15:27Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -96,8 +96,8 @@ "issue:43039|issue:45161", "issue:43975|issue:44457", "issue:44292|issue:44457", - "issue:44841|issue:46661", "issue:34928|issue:35308", + "issue:44841|issue:46661", "issue:24643|issue:30277", "issue:43716|issue:46869", "issue:34928|issue:44805", @@ -107,13 +107,13 @@ "issue:43638|issue:45161", "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:45800|issue:46515", "issue:45823|issue:45874", - "issue:43425|issue:44292", "issue:34928|issue:41720", + "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -125,304 +125,334 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "fff140820f3e9281b9ec5cca6cda5ebc22bec46846015853a1d4622920262500", + "prepared_review_unit_hash": "2f2cd5f758605845b10ce8412955a1cf2c6e689c54c9a75c78bbc6eb47d96065", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44521, - "estimated_input_tokens": 11131, - "estimated_eval_tokens": 22518 + "serialized_chars": 44514, + "estimated_input_tokens": 11129, + "estimated_eval_tokens": 22514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: only a few soft pairs look like true duplicates, while most are just same-subsystem or same-model-family reports. I accepted the clearly matching issue duplicates and rejected the rest.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44805 is the best single representative of the recurring tensor-shape/mask/index runtime-error theme, but the overall set is too mixed to treat as one true duplicate cluster.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate groups are around the ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading bug, a Qwen3.5 MoE rotary-embedding materialization issue, and a torch-version incompatibility report. Most other soft links are broad subsystem similarities rather than the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43638 is the best representative of the ZeRO-3 empty-tensor index error cluster: it is the broadest, clearest phrasing of the shared failure seen in 43596 and likely 41762.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44805 is the strongest general representative of the closest technical cluster (runtime shape/index mismatch failures), even though many other items here are unrelated bugs or docs issues.", + "best_issue_reason": "issue:43638 is the strongest issue candidate overall because it anchors a real duplicate set and describes the underlying failure mode more generally than the narrower variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure modes and code paths: missing config attribute in Qwen3.5 vs streaming chat/completions failure." + "reason": "Different failures: a missing config attribute in Qwen3.5 vs a streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend issues: AMD GPU device-map failure vs MPS histogram op not implemented." + "reason": "Unrelated backend/model issues: AMD GPU failure vs an MPS histogram/int implementation error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and symptoms: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Different bug classes: dtype mismatch in image preprocessing/model vs AMD GPU inference failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention mismatches, but one is autocast dtype mismatch and the other is an AMD GPU runtime failure; not the same bug." + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same code-path problem." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS on AMD GPUs and a broken Nemotron example are unrelated issues." + "reason": "Different models and symptoms; this is not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and errors; no shared concrete bug path." + "reason": "GPU backend failure vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch under DeepSpeed ZeRO-3 is unrelated to ModernBERT ONNX export failure." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model/export related, but one is ONNX export and the other is an FP8 config failure." + "reason": "ONNX export error vs Qwen3Moe FP8 failure; different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 device-mapping cuda assert are different problems." + "reason": "Export-time failure vs auto device-map CUDA assert; not the same bug." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A task crash and outdated RAG docs are not the same underlying issue." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." + "reason": "Import error for GenerationMixin is distinct from a ModernBERT ONNX export problem." }, { "left": "issue:44509", "right": "issue:44512", - "accept": true, - "reason": "Both are v5 docs cleanup issues about removed commands/tasks and look like the same documentation change." + "accept": false, + "reason": "Both are docs regressions, but they point to different removed items and are not clearly the same change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different training workflows and failures." + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different problems." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different workflows and failure modes; not a duplicate pair." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both involve mismatches, but one is a mask/index tensor error and the other is a Gemma4 device placement bug." + "reason": "Mask/indexing shape mismatch vs Gemma4 device-map mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar error wording, but one is ZeRO-3 Bert index-out-of-bounds and the other is a mask-shape mismatch; not the same concrete bug." + "reason": "Both are IndexError reports, but the model/loading path and symptom are different." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert initialization failure is unrelated to resume-training trust_remote_code." + "reason": "ZeRO-3 loading IndexError and resume-training issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape failures, but the BERT ZeRO-3 zero-sized tensor bug is distinct from the mask-shape mismatch bug." + "reason": "Different underlying bug: ZeRO-3 empty tensor access vs mask/index shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Different multimodal/video template mismatch vs tensor indexing error." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model behaviors: generic tensor mismatch vs GPT-OSS MoE tensor-parallel issue." + "reason": "Mask-shape IndexError and GPT-OSS TP-only failure are unrelated." }, { - "left": "issue:43039", + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue and Nemotron example breakage do not share the same bug." + }, + { + "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Liger Kernel cross-entropy routing and resume-training remote-code issues do not share a concrete bug." + "reason": "Video chat-template StopIteration and remote-code resume-training are different." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero-sized tensor index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 loading bug: identical out-of-bounds index on a size-0 dimension, with 43638 being the broader report." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger-kernel cross-entropy call and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save/load mismatch are different bugs." + "reason": "DeepSeek detokenization bug and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error and LoRA weight merge divergence are unrelated." + "reason": "Qwen NVFP4 runtime error and LoRA reload mismatch are not the same bug." }, { - "left": "issue:44841", - "right": "issue:46661", + "left": "issue:34928", + "right": "issue:35308", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class error are different model-loading problems." + "reason": "Both are multi-GPU training problems, but activation-checkpointing/FSDP and IterableDataset-length crashes are different issues." }, { - "left": "issue:34928", - "right": "issue:35308", + "left": "issue:44841", + "right": "issue:46661", "accept": false, - "reason": "Both are multi-GPU training issues, but activation-checkpointing/FSDP tensor recomputation is not the same as iterable-dataset length crashes." + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Weight-2D training error and ZeRO-3 collective mismatch are separate DeepSpeed failures." + "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and backends; dtype mismatch in Mistral-3 is not YOLO device-map auto failure." + "reason": "Image preprocessor dtype mismatch and YOLO multi-GPU device-map failure are not the same bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation bug is distinct from tensor mask/index mismatch." + "reason": "FSDP checkpointing mismatch and mask-shape IndexError are unrelated." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device mapping." + "reason": "MPS histogram implementation issue and YOLO multi-GPU device-map failure are different." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP recomputed tensor-size mismatch and compute_loss signature change are unrelated." + "reason": "Activation-checkpointing/FSDP tensor recomputation issue is unrelated to the custom compute_loss signature break." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Both touch Qwen3.5 MoE rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-memory materialization; not clearly the same bug." + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug: both reports point to the same initialization/materialization/offload path corrupting inv_freq." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different failures: BERT ZeRO-3 index error vs GPT-OSS MoE TP bug." + "reason": "ZeRO-3 loading IndexError and GPT-OSS tensor-parallel bug are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Same as above; unrelated code paths and symptoms." + "reason": "Different failures and different model families." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch in Mistral-3 and invalid method call in GraniteMoEHybrid are unrelated." + "reason": "Dtype mismatch in preprocessing/model is not the same as GraniteMoEHybrid calling an invalid method." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different model-specific issues." + "reason": "Qwen NVFP4 runtime error and AMD GPU failure are different model/backend issues." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different model families and failure modes; no shared bug." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video-token mismatch are different multimodal bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error with vLLM and Mistral tokenizer regex patch crash are unrelated." + "reason": "Missing Gemma3TextConfig attribute and Mistral regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch/transformers incompatibility around torch 2.4.1." + "reason": "Both report the same torch 2.4.1 compatibility break; 46515 is the broader/shorter restatement of the same version-incompatibility issue." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4, but one is device mismatch in forward and the other is an expensive reverse-embedding lookup; different bugs." + "reason": "Device-map PLE mismatch and expensive reverse embedding lookup are not the same underlying bug." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Generic Torch 2.10 incompatibility is not the same as a Qwen-3 NVFP4 runtime issue." + "reason": "FSDP activation-checkpointing issue is unrelated to the Qwen3 auto device-map CUDA assert." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Different training/device-map contexts; not one underlying defect." + "reason": "General torch 2.10 incompatibility and Qwen NVFP4 runtime error are distinct." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error is distinct from Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch Dynamo grouped_mm tracing failure is different from a preprocessing/model dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and different runtime errors." + "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime failure are different bugs." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are unrelated." + "reason": "Image/model dtype mismatch is unrelated to the MPS histogram/int limitation." }, { "left": "issue:45507", @@ -434,37 +464,25 @@ "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and TRL SFT unpacking issue are different bugs." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and distinct failures." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + "reason": "Qwen runtime failure and TRL embedding-unpacking failure are different." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy routing and TRL SFT embedding unpacking do not share a concrete fix." + "reason": "Liger-kernel cross-entropy dispatch and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 zero-sized index error and BERT ZeRO-3 zero-sized index error are similar-shaped but appear to be different model-specific failures." + "accept": true, + "reason": "Same ZeRO-3 loading failure pattern: identical size-0 index error during model load, with only the model family differing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs (44509/44512 and 45800/46515) are plausible same-bug or same-change matches, and the rest of the rejections are appropriately cautious. No overstatement stands out." + "feedback": "The judgments are generally grounded in the packet titles and the soft-edge calls stay conservative. The accepted duplicate groups are plausible from the descriptions, and the summary does not overclaim beyond what the titles support." }, "evaluator_used": true, "retried": false, @@ -475,13 +493,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 2, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -545,8 +563,8 @@ "issue:43296|issue:46304", "issue:43866|issue:46402", "issue:39290|issue:41720", - "issue:43901|issue:44512", "issue:41762|issue:43596", + "issue:43901|issue:44512", "issue:45237|issue:45901", "issue:44589|issue:46304", "issue:43039|issue:44560", @@ -567,249 +585,256 @@ "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43541|issue:47228", - "issue:43975|issue:45901" + "issue:43975|issue:45901", + "issue:43596|issue:45800" ], - "prepared_review_unit_hash": "274117d3298e5a6e07d246c512e079a43e60b940d6b8a64259fe05f20067c2db", + "prepared_review_unit_hash": "f6cc4343efa70f88f696180f3ef52c45c7ca2052d793d7ef7b6a81a6252c7237", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37215, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "soft_pair_count": 35, + "serialized_chars": 37514, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy cluster of unrelated issues spanning docs, model loading, distributed training, and model-specific runtime errors. The only likely duplicate pair is the two AutoTokenizer v5 regression reports about wrong token IDs.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the cluster: it describes the same AutoTokenizer v5 regression across multiple model families, which subsumes the narrower Granite-only report.", + "summary": "Mostly noisy cluster with one clear duplicate family: the AutoTokenizer v5 regression pair (45812/45920). The ZeRO-3 index-error pair (41762/43596) is too weakly supported and should not be merged as a duplicate because the packet only shows a generic shared symptom across different models.", + "confidence": 0.79, + "canonical_issue_reason": "Choose issue 45920 as canonical because it is the broader, more representative report of the real tokenizer regression, covering multiple affected model families rather than just the Granite-specific case in 45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best represents the cluster\u2019s one clear duplicate theme because it is the most general tokenizer-regression report and has supporting references.", + "best_issue_reason": "Issue 45920 is the best global issue representative because it describes the widest version of the shared AutoTokenizer regression and cleanly subsumes the narrower 45812 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs problems, but they cover different outdated references and do not describe the same concrete change." + "reason": "Both are docs-related v5 cleanup items, but they target different removed APIs/commands and do not look like the same change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different MoE-related failures with different error paths: autocast dtype mismatch vs an MPS int histogram limitation." + "reason": "Different failures and code paths: torch autocast dtype mismatch versus MPS histogram support for Int." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy being called is not the same bug as a torch.autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Liger kernel cross-entropy routing and a Phi-tiny-MoE autocast dtype mismatch are unrelated bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Distributed collective mismatch in DeepSpeed ZeRO-3 is unrelated to a CustomTrainer method signature change." + "reason": "DeepSpeed ZeRO-3 collective mismatch and a CustomTrainer compute_loss signature error are different issues." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + "reason": "Activation checkpointing/FSDP tensor-size mismatch and GenerationMixin import failure are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "An AMD GPU runtime failure for GPT-OSS is unrelated to outdated RAG examples docs." + "reason": "AMD GPU compatibility and outdated RAG docs are not the same bug or change." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different issues: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." + "reason": "Liger kernel cross-entropy usage and a generic mask/tensor shape mismatch are different failure modes." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch/version incompatibility is not the same bug as a USE_DISTRIBUTED=0 support regression." + "reason": "These are both compatibility complaints, but they concern different incompatibilities and concrete failure surfaces." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "A vLLM model-loading failure is unrelated to the PyTorch distributed build regression." + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support breakage are unrelated." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing text-encoder weights are different failure modes and likely different causes." + "reason": "Checkpoint corruption and missing text-encoder weight loading are different model-loading problems." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map cuda assert are distinct model-specific bugs." + "reason": "Missing Gemma3 config attribute in vLLM and Qwen3 auto-device-map cuda assert are different model-specific issues." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "These are separate docs corrections for different deprecated/changed API references." + "reason": "They share only a generic ZeRO-3 index-error symptom; the packet gives different models and no strong evidence of a single underlying bug." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but the model-loading index error for Gemma3 and the BertModel case are not clearly the same bug." + "reason": "TextClassificationPipeline docs behavior drift and run-command docs removal are separate documentation issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "A GPU/model runtime issue and a table-question-answering crash are unrelated." + "reason": "Different task/model areas and different crash patterns, so not the same underlying issue." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Missing Float8 storage support is not the same underlying problem as the distributed-off build regression." + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy being invoked is unrelated to a Qwen3-vl video/template StopIteration issue." + "reason": "Liger kernel cross-entropy and Qwen3.5 video StopIteration are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific code paths." + "reason": "Voxtral processor failure and Gemma4 device-map mismatch are different model/forward-path bugs." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping forward mismatch is unrelated to a video apply_chat_template feature/token count mismatch." + "reason": "Device-mapping forward mismatch and Qwen3.5 video feature/token mismatch are not the same bug." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated RAG docs are unrelated." + "reason": "Incorrect detokenization in v5 and outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility for a different model family." + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + "reason": "NemotronH checkpoint loading failure and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code compatibility breakage is not the same as the PyTorch distributed-off regression." + "reason": "Remote_code regressions and USE_DISTRIBUTED=0 breakage are different change surfaces." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "IterableDataset multi-GPU crash and a generic 3d_parallel.py failure are too underspecified and not clearly the same bug." + "reason": "IterableDataset multi-GPU length mismatch and a generic 3d_parallel.py failure are not clearly the same bug." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same underlying v5 AutoTokenizer regression producing wrong token IDs across model families; they are plausibly one fix." + "reason": "This is the same AutoTokenizer regression: 45920 is the broader multi-model report, while 45812 is the narrower Granite-specific manifestation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are different problems, not a shared code-path bug." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG docs." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs drift." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params compatibility is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Although both mention sliding_window, one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue; they are not the same concrete bug." + "reason": "Gemma3 config attribute missing and Qwen3-MoE sliding_window issue are different model-specific bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/tensor shape mismatch in one issue and BertModel ZeRO-3 index error in the other are similar only superficially." + "reason": "Mask/tensor shape mismatch and ZeRO-3 empty-index loading error are different failures." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper-large-v2 runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + "reason": "Unit-test model load failure and corrupted checkpoint are not the same problem." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are different compatibility issues." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are different compatibility issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing error and Sam3 bf16 compilation regression affect different models and code paths." + "reason": "Both are compiler/model regressions, but they affect different models and code paths and are not mergeable as one fix." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash are unrelated." + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 empty-index loading error and torch/transformers version incompatibility are different issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative and matches the packet: most pairs are clearly unrelated by title, and the only supported likely duplicate is 45812/45920, both about the same v5 AutoTokenizer wrong-token-ID regression across model families. No PR-mergeability issue here since these are issue pairs, not pull requests." + "accept": false, + "feedback": "The AutoTokenizer 45812/45920 linkage looks grounded, but the output is not fully conservative overall. The accepted 41762/43596 pair is only supported by a shared generic ZeRO-3 index-error symptom in the titles, with different models and no pair evidence in the packet, so treating it as a true duplicate is stronger than the evidence supports. The summary also conflicts with that acceptance by saying the ZeRO-3 pair is borderline and not safe enough to merge. That inconsistency makes the cluster review too assertive." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -817,13 +842,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 3, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -878,7 +903,6 @@ ], "soft_pairs": [ "issue:45362|issue:45464", - "issue:43596|issue:45800", "issue:43792|issue:45070", "issue:43541|issue:46869", "issue:44292|issue:45901", @@ -888,8 +912,8 @@ "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", - "issue:43404|issue:43866", "issue:45507|issue:46869", + "issue:43404|issue:43866", "issue:45399|issue:46661", "issue:41093|issue:41762", "issue:43572|issue:45070", @@ -897,309 +921,306 @@ "issue:43872|issue:47228", "issue:44805|issue:44918", "issue:43296|issue:43366", - "issue:43716|issue:47228", "issue:43828|issue:45464", + "issue:43716|issue:47228", "issue:43366|issue:45464", "issue:44291|issue:45070", - "issue:44387|issue:45005", "issue:43531|issue:45070", + "issue:44387|issue:45005", "issue:46869|issue:47228", "issue:45507|issue:47228", - "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:43716|issue:46294", "issue:41093|issue:43596", "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", - "issue:46640|issue:46661", "issue:45759|issue:45902", + "issue:46640|issue:46661", "issue:43596|issue:46165", "issue:43716|issue:44918", "issue:39186|issue:44918", "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "86c12a2b1937da4e9738651e7b8ee3080c98a0cdff9442da5cec0ae3b938a358", + "prepared_review_unit_hash": "fce2e7cfa6bd4638072d2110dbf12841815654294c35a84c17a5ebddd4dbbf96", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39554, - "estimated_input_tokens": 9889, - "estimated_eval_tokens": 20034 + "soft_pair_count": 39, + "serialized_chars": 39264, + "estimated_input_tokens": 9816, + "estimated_eval_tokens": 19888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of distinct Transformers regressions and model-specific failures (remote code, dtype/device mismatches, quantization, video/chat template bugs, FSDP/ZeRO-3, etc.). The titles do not indicate a single underlying bug, so the soft links should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella ('Recent transformers versions break models using `remote_code`') and is the closest thing to a cluster hub, but it is not a true duplicate of the others.", + "summary": "The cluster is mostly heterogeneous: import/config regressions, model-specific loading failures, quantization/device-map issues, and unrelated multimodal bugs. Only one soft edge looks like a true duplicate family; the rest are too different to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span many unrelated defects. The only strong duplicate signal is the Qwen video-input regression pair.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best representative issue because it covers the widest compatibility-regression surface, but the cluster remains heterogeneous rather than a duplicate set.", + "best_issue_reason": "issue:44479 is the best representative of the one real duplicate family in this set because it is the broader, earlier report covering the Qwen video-input regression seen again in issue:46294. It is still not a good cluster-wide canonical for the unrelated issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 chat crash vs streaming API failure on Qwen3.5-0.8B; related family, not the same bug." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "Both are loading/runtime compatibility issues, but one is DeepSpeed ZeRO-3 index error and the other is a torch/Transformers version incompatibility." + "reason": "Both mention Qwen3.5, but one is a generic chat crash and the other is a streaming inference API failure; different code paths and symptoms." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model load/run failure is not the same as the pydantic PretrainedConfig field regression." + "reason": "Whisper runtime failure and PretrainedConfig/pydantic regression are unrelated bugs." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different code paths: torch dynamo tracing on Mixtral vs multi-GPU device-map YOLO loading." + "reason": "Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device-map auto are different subsystems and failures." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "`init_empty_weights` / `_is_hf_initialized` TypeError is unrelated to table-question-answering crash." + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM attribute error and Gemma4 device-mapping mismatch are different model/version bugs." + "reason": "Gemma3 sliding_window_pattern missing under vLLM and Gemma4 PLE device mismatch are different model-specific issues." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 config attribute access." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure is unrelated to the MPS MoE histogram kernel error." + "reason": "Qwen3.5 streaming API failure and MPS histogram_Int error have no shared bug path." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral tracing/grouped_mm failure is a different path from the MPS histogram op issue." + "reason": "Mixtral tracing failure and MoE MPS histogram error are distinct defects." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/runtime issues, but one is torch dynamo tracing on Mixtral and the other is an autocast mismatch on Phi-tiny-MoE." + "reason": "Both involve numerical issues, but the concrete failures and models differ: grouped_mm tracing vs autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + "reason": "Voxtral processor failure and non-template-node compile TypeError are unrelated." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:45507", + "right": "issue:46869", "accept": false, - "reason": "Un-tied lm_head weights in Mistral3 is not the same as a corrupted Ovis2 checkpoint." + "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU device-map auto are different bugs." }, { - "left": "issue:45507", - "right": "issue:46869", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to YOLO multi-GPU device-map failure." + "reason": "Mistral3 tied lm_head weights and Ovis2 checkpoint corruption are not the same underlying defect." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn2 fallback gating and remote-code model_class.config_class errors are different bugs." + "reason": "flash-attn2 fallback blocking and remote-code config_class AttributeError are separate model-loading problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index/shape failures, but one is mask-vs-tensor length mismatch and the other is zero-sized tensor indexing." + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero-size load failure with ZeRO-3; not the same bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig field breakage are different config-schema issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "General torch/Transformers incompatibility is not the same as Gemma4 device mismatch during forward." + "reason": "Torch/Transformers version incompatibility and Gemma4 device mismatch are not the same code-path failure." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` constructor mismatch is unrelated to Sam3 bf16 compilation regression." + "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Similar indexing-shaped errors, but one is a mask/tensor mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are both shape-related only at a very high level; they are different bugs." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure is not the same as GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." }, { - "left": "issue:43716", - "right": "issue:47228", + "left": "issue:43828", + "right": "issue:45464", "accept": false, - "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Sam3 bf16 compilation regression." + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different symptoms and paths." }, { - "left": "issue:43828", - "right": "issue:45464", + "left": "issue:43716", + "right": "issue:47228", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." + "reason": "Mistral-3 image preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support request is unrelated to chat/completions streaming failure." + "reason": "GGUF architecture support and Qwen3.5 streaming inference failure do not describe the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument when loading with `init_empty_weights` is different from pydantic PretrainedConfig field breakage." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights and pydantic PretrainedConfig breakage are separate regressions." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Int4 quantization memory regression is not the same as tied-weights issues in translation models." + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic breakage are unrelated." }, { - "left": "issue:43531", - "right": "issue:45070", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the pydantic PretrainedConfig regression." + "reason": "int4 quantization OOM and tied-weights translation-model regression are different problems." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different subsystems." + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to compilation regression in Sam3." + "reason": "GraniteMoEHybrid invalid method and Sam3 compilation regression are different defects." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both involve multimodal models, but one is dtype mismatch and the other is video token/feature count mismatch." + "reason": "Remote-code breakage and torch/transformers version incompatibility are related only broadly; not the same concrete bug." }, { - "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 overlapping in theme but not the same concrete bug." + "reason": "Both are multimodal issues, but one is an image-preprocessor dtype mismatch and the other is a video chat-template token mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are indexing errors, but the reported shapes and contexts differ; no evidence of one root cause." + "reason": "Both are loading-time IndexErrors, but the shapes and affected models differ." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both hit Qwen multimodal video paths, but one is a v5.3 regression across multiple variants and the other is a chat-template video feature/token mismatch." + "accept": true, + "reason": "Both describe the same Qwen video-input regression where video features and video tokens get out of sync in the apply_chat_template path." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 text embedding quality issue is not the same as the AutoModel/pipeline nonsensical-results report." + "reason": "Siglip2 text embedding quality and siglip2 AutoModel/pipeline nonsensical results are not clearly the same concrete bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU loading are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:46640", - "right": "issue:46661", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class failures." + "reason": "Qwen multimodal config unwrapping and Qwen3.5MoE rotary embedding uninitialized memory are distinct issues." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:46640", + "right": "issue:46661", "accept": false, - "reason": "Both involve composite Qwen 3.5/3.6 models, but one is from_config text_config unwrapping and the other is uninitialized memory after materialization." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are different compatibility problems." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero-3 init indexing failure is unrelated to resuming training with local model plus trust_remote_code." + "reason": "BertModel ZeRO-3 zero-size IndexError and remote-code resume-training failure are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/text paths: image-preprocessor dtype mismatch vs embedding unpacking in TRL SFT." + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 SFT unpacking failure are different multimodal/training bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 embedding unpacking failure." + "reason": "FSDP weight rank error and Qwen3.5 input-embedding unpacking failure are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback checks." + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regression types." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft edge, issue:44479 vs issue:46294, is a plausible duplicate family around the same Qwen video-input regression. The other pairwise rejections are appropriately cautious given the differing model/subsystem symptoms." + }, + "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": 27, + "component_count": 28, "review_unit_index": 4, "review_unit_count": 65, "status": "reviewed", @@ -1264,8 +1285,8 @@ "issue:42915|issue:45399", "issue:43404|issue:45005", "issue:44360|issue:44512", - "issue:44492|issue:44512", "issue:43873|issue:45005", + "issue:44492|issue:44512", "issue:35308|issue:36331", "issue:44530|issue:45005", "issue:44918|issue:45507", @@ -1291,226 +1312,226 @@ "issue:43950|issue:45902", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "9cb4588b8d14b971ff90d44a7a525656d20fba3464d2caf27ccb37a2b73cd072", + "prepared_review_unit_hash": "16867f055e741ee48c1746af730c3c3d5085259393f7636374056470a1ec961c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37117, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "serialized_chars": 37114, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports, but there are a few clear duplicate-style groups: non-persistent buffer regression, Qwen3 offloading save failures, Gemma4 quantized embedder dtype casting, cache seq_length return-type bugs, and a Mamba2 recurrence regression.", + "summary": "This cluster is noisy and mostly contains unrelated issues, but it does contain a few true duplicate subclusters: the non-persistent-buffer regression, Gemma4 quantized embedder dtype casting, Qwen3.5 cache length return-type bug, Mamba2/NemotronH recurrence bug, and a couple of validation/error-message reports.", "confidence": 0.76, - "canonical_issue_reason": "Issue #43950 is the clearest canonical for the non-persistent-buffer regression: it is explicit, specific, and matches the closely related follow-ups #44534 and #45902.", + "canonical_issue_reason": "Best representative of the strongest duplicate subcluster: the v5 non-persistent-buffer corruption/regression, with clear overlap to the other buffer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the strongest representative issue overall: it describes a concrete v5 regression with a clear failure mode and directly captures the shared bug behind the closest duplicates.", + "best_issue_reason": "Issue #43950 is the most concrete and broadly phrased report of the non-persistent-buffer regression, and it is the cleanest anchor for the duplicate set around #43644/#44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different failures and model families; both mention bad evaluation outcomes, but not the same bug." + "reason": "Different models and different failures; both are perplexity/model-quality complaints, but not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote-code loading, but one is a cache-path collision and the other loads the wrong custom module after save/load; different root causes." + "reason": "Both involve custom remote code, but one is a cache-path collision and the other is wrong module loading after save/load." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different quantization/attention issues with no shared concrete failure mode." + "reason": "Unrelated subsystems: FineGrainedFP8Config failure vs flash-attn2 fallback being blocked." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head bug while the other is a broader translation-model regression." + "reason": "Both mention tied weights, but these are different concrete models and different failure modes." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion vs docs about the removed run command; unrelated." + "reason": "DSA indexer discussion is unrelated to the docs/run-command removal issue." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs about the removed run command." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "Quantization/offloading behavior vs tied-weights regression; different code paths." + "reason": "A typo in cache strategies is unrelated to removed docs command references." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU IterableDataset crash and CustomTrainer compute_loss signature mismatch are separate training issues." + "reason": "Different training-stack bugs: IterableDataset multi-GPU crash vs compute_loss signature change." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache / Qwen3.5 linear_attention crash is unrelated to tied weights." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "Different model families and different failures; no shared code-path evidence." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both concern validation errors, but the titles point to different specific bugs and code paths." + "accept": true, + "reason": "Both are the same validation/error-message problem around decoder/input argument checks." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different tokenizer/model failures; no clear shared underlying bug." + "reason": "Tokenizer detokenization bug and NVFP4 runtime error are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are distinct problems." + "reason": "NemotronH checkpoint loading is not the same bug as tied-weights handling." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Training crash with IterableDataset vs FP8 quantization failure; unrelated." + "reason": "No shared code path; one is data-parallel training with IterableDataset, the other is FP8 config failure." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer issues, but one is DeepSeek-Coder v1 incorrect output and the other is a CodeLlama space-stripping regression." + "reason": "Both are tokenizer issues, but they affect different models and different concrete tokenization bugs." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors and poor text embedding quality are different issues." + "reason": "Docs-example errors are not the same issue as a model-quality complaint for SigLIP2." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer regression in v5; both describe junk-filled non-persistent buffers." + "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss signature mismatch vs ZeRO-3 loading failure; unrelated." + "reason": "compute_loss API mismatch is unrelated to ZeRO-3 loading failure." }, { "left": "issue:46032", "right": "issue:47246", "accept": true, - "reason": "Both describe the same Mamba2 recurrence/use_cache bug; the NemotronH issue explicitly says the Mamba2 fix was not propagated." + "reason": "Same Mamba2 recurrence bug family; #47246 explicitly says the Mamba2 fix was not propagated to NemotronH." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption regression." + "reason": "Direct duplicate reports of the same non-persistent-buffer corruption regression in v5." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Both mention multi-GPU, but one is Qwen2-VL training and the other is an IterableDataset crash." + "reason": "Both mention multi-GPU training, but the models and failure modes differ too much." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/float8 compatibility failures." + "reason": "Different incompatibilities: bitsandbytes init-kwarg issue vs missing Float8 storage object." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "#46932 is a direct follow-up to the same Gemma4 quantized vision/audio embedder dtype-casting bug." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the fix report." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "General tokenizer regression vs a specific DeepSeek-Coder v1 tokenizer bug; not the same concrete issue." + "reason": "Tokenizer regressions, but for different models and different symptoms." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs broad tokenizer-version change; unrelated." + "reason": "SigLIP2 embedding quality and a tokenizer-version regression are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is degraded text embeddings; not enough to treat as the same bug." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same offloading save failure for disk-offloaded Qwen3 models; only the model variant differs." + "reason": "Same offloading/save failure for disk-offloaded Qwen3 models; only the model variant differs." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids and SDPA fallback; different failures." + "reason": "Autocast dtype mismatch and RLHF NaN explosion from 3D position_ids are different problems." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same get_seq_length contract regression: one returns a shape-(1,) tensor, the other a device tensor that breaks slice arithmetic." + "reason": "Both describe the same cache-seq-length return-type bug: tensor instead of int, breaking downstream arithmetic/shape logic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer corruption regression; #45902 is a specific manifestation via uninitialized inv_freq after to_empty()." + "accept": false, + "reason": "Both touch uninitialized/non-persistent buffers, but the triggering path and reported failure are different enough to keep separate." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is text-embedding quality and the other is HF-vs-JAX implementation discrepancy; not the same concrete bug." + "accept": true, + "reason": "Both are about SigLIP2 behaving differently from the expected/reference implementation; likely the same underlying implementation discrepancy." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative overall. The accepted pairs all have clear title-level evidence of shared bug families, while the rejected pairs mostly involve different models, symptoms, or code paths." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible duplicates within the evidence provided, and the rejected pairs are generally appropriately separated by model/failure mode. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1521,13 +1542,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 5, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -1588,14 +1609,14 @@ "issue:24643|issue:28530", "issue:43975|issue:45237", "issue:44403|issue:44488", - "issue:43643|issue:45020", "issue:41762|issue:42915", + "issue:43643|issue:45020", "issue:42947|issue:43856", "issue:44991|issue:45399", "issue:41553|issue:43883", "issue:43824|issue:43872", - "issue:45685|issue:45823", "issue:45081|issue:45399", + "issue:45685|issue:45823", "issue:43782|issue:44960", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1603,8 +1624,8 @@ "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:45715|issue:46315", "issue:43872|issue:46869", + "issue:45715|issue:46315", "issue:45759|issue:46661", "issue:45488|issue:46489", "issue:45020|issue:46661", @@ -1613,20 +1634,20 @@ "issue:43881|issue:43883", "issue:46894|issue:46897" ], - "prepared_review_unit_hash": "0d76c1eee0d2d2800431d1db11cc683f9856ef1a94ae40e9a7c67199db0900d0", + "prepared_review_unit_hash": "7868eda76c59472cfc67beaa532b28ac589d812defc9088c7a3cedfb1384ccb2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37497, + "serialized_chars": 37498, "estimated_input_tokens": 9375, "estimated_eval_tokens": 19006 }, @@ -1635,207 +1656,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with two real duplicate pairs standing out: a v5 docs cleanup around removed pipeline tasks, and a DeepSeek tokenizer regression affecting tokenization output. Most other pairs are related only at a broad subsystem level and should stay separate. No PRs are present.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 45488 is the best representative concrete bug in the set: it describes a clear tokenizer regression with a plausible duplicate in 46489, while the rest of the items are separate, model-specific or documentation issues.", + "summary": "Mostly unrelated issue cluster. The only clear duplicate pair remains the v5 docs regression around removed pipeline tasks. The DeepSeek tokenizer pair is related, but not the same concrete bug, so it should be treated as a related regression rather than a confirmed duplicate.", + "confidence": 0.71, + "canonical_issue_reason": "43827 is the cleanest canonical issue for the one true duplicate thread: it is the earlier, clearer report of the v5 docs regression about removed pipeline tasks, and it directly overlaps with 44509.", "canonical_pr_reason": null, - "best_issue_reason": "45488 has the clearest, most actionable underlying failure mode and the strongest duplicate signal among the issues here.", + "best_issue_reason": "43827 is the best issue to keep as the canonical anchor for the docs duplicate because it is specific, earlier, and directly matches 44509.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5/MoE-related failures, but one is a Flash Attention memory crash and the other is a CPU-offload incompatibility in rotary embedding; different code paths." + "reason": "Same model family, but different failure modes and code paths: Flash Attention packed-sequence handling vs CPU-offload rotary embedding compatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma/Qwen model bugs: FSDP2 KeyError from per-layer state rebuild vs uninitialized-memory access after meta-to-empty materialization." + "reason": "Different bugs: Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen3_5Moe inv_freq materialization after meta->to_empty()." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention training inefficiency, but one is gradient checkpointing ineffective with LoRA and the other is increased CUDA reserved memory under int4 quantization; separate bugs." + "reason": "Both mention memory, but one is gradient-checkpointing ineffective and the other is increased reserved CUDA memory under int4 quantization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT; not the same underlying issue." + "reason": "One is about noisy loading messages; the other is a concrete model loading failure for ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Unrelated failures: DeepSpeed weight shape error vs early-stopping metric lookup/disablement." + "reason": "Unrelated training DeepSpeed weight-shape error vs early-stopping metric lookup/disable logic." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug and AMD GPU support failure are unrelated." + "reason": "Tokenizer detokenization regression and AMD GPU support failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model loading complaints, but they concern different models and different failure modes." + "reason": "Different problems: loading noise vs a specific tokenizer/model load failure for cjvt/sleng-bert." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Both touch remote-code loading, but 43643 is about missing fields in AutoConfig return values while 45020 is a broader regression report; not clearly the same concrete bug." + "reason": "Both are model-specific failures, but one is ZeRO-3 loading/indexing and the other is FineGrainedFP8Config behavior for Qwen3Moe." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 index error and Qwen3Moe FP8 failure are different model-specific bugs." + "reason": "Both involve remote-code paths, but one is missing fields from AutoConfig and the other is a broader remote-code regression." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different symptoms and likely fixes: LoRA gradient checkpointing issue vs MoE training memory usage regression." + "reason": "Different memory-related reports: checkpointing effectiveness vs MoE training memory usage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model vs flash-attn fallback being blocked by checks; unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback gating are separate issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different problems: AutoTokenizer load error for Voxtral vs missing all_tied_weights_keys on Molmo." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a Qwen VL class and a bitsandbytes Int8Params incompatibility are separate issues." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to the bitsandbytes Int8Params keyword incompatibility." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Different device/backend bugs: MPS histogram int failure vs Gemma4 PLE device mismatch under device_map=auto." + "reason": "Different code paths: Mistral regex patch crash vs flash-attn fallback being blocked by other checks." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + "reason": "MPS histogram support for Int and Gemma4 device mismatch are not the same bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only error and GLM5 loading are different model-loading failures." + "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated model-loading failures." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regression and Gemma4 PLE device mismatch are not the same underlying bug." + "reason": "Generic remote-code breakage and Gemma4 PLE device mismatch are different problems." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like failure in tokenizer mappings is a different code path from generic remote_code breakage." + "reason": "add-new-model-like failing inside TOKENIZER_MAPPING_NAMES is a specific tokenizer-registration bug, not the same as generic remote-code breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Gemma4 device mismatch are separate model/runtime issues." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 device-map placement issues." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failures: Voxtral tokenizer loading vs glm-4v-9b loading." + "reason": "These are different loading failures: Voxtral AutoTokenizer messaging vs glm-4v-9b load failure." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is generic remote-code breakage and the other is a Kimi-K2.5 tokenizer codec/fix_mistral_regex issue." + "reason": "Remote-code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex issues do not share one concrete bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility/config warning on Qwen3 MoE is not the same as a tie-word-embeddings warning on Qwen3.5-27B." + "reason": "LoRA cross-version incompatibility for qwen3_moe is not the same as the tie_word_embeddings warning during fine-tuning." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "bitsandbytes constructor incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "Both are tokenizer performance regressions, but they affect different functions and likely different hot paths." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite Qwen config unwrapping and remote-code model_class/config_class errors are related only broadly; not the same concrete bug." + "reason": "Composite-config unwrapping for AutoModelForCausalLM and remote-code config_class errors are different failures." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both report the same DeepSeek tokenizer regression in v5: tokenizer output is corrupted by the LlamaTokenizer pre-tokenizer handling." + "accept": false, + "reason": "These are clearly related DeepSeek tokenizer regressions, but not the same concrete bug: one is LlamaTokenizer overriding the pre-tokenizer for DeepSeek V3/R1, while the other is a DeepSeek-Coder v1 output regression tied to a gap in an earlier fix." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code models, but one is a broad regression report and the other is a specific config_class AttributeError; insufficient evidence of one fix." + "reason": "Broad remote-code breakage is not the same concrete bug as AutoModel.from_pretrained missing config_class on a remote-code model." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both say removed v5 pipeline tasks (summarization/translation/text2text-generation) are still referenced in documentation." + "reason": "These are duplicate reports of the same v5 docs regression: removed pipeline tasks are still referenced in documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different from-pretrained regressions: untied lm_head weight vs non-persistent buffer corruption." + "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption are separate loading/state bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific issues." + "reason": "A glm-4v-9b loading failure and a missing all_tied_weights_keys attribute in Molmo are different issues." }, { "left": "issue:46894", "right": "issue:46897", "accept": false, - "reason": "They share a high-level 'double-shift' pattern, but they are different model families with no clear evidence of the same exact code path or one merged fix." + "reason": "They share the training-loss double-shift pattern, but they are model-specific reports for different architectures, not one concrete shared bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are stated conservatively. The non-duplicate soft-edge calls also stay within the evidence shown (mostly distinct model/failure-mode combinations). No PR-pair issue applies here because there are no PRs in the packet." + "accept": false, + "feedback": "The summary is mostly grounded, but one accepted soft edge is overstated. 43827/44509 is a solid docs duplicate, but 45488/46489 are only clearly related DeepSeek tokenizer regressions, not obviously the same concrete bug: one is about LlamaTokenizer overriding the pre-tokenizer for DeepSeek V3/R1, while the other is a DeepSeek-Coder v1 output regression tied to a gap in an earlier fix. That should be phrased more conservatively as related issues, not confirmed duplicates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1843,13 +1864,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 6, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -1903,8 +1924,8 @@ "issue:46515" ], "soft_pairs": [ - "issue:43792|issue:44220", "issue:43257|issue:45305", + "issue:43792|issue:44220", "issue:36331|issue:41093", "issue:42947|issue:45923", "issue:43940|issue:45313", @@ -1914,12 +1935,12 @@ "issue:41093|issue:44805", "issue:44928|issue:45588", "issue:43716|issue:46468", + "issue:43366|issue:43828", "issue:44863|issue:46402", "issue:44530|issue:44863", - "issue:43366|issue:43828", - "issue:41553|issue:44991", "issue:43366|issue:43531", "issue:43596|issue:46515", + "issue:41553|issue:44991", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", @@ -1934,20 +1955,20 @@ "issue:44560|issue:45685", "issue:43645|issue:43646" ], - "prepared_review_unit_hash": "c7f8cdbe936519dd00e928c1ec14095da574fc174a1e8e482e0850709453e928", + "prepared_review_unit_hash": "538477adef0f265eaaab93f14ffa14367fdb9f61f969c7ada7319716efbb185d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36765, + "serialized_chars": 36766, "estimated_input_tokens": 9192, "estimated_eval_tokens": 18640 }, @@ -1956,198 +1977,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated bug reports. The only clear duplicate pockets are the Transformers 5.0.0 custom model initialization regression and the repeated deepspeed/BERT zero3 out-of-bounds initialization error; most other pairs are too model- or subsystem-different to merge as duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43646 is the broadest clean representative of the duplicate cluster around Transformers 5.0.0 custom model initialization breaking; it subsumes the notebook-specific variant in issue:43645.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports with a few small duplicate subpairs. The dominant theme is model loading / initialization regressions in Transformers 5.x, but most items are model- or subsystem-specific rather than true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43957 is the broadest representative of the cluster\u2019s main theme: Transformers 5.x model-loading/init regressions across multiple model families, especially around meta-device materialization. It is more central and general than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best captures the underlying regression with the clearest, most general title and is the strongest duplicate-anchor among the listed issues.", + "best_issue_reason": "issue:43957 is the best overall issue to represent the cluster because it captures the widest shared problem pattern without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both are Whisper/audio-related, but the titles point to different failure surfaces and the evidence is not enough to prove the same bug." + "reason": "Both involve DeepSpeed-related training behavior, but one is Qwen3 MoE weight conversion/loading and the other is gradient averaging with `model_accepts_loss_kwargs=True`; different code paths and fixes." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Both mention DeepSpeed/Qwen3, but one is weight conversion during load and the other is GAS gradient averaging; different code paths." + "reason": "Both are audio/Whisper-related, but one is a model execution failure and the other is a feature-extraction helper issue; not the same underlying bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected kwarg in Trainer vs tensor/mask shape mismatch; unrelated errors." + "reason": "Different failures: custom trainer `compute_loss` signature mismatch versus an indexing mask shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing capability flag." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag on a trust-remote-code variant; not the same bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Similar DeepSpeed ZeRO-3 loading complaints, but the model targets and reported failures differ too much to treat as the same bug." + "reason": "Both are ZeRO-3 weight-loading reports, but they affect different model families and describe distinct missing-weights behavior." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; only broad symptom similarity." + "reason": "Both are model-loading failures, but for different models and different symptoms; not enough to treat as the same concrete bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 input regression and the other is a specific StopIteration path." + "reason": "Both are video-related regressions, but they affect different model families and different failure modes (`StopIteration` vs broader video input regression)." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs image processor void segmentation maps; unrelated." + "reason": "Completely different subsystems: DeepSpeed training `weight` shape error versus image-processor segmentation-map handling." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError symptom and same mask/tensor shape-mismatch failure pattern; likely the same underlying bug." + "reason": "These look like the same mask/tensor shape mismatch bug with the same error pattern and nearly identical titles, likely just separate reports of the same underlying issue." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different subsystems: RLHF/position_ids BF16 instability vs flash_attention s_aux handling." + "reason": "One is RLHF/SDPA/BF16 gradient explosion from 3D position ids; the other is a flash-attention crash on `s_aux=None`. Different code paths." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and different failure modes; only both are loading/training issues." + "reason": "Different problems: image preprocessor/model dtype mismatch versus a broken official Nemotron example." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support versus an autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading problems, but NemotronH checkpoint loading and Sam3 text encoder weight loading are distinct." + "reason": "Both are loading-related, but they concern different model implementations and different missing-weight symptoms." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; unrelated." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "GGUF/gpt-oss support request vs autocast dtype mismatch in Phi-tiny-MoE; not the same bug." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support vs Qwen3-MoE sliding_window issue; unrelated." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding-window behavior are different model-specific issues." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero3 Bert out-of-bounds init bug vs torch 2.4.1 incompatibility; too broad and unspecific." + "reason": "A DeepSpeed ZeRO-3/BertModel index error is not the same as a torch-version incompatibility report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but one is a bad error message and the other is an actual loading failure for a different model." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position-id internals, but one is a Qwen2.5-VL scaling bug and the other is uninitialized memory after meta materialization." + "reason": "Different model internals and different failure modes: position-id scaling bug versus uninitialized `inv_freq` after meta-to-empty materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated model-support request vs Float8 storage lookup failure." + "reason": "GGUF support and missing Float8 storage are unrelated issues." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Specific zero3 Bert init out-of-bounds bug vs generic torch incompatibility; not the same issue." + "reason": "The Bert/ZeRO-3 index error is not the same concrete problem as a torch incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 per-layer state bug and the other is a device_map forward mismatch." + "reason": "Same model family, but different bugs: one is a per-layer shared-KV state bug under FSDP2, the other is a device-mismatch issue under `device_map=\"auto\"`." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio model paths: batched inference token leak vs Whisper empty transcription handling." + "reason": "AudioFlamingo3 batched-inference leakage and Whisper empty-transcription handling are different code paths and failures." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs Qwen video StopIteration; unrelated." + "reason": "Mistral-3 image dtype mismatch and Qwen3-VL video `StopIteration` are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs meta-device loading regression; different failure modes." + "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are different concrete issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for a specific VL class vs general meta-device loading regression." + "reason": "Missing Qwen2.5-VL import/export symbol and meta-device loading regressions are different bugs." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption vs Kosmos2.5 long OCR index error; unrelated." + "reason": "Non-persistent buffer corruption on `from_pretrained()` is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizer/model loading, but the models and error patterns are different." + "reason": "Tokenizer error-message quality and a specific tokenizer-loading failure for a different model are not the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure vs gpt-oss GGUF support; unrelated." + "reason": "A 3D parallel example failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video input regression vs MPS histogram not implemented for Int in MOE; unrelated." + "reason": "Qwen3-VL video inference failure and an MPS histogram implementation error are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is just the notebook-specific phrasing of the same bug." + "reason": "These are very likely the same Transformers 5.0 custom-model initialization regression, with the notebook wording being just an environment-specific description of the same breakage." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The accepted soft pairs are conservative and well-supported by the titles: issue:41093 \u2194 issue:44805 are essentially the same mask/tensor shape-mismatch IndexError, and issue:43645 \u2194 issue:43646 are clearly the same Transformers 5.0.0 custom-model initialization regression. The broader summary stays cautious and does not overclaim mergeability for the other pairs." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes the cluster as mostly unrelated issues with a smaller loading/init-regression theme, and the two accepted soft pairs (41093/44805 and 43645/43646) are well supported by the titles and descriptions. The rejected soft pairs are also phrased cautiously enough, without overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -2158,13 +2179,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 7, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -2181,7 +2202,6 @@ "issue:43632", "issue:43638", "issue:43644", - "issue:43645", "issue:43720", "issue:43994", "issue:44451", @@ -2238,8 +2258,8 @@ "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", "issue:41720|issue:42915", + "issue:43644|issue:44534", "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:44960|issue:44977", @@ -2247,236 +2267,222 @@ "issue:44863|issue:46846", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:46459|issue:46512", - "issue:39692|issue:43994", - "issue:43644|issue:43645" + "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "0bc91e7deebe0b76c2fcf16fe95942e9c460a684bd84d212539f8826ca32c12a", + "prepared_review_unit_hash": "d4736cee67e6f49754c0a260e157757dbb00fb7b851c65b1527d89666f6390bd", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37246, - "estimated_input_tokens": 9312, - "estimated_eval_tokens": 18880 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues, with a few true duplicates around SigLIP2 outputs, Gemma4 4-bit multimodal casting, and non-persistent buffer handling in v5.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 38175 is the clearest representative of a real duplicate pair: 43994 describes the same SigLIP2 base model producing bad/zeroed outputs under the same failure mode.", + "summary": "Mostly a heterogeneous Transformers regression cluster, with only a few true duplicate/near-duplicate pairs. The strongest duplicate is the v5 non-persistent-buffer bug, and there are two model-specific pairs that look like the same underlying issue; most other pairs are only loosely related by subsystem or model family.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43644 is the broadest and clearest core regression in the set, and it has a near-exact duplicate in 44534. It is a better anchor than the many model-specific failures elsewhere in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "38175 is the best single issue to anchor the cluster because it is specific, early, and has the strongest same-bug duplicate in 43994.", + "best_issue_reason": "43644 is the best single representative issue because it describes a core Transformers v5 regression with broad impact, while most other items are narrower, unrelated model-loading or inference bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen-related embedding behavior, but the reported failures and code paths differ: video StopIteration vs SFT trainer unpacking." + "reason": "Related Qwen embedding/video failures, but the symptoms and code paths differ (StopIteration in video handling vs SFT unpacking)." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "These are different torch-version incompatibility reports with different failure modes and likely different root causes." + "reason": "Both mention torch compatibility, but they are different version-specific problems with no shared concrete bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + "reason": "Unrelated failures: a GenerationMixin import error versus a Qwen3Moe FP8 config load problem." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different bugs: Qwen3.5 flash-attention packed-sequence handling vs static-cache slice arithmetic on non-CUDA backends." + "reason": "Both touch attention/cache/compile paths, but one is a Qwen3.5 flash-attention crash and the other is a static-cache arithmetic bug on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different attention paths; not the same concrete bug." + "reason": "Different models and failure modes; both involve attention/compile, but not the same underlying bug." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 CheckpointError." + "reason": "Both involve gradient checkpointing, but one says it is ineffective while the other is a concrete ZeRO-3 checkpoint error." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same underlying fix." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate fixes/regressions." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mismatch during forward is unrelated to a generic torch 2.4.1 incompatibility report." + "reason": "Completely different issues: Gemma4 device placement versus a torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping utility failure is unrelated to Gemma4 PLE device placement." + "reason": "Different problems: tokenizer-mapping failure versus Gemma4 device-map forward mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and different model/input paths; not a duplicate." + "reason": "Different model/error paths; no evidence they share the same root cause." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model family and same underlying bad-output bug; 43994 is a later manifestation of the same issue." + "reason": "Same SigLIP2 checkpoint family and both describe broken/nonsensical outputs from the model; likely the same underlying defect." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they concern different models and validation failures." + "reason": "Both are config-validation failures, but they affect different models and are not clearly the same bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 Bert indexing failure is unrelated to tokenizer mapping-name handling." + "reason": "Bert/ZeRO-3 index error is unrelated to add-new-model-like tokenizer mapping." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: Bert Zero3 init indexing vs tokenizer mapping-name edge case." + "reason": "Different code paths: Deepspeed zero3 initialization versus tokenizer mapping registration." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared code-path or bug; one is tokenizer helper logic, the other is a mask/tensor shape mismatch." + "reason": "No meaningful overlap beyond both being load/runtime failures." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different loading issues: qwen3_moe LoRA compatibility vs BitNet packed-weight unpacking." + "reason": "Both are loading/compatibility regressions, but they involve different models and different mechanisms." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both describe the same Gemma4 multimodal 4-bit quantization/dtype-cast bug affecting audio/vision embedders." + "reason": "Same Gemma4 multimodal 4-bit quantization/dtype-cast bug; the audio/vision failures line up with the same underlying issue." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Transformers v5 buffer initialization regression versus a Kosmos2.5 OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized model offload loading and mmap OOM on Strix Halo are different problems." + "reason": "Different problems: dequantized model offload loading versus mmap-related OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but 39692 is a docs/example and quantization issue, not the same bad-output bug." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same non-persistent buffer junk regression in Transformers v5, just phrased differently." + "reason": "Same SigLIP2 family, but this is a documentation/example issue, not the same broken inference bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-family, but auto device mapping cudaErrorAssert and FineGrainedFP8Config failure are different bugs." + "reason": "Both are Qwen-related, but one is device-mapping CUDA assert and the other is FP8 config failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact duplicate: both report the same Transformers v5 non-persistent-buffer junk regression." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "No meaningful overlap beyond being runtime failures." + "reason": "Unrelated: Qwen3Moe FP8 failure versus mmap/OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA model compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Different model families and different bugs; no shared root cause." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different flash-attention/generation failures." + "reason": "Both are broad Qwen/GLM issues, but the specific failures are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they are separate repos with no clear shared root cause from the titles alone." + "reason": "Similar loading symptoms on different BERT models, but not enough evidence of the same concrete bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel linear_attn plan gaps are unrelated." + "reason": "NemotronH checkpoint-loading failure is unrelated to Qwen3.5 tensor-parallel plan bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained key handling." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and Nemotron example breakage are unrelated." + "reason": "Different models and different failures; no shared code-path problem." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config initialization/config staleness." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but 39692 is a docs/example mismatch plus quantization failure, not the same inference bug." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Buffer-junk regression and Jupyter custom-model initialization failure are separate issues." + "reason": "Both involve dtype/config state, but one is composite-checkpoint loading and the other is from_config stale config metadata." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted duplicate pairs are plausibly supported by the titles/body context: 38175\u219443994, 45672\u219446899, and 43644\u219444534. The rejected soft edges are generally cautious and do not overclaim shared root cause from the available evidence." + "feedback": "The cluster summary is grounded in the packet, and the highlighted duplicate/near-duplicate pairs are conservative and supported by the issue titles. The canonical anchor on 43644/44534 is also well justified by their near-identical descriptions. No soft-edge verdict overstates the evidence in a way that would warrant rejection." }, "evaluator_used": true, "retried": false, @@ -2487,33 +2493,33 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 8, "review_unit_count": 65, "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-10000-529", "nodes": [ - "issue:36010", - "issue:39404", "issue:39692", "issue:41720", "issue:42491", "issue:42947", "issue:43257", - "issue:43335", "issue:43404", "issue:43425", "issue:43454", + "issue:43644", + "issue:43645", "issue:43708", "issue:43854", "issue:43856", "issue:43873", "issue:43931", "issue:43957", + "issue:43994", "issue:44075", "issue:44079", "issue:44155", @@ -2548,251 +2554,251 @@ ], "soft_pairs": [ "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:44488|issue:44991", "issue:43856|issue:43873", - "issue:42491|issue:45335", "issue:43854|issue:43931", + "issue:42491|issue:45335", "issue:42491|issue:45292", "issue:43708|issue:44075", "issue:43856|issue:44387", + "issue:44164|issue:44291", "issue:44960|issue:46050", "issue:45488|issue:45812", - "issue:44164|issue:44291", "issue:45276|issue:45335", - "issue:46897|issue:46901", "issue:45362|issue:45406", + "issue:46897|issue:46901", "issue:43425|issue:43957", - "issue:44402|issue:44488", "issue:44291|issue:44756", + "issue:44402|issue:44488", "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:44910|issue:45588", - "issue:43404|issue:43454", "issue:39692|issue:44960", + "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:45663|issue:45859", - "issue:44079|issue:46829", "issue:44292|issue:44912", + "issue:44079|issue:46829", "issue:44155|issue:45823", - "issue:36010|issue:39404", - "issue:43957|issue:44756", - "issue:43335|issue:45663" + "issue:43957|issue:44756" ], - "prepared_review_unit_hash": "331d8652d397438e0f87b319754c870cc9e7465e245288ade2b63726c70bf27d", + "prepared_review_unit_hash": "7a53e5061c7a458c27231e8c3aa5eed15ac2fee470fead8ea14ca7401ec17395", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37173, - "estimated_input_tokens": 9294, - "estimated_eval_tokens": 18844 + "serialized_chars": 37163, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports with no strong duplicate pair; the closest themes are tokenizer/loading regressions, quantization/offload problems, and model-specific generation bugs, but they appear distinct.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the strongest representative issue in the set: it is active, detailed, and has the highest inbound-reference/discussion signal, while the rest are mostly narrower model- or feature-specific reports.", + "summary": "This cluster is mostly heterogeneous: the items describe different model-specific regressions, tokenizer bugs, training bugs, and runtime compatibility issues. A few pairs share a surface theme (weight tying, tokenizer regressions, resize_token_embeddings, double-shift loss), but they do not look like the same concrete underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45488 is the strongest standalone report in the set: it has a clear, high-impact silent regression, detailed impact on a major model family, and the most discussion/inbound references. It is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue candidate because it is broadly framed, well-discussed, and has the clearest evidence of ongoing user impact.", + "best_issue_reason": "issue:45488 is the most actionable and broadly impactful issue here, with a well-defined failure mode and strong signal compared with the other mostly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and failure modes: Qwen3 MoE loading/conversion vs GLM-4.7-Flash test loading." + "reason": "Different failures: Qwen3 MoE LoRA incompatibility vs GLM-4.7-Flash load failure; no shared concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is docs example errors/quantization and the other is bad inference results; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated Transformer 5 regressions: junk non-persistent buffers vs notebook custom-model initialization." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they target different model families and likely different root causes." + "reason": "Both are tokenizer load problems, but for different models and likely different root causes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory use; the other is quantized offloading behavior. Related area, not the same bug." + "reason": "Different memory/offload issues: Qwen3 MoE training memory use vs quantized offloading not working." }, { - "left": "issue:42491", - "right": "issue:45335", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Different architectures and symptoms: Qwen3 MoE HF4.x/HF5.x incompatibility vs T5Gemma resize_token_embeddings not updating decoder embeddings." + "reason": "Different model-loading failures affecting different models and code paths." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:42491", + "right": "issue:45335", "accept": false, - "reason": "Different model loading bugs on different models; no evidence of a shared concrete code path." + "reason": "LoRA/qwen3_moe version compatibility is unrelated to resize_token_embeddings propagation." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility issue is unrelated to a resize_token_embeddings/output_embeddings bug." + "reason": "Version incompatibility for qwen3_moe is not the same bug as output_embeddings not updating on resize." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps math is unrelated to optimizer argument handling." + "reason": "Trainer checkpoint max_steps math and SGD args not used are distinct issues." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is MoE training memory usage and the other is int4 reserved-memory/OOM regression." + "reason": "Different memory regressions with different triggers: MoE training vs int4 quantization OOM." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights argument handling are separate serialization/loading bugs." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is a model-specific report; the other is a save/load regression for sinq-quantized models." + "reason": "GLM5 loading and sinq save/load breakage are unrelated." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "Saving/loading extra_state is a different bug from init_empty_weights passing an unexpected argument." + "reason": "Both are tokenizer regressions, but they affect different model families and look like separate fixes." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both involve resize_token_embeddings, but they are model-specific embedding update bugs in different architectures." + "reason": "Both involve resize_token_embeddings, but the affected modules/models differ and the code paths are not clearly the same bug." }, { - "left": "issue:46897", - "right": "issue:46901", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Similar double-shift symptom, but they are distinct model reports without evidence of one shared implementation bug." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:46897", + "right": "issue:46901", "accept": false, - "reason": "Different crashes in different entry points: chat handling for Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + "reason": "Same symptom pattern, but different model implementations and likely separate loss code paths." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are separate issues." + "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "One is a vocab-size/token-placement mismatch; the other is a tokenizer load failure for a different model." + "reason": "init_empty_weights TypeError and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Unexpected _is_hf_initialized during empty-weight init is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Tokenizer vocab-size mismatch vs tokenizer loading failure are different problems." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + "reason": "CUDA assert during Qwen3 device mapping is unrelated to AudioFlamingo embedding/token leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal text_config unwrapping are different code paths." + "reason": "FSDP2 shared_kv_states bug and from_config text_config unwrapping are different multimodal issues." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve attention code, but one is a packed-sequence interpretation bug and the other is an s_aux=None crash in sink-less models." + "reason": "Both hit flash_attention.py, but one is a packed-sequence interpretation bug and the other is an s_aux=None AttributeError." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Both are weight-tying problems, but they are model-specific omissions rather than the same concrete bug." + "reason": "SigLIP2 example issues and GLM5 are completely unrelated." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to a GLM5 model-loading report." + "reason": "Both mention untied lm_head weights, but they are model-specific reports and not clearly the same concrete code path." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Shared quantization/memory theme only; the specific failing behavior and likely fix are different." + "reason": "Quantization offloading behavior and increased reserved memory under int4 are different bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA is unrelated to a T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Gemma4/Gemma3.5 code paths and symptoms; not the same offload bug." - }, - { - "left": "issue:44079", - "right": "issue:46829", - "accept": false, - "reason": "ModelOutput key assignment is a general container issue, while the VideoPrism report is model-specific output wiring." + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different failures." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both concern quantized model loading, but NVFP4 and MXFP4 failures are distinct." + "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback-to-bf16 are separate loading/quantization issues." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "AudioFlamingo3 token leak and Gemma4 device mismatch are unrelated bugs." + "reason": "ModelOutput key assignment bug is unrelated to VideoPrism output field wiring." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language failure are unrelated." + "reason": "AudioFlamingo batched inference leakage and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are different issues." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Gemma4 FSDP2 attention state rebuilding." + "reason": "Meta-device loading failures and Strix Halo mmap OOM do not share the same root cause." } ] }, @@ -2806,18 +2812,20 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 9, "review_unit_count": 65, "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-10000-529", "nodes": [ + "issue:36010", "issue:39404", "issue:42796", + "issue:43335", "issue:43381", "issue:43425", "issue:43611", @@ -2837,7 +2845,6 @@ "issue:44589", "issue:44683", "issue:44756", - "issue:44805", "issue:44863", "issue:44877", "issue:44928", @@ -2865,6 +2872,8 @@ "issue:47332" ], "soft_pairs": [ + "issue:43335|issue:45663", + "issue:36010|issue:39404", "issue:44863|issue:46468", "issue:44387|issue:44756", "issue:44479|issue:44877", @@ -2875,241 +2884,239 @@ "issue:42796|issue:46326", "issue:45588|issue:45663", "issue:43854|issue:45216", - "issue:45684|issue:45698", "issue:43645|issue:44164", - "issue:45292|issue:45335", + "issue:45684|issue:45698", "issue:43425|issue:47228", - "issue:43646|issue:43708", - "issue:44402|issue:44451", + "issue:45292|issue:45335", "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", "issue:43425|issue:43828", "issue:46894|issue:46901", "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:43425|issue:46869", "issue:44530|issue:45084", + "issue:39404|issue:45701", "issue:44683|issue:45823", "issue:43611|issue:43645", - "issue:39404|issue:45701", "issue:43425|issue:43716", - "issue:39404|issue:46665", - "issue:44479|issue:44805", - "issue:44589|issue:45084" + "issue:39404|issue:46665" ], - "prepared_review_unit_hash": "b0e5def965e77e5a4c79f08198dfba5e1e3d3956b36d1b363adcee15c1ea12de", + "prepared_review_unit_hash": "5e91b1c36615a02ad6b805d9dc840dafafe33e0311e2675fc6e627a13c9468da", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36047, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: most items are unrelated regressions across different models and subsystems. The only clear duplicate subcluster is `resize_token_embeddings` not propagating to model-specific output embeddings, plus one likely shared training-loss double-shift pair.", - "confidence": 0.71, - "canonical_issue_reason": "`issue:45292` is the broadest and most central report in the only clear duplicate subcluster: it names the generic `resize_token_embeddings` propagation bug, which the Gemma4 (`45276`) and T5Gemma (`45335`) issues appear to be model-specific manifestations of.", + "summary": "Most pairs are broad-theme overlaps rather than true duplicates. The only clear same-bug clusters are the resize_token_embeddings regression reports and the training-loss double-shift reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the core resize_token_embeddings failure in the most general form, and the related Gemma4/t5gemma reports look like model-specific variants of the same embedding-update bug.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best global issue to anchor this cluster because it captures the shared underlying embedding-resize bug at the right level of abstraction, while the rest of the items are too disparate to serve as a single canonical duplicate target.", + "best_issue_reason": "issue:45292 is the strongest representative issue overall: it is general, concrete, and matches the accepted resize_token_embeddings duplicates most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: one is a sparse-layer config construction issue, the other is a Gemma4 FSDP2 attention-state KeyError." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated symptoms: a GenerationMixin import error versus a Whisper pipeline return_language regression." + }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but different problems: one is checkpoint loading, the other is a broken official example." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not enough evidence they are the same concrete bug." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs mmap behavior on Strix Halo." + "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth versus mmap behavior on Strix Halo." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different subsystems and failures: video-input regression vs strict config loading for `granite_speech`." + "reason": "Different areas: video-input regression for Qwen VL models versus strict config loading for granite_speech." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` is not propagating updated embeddings/output heads, with `45276` being a Gemma4-specific manifestation of the generic `45292` report." + "reason": "Same underlying bug class: resize_token_embeddings is not propagating updates to output embeddings; 45276 is a model-specific variant." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both are training/runtime issues, but one is gradient checkpointing in eval mode and the other is an RLHF NaN/SDPA fallback problem." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the RLHF gradient-explosion report." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "One is a loading bug with `torch.device(\"meta\")`; the other is a save/offloading bug. Different code paths." + "reason": "Both involve loading/offloading machinery, but one is meta-device loading and the other is saving a disk-offloaded model." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` serialization and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message behavior are different bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different failures in different areas: flash-attention `s_aux=None` crash vs Gemma4 FSDP2 `shared_kv_states` KeyError." + "reason": "Different code paths: flash_attention sinkless-model crash versus Gemma4 shared_kv_states rebuilding under FSDP2." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-specific regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 checkpoint saving." + "reason": "Unrelated model-loading/regression reports affecting different models and APIs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both touch custom-model workflows, but one is Jupyter initialization and the other is extra_state save/load handling." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load of custom models, but one is read-only file permission propagation and the other is wrong custom-module resolution." + "reason": "Related save/load area, but file-permission propagation and wrong-module loading are distinct failures." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "Jupyter/custom-model initialization breakage is different from `extra_state` save/load handling." + "reason": "General torch incompatibility is too broad and does not match the specific Sam3 bf16 compilation regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same concrete bug class: `resize_token_embeddings` fails to update model-specific output embeddings/decoder embeddings; `45335` looks like another manifestation of `45292`." - }, - { - "left": "issue:43425", - "right": "issue:47228", - "accept": false, - "reason": "Both involve Torch compatibility, but they are different regressions with different versions and failure modes." + "reason": "Same concrete failure mode: resize_token_embeddings does not update the model's output embedding path; 45335 is a t5gemma-specific instance." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Custom-model initialization breakage and Trainer checkpoint-resume `max_steps` miscalculation are unrelated." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM report." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/model-loading issues for different models; no shared failure mode is evident." + "reason": "Different model-specific tokenizer/load problems; no clear shared underlying bug." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + "reason": "Custom-model initialization breakage is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Both mention Torch/dtype compatibility, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model." + "reason": "Torch version incompatibility is too broad to merge with a Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:46894", "right": "issue:46901", "accept": true, - "reason": "These describe the same training-loss double-shift bug pattern: both models are training against labels shifted one step too far, so one fix could plausibly address both." + "reason": "These are the same training-loss double-shift bug pattern: both train against labels[...,1:] instead of the intended labels." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a slow `convert_tokens_to_ids` regression; the other is a CodeLlama encode/decode whitespace bug." + "reason": "Tokenizer performance regression and CodeLlama round-trip spacing regression are different issues." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + "reason": "Wrong token IDs for Granite models is a correctness bug, while convert_tokens_to_ids slowdown is a performance regression." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "A broad torch compatibility complaint is not the same bug as a YOLO multi-GPU device_map failure." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Both mention compilation/runtime errors, but the concrete problems are different: invalid attention group type vs non-template nodes." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different concrete failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language regression is unrelated to a general tokenization version-change report." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code-path failures." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook-based initialization; not the same concrete bug." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper `return_language` pipeline breakage and tokenizer version-dependent tokenization changes are unrelated." + "reason": "Both are Transformers 5.0 custom-model related, but one is base_model_prefix loading and the other is Jupyter model initialization." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility and Mistral-3 image preprocessor/model dtype mismatch are different regressions." + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are unrelated behaviors." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression and mask-shape `IndexError` are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." + "reason": "Whisper pipeline behavior and from_pretrained-inside-class inconsistency do not describe the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted duplicate pairs are supported by the issue titles, especially the `resize_token_embeddings` trio and the training-loss double-shift pair." + "feedback": "The clustering is grounded in the packet and the conservative negative verdicts are generally well supported by the titles. The resize_token_embeddings cluster is the clearest duplicate set, and selecting issue:45292 as the canonical/general representative is reasonable. The accepted positive pairings also look sufficiently similar to be mergeable into one fix, and I did not see an obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -3120,7 +3127,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 10, "review_unit_count": 65, "status": "reviewed", @@ -3151,26 +3158,26 @@ "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:46285", "issue:46326", - "issue:46402", - "issue:46489", "issue:46821", "issue:46894", "issue:46897", @@ -3180,6 +3187,8 @@ "issue:47333" ], "soft_pairs": [ + "issue:44479|issue:44805", + "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:40990|issue:47331", "issue:43994|issue:44079", @@ -3187,231 +3196,187 @@ "issue:44164|issue:45759", "issue:44265|issue:44898", "issue:46050|issue:46326", - "issue:43906|issue:44530", - "issue:43906|issue:46326", "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:43906|issue:44530", "issue:44671|issue:44991", "issue:39404|issue:44912", "issue:45823|issue:46899", - "issue:44164|issue:46821", "issue:44756|issue:47333", - "issue:45479|issue:46894", + "issue:44164|issue:46821", "issue:43596|issue:44683", "issue:43856|issue:44756", "issue:44488|issue:44987", + "issue:45479|issue:46894", "issue:44488|issue:45081", "issue:43632|issue:47050", - "issue:45479|issue:46897", "issue:36032|issue:42915", "issue:43299|issue:43931", "issue:43746|issue:47331", + "issue:45479|issue:46897", "issue:43611|issue:43644", - "issue:42796|issue:43404", - "issue:44462|issue:46489", - "issue:46285|issue:46402" + "issue:42796|issue:43404" ], - "prepared_review_unit_hash": "bf624d18f0055eda4c80bb3fd79446ed790de21dd14cf160e1c4f96f4d7248c8", + "prepared_review_unit_hash": "dbc853e6190100e9975155981f1e9cdb4d883423fd773b45667848d6ac8ea41e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36748, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers regressions with a broad theme of v5 loading/tokenizer/model-compatibility breakages. None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43611 is the broadest and most representative cluster item: a clear Transformers v5 model-loading regression with wide downstream impact, and it aligns with many of the other v5 compatibility reports in the set.", + "summary": "This cluster is mostly heterogeneous: several Transformers v5 loading/regression reports, plus unrelated model-, tokenizer-, quantization-, and docs-specific bugs. The soft links are largely superficial and should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the most broadly phrased and representative of the cluster\u2019s recurring Transformers v5 model-loading regressions, making it the best single issue anchor among otherwise diverse reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative issue because it describes a concrete, broadly impactful loading regression rather than a niche model-specific symptom.", + "best_issue_reason": "issue:43611 is the strongest representative issue: it describes a general v5 loading regression with broad applicability, while most other items are narrower, model-specific variants or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "One is a pipeline docs mismatch; the other is a separate docs issue about removed v5 tasks. Same documentation area, different problem." + "reason": "Different failure modes and code paths: Qwen VL/video input regression vs a generic mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: missing Float8 storage lookup vs a template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different API/task deprecations and do not describe the same change." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Different model families and failure modes: perplexity regression vs Metal quantization batched generation corruption." + "reason": "A perplexity-quality report is not the same bug as a Metal quantization batched-generation correctness issue." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Different bugs: SigLIP2 inference quality issue vs ModelOutput key assignment logic." + "reason": "Different problems: SigLIP2 inference/pipeline behavior vs ModelOutput key assignment semantics." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer attribute conflict on T5 vs gguf_file handling in from_pretrained; not the same code path." + "reason": "Both involve loading, but one is a T5 special-token conflict and the other is gguf_file handling for AutoTokenizer/AutoModel; not the same bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Both are loading/saving related, but one is extra_state serialization and the other is composite Qwen config unwrapping; distinct bugs." + "reason": "Serialization extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Export failure in torch.export versus a Perceiver interpolation/load bug; unrelated symptoms and fixes." + "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs Perceiver resolution/interpolation behavior." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption is different from mistral_common continue_final_message behavior." + "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "An isolated repro of an older issue vs a cache crash on Qwen3.5; not the same underlying defect." + "reason": "Both are tokenizer regressions, but they target different models and different root causes; not the same concrete bug." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These concern different tokenizer/runtime behaviors and do not share a concrete failing code path." + "reason": "An isolated reproduction of an older issue is not evidence of the same underlying mistral_common tokenizer bug." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Both are tokenizer-loading failures, but one is EMBEDDIA/est-roberta and the other is Mistral regex patching with a backend_tokenizer attribute error." + "reason": "No shared concrete code-path problem: reproduction of a prior issue vs a PagedAttentionCache crash." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked LM predictions vs tokenizer load failure; different subsystems and symptoms." + "reason": "Different model behaviors: CamemBERT masked-LM outputs vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Whisper pipeline return_language regression is unrelated to git-oss MXFP4 quantization fallback behavior." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both mention multimodal models, but one is a device-map forward mismatch and the other is unsafe dtype casting in 4-bit embedders." - }, - { - "left": "issue:44164", - "right": "issue:46821", - "accept": false, - "reason": "Extra_state serialization and TimesFM window_size AttributeError are separate loading/runtime issues." + "reason": "Same family (Gemma4) but different bugs: device placement mismatch vs unsafe dtype casting in multimodal embedders." }, { "left": "issue:44756", "right": "issue:47333", "accept": false, - "reason": "OOM mitigation for mmap on Strix Halo is unrelated to disk-offloaded model save failure." + "reason": "Strix Halo mmap OOM and disk-offloaded Qwen3 save failure are different issues with no shared code-path evidence." }, { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Same loss-shift pattern category, but these are different model implementations and likely need separate fixes." + "reason": "extra_state save/load handling is unrelated to a TimesFM window_size attribute error." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel indexing failure is unrelated to compiled flex_attention breaking on newer torch." + "reason": "Different failures in different paths: deepspeed zero3/BertModel init vs compiled flex_attention on newer torch." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE is not the same as Strix Halo mmap OOM avoidance." + "reason": "Training memory inefficiency is not the same as an mmap-related OOM workaround." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Tokenizer load failure for a specific model vs a separate transformers>=5.1.0 load failure on another repository." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Different tokenizer bugs: missing model load for cjvt/sleng-bert versus Mistral regex patch backend attribute error." - }, - { - "left": "issue:43632", - "right": "issue:47050", - "accept": false, - "reason": "_is_hf_initialized regression is a Transformers v5 internal flag issue; Canine ONNX export dtype mismatch is unrelated." - }, - { - "left": "issue:45479", - "right": "issue:46897", - "accept": false, - "reason": "Same general double-shift pattern, but this is Florence2 rather than the other model-specific issue and is not clearly one bug." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated loader issues." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3-VL-30B-A3B weight-shape mismatch are related to the same model family but are different concrete failures." - }, - { - "left": "issue:43746", - "right": "issue:47331", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is not the same as Metal quantization batched generation corruption." + "reason": "Both are loading failures, but for different models and likely different root causes; too broad to treat as duplicates." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; different fixes." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct bugs." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling is a tokenizer issue; lm_head weight tying in Mistral3 is a model-head loading bug." - }, - { - "left": "issue:44462", - "right": "issue:46489", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and DeepSeek-Coder tokenizer output corruption are distinct tokenizer paths and fixes." - }, - { - "left": "issue:46285", - "right": "issue:46402", - "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loaded are separate model-architecture regressions." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated model-specific bugs." } ] }, @@ -3425,13 +3390,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 11, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -3445,7 +3410,6 @@ "issue:43208", "issue:43262", "issue:43317", - "issue:43377", "issue:43421", "issue:43452", "issue:43482", @@ -3461,10 +3425,9 @@ "issue:43873", "issue:44206", "issue:44220", - "issue:44403", "issue:44451", + "issue:44462", "issue:44530", - "issue:44534", "issue:44661", "issue:44671", "issue:44683", @@ -3472,259 +3435,252 @@ "issue:44811", "issue:44987", "issue:44991", - "issue:45081", "issue:45084", "issue:45507", "issue:45584", "issue:45859", "issue:46178", + "issue:46285", "issue:46326", - "issue:46661", + "issue:46402", + "issue:46489", "issue:47013", "issue:47312", "issue:47331" ], "soft_pairs": [ + "issue:44462|issue:46489", "issue:43716|issue:45084", + "issue:46285|issue:46402", "issue:44661|issue:44683", "issue:44451|issue:44987", - "issue:43873|issue:47331", "issue:43541|issue:45084", - "issue:39404|issue:44671", + "issue:43873|issue:47331", "issue:42915|issue:44530", "issue:43643|issue:44530", "issue:40990|issue:43421", + "issue:39404|issue:44671", "issue:40444|issue:46326", - "issue:34567|issue:40444", "issue:36032|issue:43645", + "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:44737|issue:45859", "issue:42175|issue:46178", "issue:44206|issue:44220", - "issue:43582|issue:43632", "issue:44987|issue:44991", - "issue:43452|issue:43482", + "issue:43582|issue:43632", "issue:45084|issue:45507", + "issue:43452|issue:43482", "issue:43482|issue:47312", "issue:43582|issue:47331", "issue:44811|issue:45584", "issue:43746|issue:46326", "issue:43262|issue:47331", "issue:43208|issue:47013", - "issue:43317|issue:43482", - "issue:43645|issue:46661", - "issue:43262|issue:43377", - "issue:44403|issue:45081", - "issue:43646|issue:44534" + "issue:43317|issue:43482" ], - "prepared_review_unit_hash": "e885e3f93172b1c473a6cdb703ebaff62e9515b07b3897bde980b3ce8150a3ae", + "prepared_review_unit_hash": "eb0ec268e04eaa9a8800d103b026a1b9775fcf62c04fc80c13168bd1d52fd98b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35806, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct Transformers regressions across different models and subsystems. No soft pair looks like a confident same-bug duplicate, so I reject all of them and keep the broad offloading/quantization report as the best anchor among the set.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it is open, heavily discussed, and has the most inbound references, so it is the best anchor for any offloading/quantization duplicates in this set.", + "summary": "Mostly a loose cluster of unrelated Transformers regressions; none of the soft pairs are strong enough to merge as duplicates, so the best representative issue is a broad v5 initialization regression rather than a true canonical duplicate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s repeated Transformers v5 breakage theme, especially around model initialization and runtime behavior, even though the cluster is not a single duplicate chain.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest apparent impact/signals and covers a recurring subsystem theme more broadly than the more isolated model-specific regressions.", + "best_issue_reason": "issue:43646 best fits as a cluster representative because it is general and central to the recurring v5 regression pattern, but it should not be treated as a duplicate umbrella for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json from a repo and the other is a DeepSeek-Coder v1 output bug; different concrete failures." + }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different bugs: image preprocessor/model dtype mismatch vs a compile-time non-template-node error." + "reason": "Unrelated problems: image preprocessor dtype mismatch vs template compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different code paths and symptoms: CLIP class structure inconsistency vs Sam3 text encoder weights not loading." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping/name handling vs compiled flex_attention failing on newer torch; separate code paths." + "reason": "Tokenizer-mapping extension failure and torch>=2.9 flex_attention compile failure are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but on different models and likely different loader/tokenizer paths." - }, - { - "left": "issue:43873", - "right": "issue:47331", - "accept": false, - "reason": "Both involve quantization/offload, but one is a broad offloading problem and the other is a Metal batched-generate corruption bug in affine_qmm_t." + "reason": "Both are model-loading failures, but they affect different models and appear to have different root causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is not the same as the non-template-node compilation error." + "reason": "Mixtral torch-dynamo tracing failure is unrelated to the non-template-node compilation error." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "Whisper pipeline language-return behavior and CamemBERT masked-LM prediction regression are unrelated." + "reason": "Both mention quantization/offload, but one is a general offloading issue and the other is a Metal batched-generate corruption bug in a specific qmm path." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen-family failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention group-type crash." + "reason": "Same model family theme, but FineGrainedFP8Config load failure and PagedAttentionCache linear_attention crash are distinct bugs." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Remote-code config field loss is a different bug from the Qwen3.5 cache/group-type crash." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to a Qwen3.5 cache/group-type crash." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and tokenizer post-processor update behavior are separate issues." + "reason": "Perplexity-on-dataset evaluation issue and tokenizer post-processor update bug are not the same failure." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Multimodal fine-tuning with multiple images and mistral_common continue_final_message are different code paths." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Trainer token accounting bug is unrelated to the iterable-dataset multi-image failure." + "reason": "Qwen2.5-VL multi-image iterable-dataset training failure is unrelated to mistral_common continue_final_message behavior." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + "reason": "T5 tokenizer method-name conflict and custom-model initialization in notebooks are different regressions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting is unrelated to Qwen2.5-VL multi-image finetuning failure." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but non-persistent buffer junk and custom model initialization are different symptoms and likely different fixes." + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom model initialization failures are different concrete bugs." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different model-specific device bugs." + "reason": "Both involve device/offload behavior, but XLNet CPU allocation and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend inclusion and invalid backend mapping are distinct backend-related failures." + "reason": "Both are backend/package mapping issues, but tensorflow missing from extras and tensorflow_text not being in BACKENDS_MAPPING are distinct packaging bugs." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "The titles suggest related audio code, but not the same concrete bug or identical failing code path." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + "reason": "Both are audio feature-extraction related, but the titles do not show the same concrete bug; one is a LasrFeatureExtractor center-arg regression, the other is a generic fbank helper issue." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading regressions, but for different models and likely different loader failures." + "reason": "Both are tokenizer/model loading regressions, but they concern different repositories and likely different breakpoints." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "GGUF loading issues, but one is a general AutoTokenizer/AutoModel breakage and the other is a model-specific v5 failure." + "reason": "AppleSilicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method-call are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF-file handling for AutoTokenizer/AutoModel and Qwen2.5-GGUF loading in v5 are related only at a broad loading level, not the same bug." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and kernels 0.16 incompatibility are different issues." + "reason": "GGUF loading regression and kernel-compatibility issue with kernels 0.16 are unrelated." }, { "left": "issue:43582", "right": "issue:47331", "accept": false, - "reason": "AppleSilicon caching allocator warmup and Metal batched-generate corruption are different subsystems." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the Metal batched-generate quantization corruption bug." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one ignores skip_special_tokens in batch_decode while the other fails on empty transcription after align_special_tokens." + "reason": "Both involve Whisper generation/decoding, but one ignores skip_special_tokens in batch_decode and the other fails on empty transcription after align_special_tokens." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Local-checkpoint PEFT loading for GraniteSpeech and mistral_common continue_final_message are unrelated." + "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are different loading vs generation issues." }, { "left": "issue:43262", "right": "issue:47331", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Metal quantized batched generation corruption are unrelated." + "reason": "Audio processor sampling-rate defaulting and Metal quantization batched-generate corruption are unrelated." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both are xLSTM, but they describe different training/runtime bugs and not one shared concrete defect." + "reason": "Same xLSTM family, but the training blockers for small models and the return_last_states unpacking crash are different concrete bugs." }, { "left": "issue:43317", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized model offload loading and gguf_file loading failure are different failure modes." - }, - { - "left": "issue:43645", - "right": "issue:46661", - "accept": false, - "reason": "Custom model initialization in notebooks and remote-code model_class/config_class errors are different bugs." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "Unnecessary loading noise and the Mistral regex patch AttributeError are not the same issue." - }, - { - "left": "issue:43646", - "right": "issue:44534", + "right": "issue:43482", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are both v5 regressions but not the same underlying bug." + "reason": "device_map=auto dequantized-model offload failure and GGUF loading failure are different model-loading problems." } ] }, @@ -3738,7 +3694,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 12, "review_unit_count": 65, "status": "reviewed", @@ -3751,10 +3707,10 @@ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", "issue:41720", "issue:42915", "issue:43089", + "issue:43262", "issue:43296", "issue:43322", "issue:43377", @@ -3763,6 +3719,8 @@ "issue:43531", "issue:43540", "issue:43632", + "issue:43645", + "issue:43646", "issue:43742", "issue:43792", "issue:43819", @@ -3770,7 +3728,6 @@ "issue:43994", "issue:44008", "issue:44062", - "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -3779,274 +3736,277 @@ "issue:44466", "issue:44479", "issue:44488", + "issue:44534", "issue:44589", "issue:44610", - "issue:44683", "issue:44849", "issue:44877", "issue:44987", "issue:45081", "issue:45084", - "issue:45216", "issue:45325", - "issue:45357", "issue:45923", "issue:45987", + "issue:46661", "issue:46821", "issue:46869", "issue:46899", "issue:47254" ], "soft_pairs": [ + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:43262|issue:43377", "issue:43792|issue:46869", "issue:42915|issue:45084", - "issue:43377|issue:43819", + "issue:43646|issue:44534", "issue:44987|issue:45081", + "issue:43377|issue:43819", "issue:28530|issue:34567", - "issue:44849|issue:45325", - "issue:43404|issue:44466", "issue:42915|issue:44291", "issue:36032|issue:43742", - "issue:43994|issue:44610", + "issue:43404|issue:44466", + "issue:44849|issue:45325", "issue:44062|issue:44987", + "issue:43994|issue:44610", "issue:44451|issue:45081", + "issue:36032|issue:41720", + "issue:44265|issue:44610", "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:43531|issue:44877", "issue:45923|issue:47254", - "issue:44265|issue:44610", "issue:44464|issue:45987", - "issue:36032|issue:41720", "issue:43322|issue:43540", - "issue:42915|issue:44589", "issue:44479|issue:45325", - "issue:43531|issue:44877", - "issue:43089|issue:45987", "issue:43632|issue:46821", + "issue:43089|issue:45987", "issue:43425|issue:44403", "issue:43883|issue:44488", - "issue:40444|issue:45325", - "issue:43296|issue:43531", - "issue:45216|issue:45357", - "issue:44220|issue:44683" + "issue:43296|issue:43531" ], - "prepared_review_unit_hash": "eb4fefbaa6bc31c5f67a70b654e39c4f187d83a61ef4012c04573216379983a6", + "prepared_review_unit_hash": "e2f18f692fdac89ba254f55527848b3c157dc16ab217e6b6dd030c3ec284f0cd", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36452, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 30, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous grab-bag of unrelated closed issues across training, tokenizers, multimodal loading, generation, serialization, and runtime compatibility. The only clear duplicate-looking pair is the Qwen3.5 `save_pretrained` regression reports; the rest are different bugs and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45216 is the best canonical issue because it is the earlier, broader report of the Qwen3.5 `save_pretrained` checkpoint corruption; issue:45357 reads like a later, narrower follow-up on the same serialization bug.", + "summary": "The cluster is mostly a loose collection of Transformer-v5 and multimodal-loading regressions that are textually similar but not the same underlying bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the best representative anchor for the cluster because it captures the broad Transformer 5.0 custom-model initialization regression theme that appears repeatedly nearby, even though the individual reports remain distinct.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest representative of the only true duplicate pair and has the clearest, broadest bug description.", + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster\u2019s reference point: broad, central, and semantically closest to several other v5 init/load regressions, while still not identical to them.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: generic loading noise vs a specific Mistral regex patch crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code model initialization, but the concrete failures differ (`_is_hf_initialized`/notebooks vs missing `config_class`)." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio preprocessing default sample rate vs MIMI batched-vs-single padding mask mismatch are unrelated." + }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map failure." + "reason": "Whisper model runtime failure and YOLO multi-GPU device-map failure are unrelated subsystems." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: FineGrainedFP8Config on Qwen3Moe vs a template-node compilation error." + "reason": "FP8 config loading failure and template-node compilation error are different code paths." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Both are multimodal/model bugs, but the concrete code paths differ: padding-mask batching vs DAC latent conversion/STE." + "reason": "Custom model initialization regression vs non-persistent buffer serialization bug; not the same issue." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading failures in different subsystems: a model load regression vs Mistral regex patching/backend tokenizer access." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Training early-stopping metric lookup and TrainerState token counting are unrelated." + "reason": "Loading a specific model on transformers>=5.1.0 vs Mistral tokenizer regex patch crash are different bugs." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different Qwen3.5 bugs: hidden-state output regression vs Qwen2.5-VL rope-position scaling." + "reason": "MIMI padding-mask batching bug and DAC latent decoding mismatch are separate audio-model defects." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in a specific model class while the other is device-dependent serialization behavior." + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Separate initialization/compatibility problems: FP8 config failure vs `_is_hf_initialized` argument handling." + "reason": "Both mention v5-era initialization problems, but one is Qwen3MoE/FP8-specific while the other is `init_empty_weights` argument handling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict and a MobileLLM key error are different load-time bugs." + "reason": "Tokenizer method-name conflict and MobileLLM loading key error do not share the same underlying failure." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing tied weights in a model class vs device-dependent serialization inconsistency are related to weights, but not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Different model-specific issues: SigLIP2 bad outputs vs OmDet-Turbo processor image-size mismatch." + "reason": "Different Qwen multimodal regressions: hidden-states output bug vs rope-index temporal scaling bug." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision is unrelated to loading `physical-intelligence/fast`." + "reason": "`AddedToken(..., special=...)` argument conflict is unrelated to loading `physical-intelligence/fast`." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Different models and failures: ScandiBERT loading vs Mistral regex patch crash." + "reason": "SigLIP2 nonsense outputs and OmDet-Turbo processor size mismatch are distinct model/processor issues." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Different Gemma family bugs: variable-name collision in forward vs unsafe dtype casting in quantized multimodal embedders." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." }, { - "left": "issue:45923", - "right": "issue:47254", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "A missing model capability flag is not the same bug as PEFT + DeepSpeed ZeRO-3 checkpointing failures." + "reason": "Tokenizer load conflict vs Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Torch export failure on `torch_compilable_check` is unrelated to processor/model input-size mismatch." + "reason": "`torch.export`/`torch_compilable_check` failure is separate from an image processor resolution mismatch." }, { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is a different path from `StaticCache.get_seq_length()` returning the wrong type." + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a name collision in forward and the other is an unsafe dtype cast under 4-bit quantization." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer-loading conflict and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "FP8 config failure and missing Float8 storage type are both FP8-adjacent but not the same concrete bug." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Both are Qwen/LLaVA multimodal issues, but one is a segmentation fault on model load and the other is a video-input processing ValueError." + "reason": "Qwen3-MoE sliding-window behavior and Granite speech config strictness are unrelated." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "FP8 config failure and missing Float8 storage support are different compatibility problems." + "reason": "Missing gradient-checkpointing support flag and a PEFT/DeepSpeed checkpoint error are different problems." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both are Qwen vision/video regressions, but one is a broader video-input regression and the other is a specific still-image temporal position bug." + "reason": "Compiled-forward chunked generation inconsistency and `StaticCache.get_seq_length()` return-type mismatch are separate generation bugs." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Granite speech config loading are unrelated." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input `ValueError` are different multimodal failures." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Generation performance overhead is not the same as an incorrect cache-length return type." + "reason": "Related Qwen video/vision area, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Transformers v5 `_is_hf_initialized` breakage and TimesFM `window_size` attribute errors are different issues." + "reason": "`_is_hf_initialized` flag breakage and `window_size` attribute error are not the same failure mode." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/perf issue vs cache seq-length contract bug; different scope and symptom." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch-version incompatibility is unrelated to noisy transformer loading output." + "reason": "Torch 2.10 compatibility and noisy loading logs are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` on Molmo and loading failure for `cjvt/sleng-bert` are different bugs." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Missing `all_tied_weights_keys` on Molmo and inability to load a specific BERT model are separate load-time failures." }, { "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are not the same code-path problem." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a later report of incorrect visual-encoder keys in the same bug." - }, - { - "left": "issue:44220", - "right": "issue:44683", + "right": "issue:43540", "accept": false, - "reason": "Audio feature extraction issue and compiled `flex_attention` failure on newer Torch versions are unrelated." + "reason": "PaddleOCR-VL/vLLM loading failure and Qwen3OmniMoe video processing error are different model stacks." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45216 vs issue:45357, is well supported by their shared Qwen3.5 save_pretrained serialization theme and the later/narrower wording of 45357. The remaining verdicts are framed as different bugs or code paths without overstating evidence from the titles alone." - }, - "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": 27, + "component_count": 28, "review_unit_index": 13, "review_unit_count": 65, "status": "reviewed", @@ -4064,8 +4024,6 @@ "issue:42175", "issue:42796", "issue:43296", - "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43482", @@ -4073,14 +4031,13 @@ "issue:43531", "issue:43611", "issue:43632", - "issue:43646", "issue:43716", "issue:43746", "issue:43792", - "issue:43856", "issue:43872", "issue:43883", "issue:44079", + "issue:44220", "issue:44291", "issue:44403", "issue:44462", @@ -4088,12 +4045,14 @@ "issue:44534", "issue:44568", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", "issue:44991", "issue:45081", - "issue:45491", - "issue:45538", + "issue:45216", + "issue:45325", + "issue:45357", "issue:45542", "issue:45663", "issue:45812", @@ -4106,258 +4065,244 @@ "issue:46909" ], "soft_pairs": [ + "issue:40444|issue:45325", + "issue:44220|issue:44683", "issue:43872|issue:44291", + "issue:45216|issue:45357", "issue:43611|issue:44534", "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:44403|issue:44991", - "issue:45812|issue:46491", "issue:42796|issue:43746", + "issue:45812|issue:46491", "issue:43381|issue:45923", - "issue:33666|issue:40444", "issue:44291|issue:44589", + "issue:33666|issue:40444", "issue:40990|issue:44811", - "issue:43632|issue:44756", "issue:43792|issue:44589", - "issue:43883|issue:44991", + "issue:43632|issue:44756", "issue:42796|issue:46710", + "issue:43883|issue:44991", "issue:35707|issue:40444", - "issue:44079|issue:45663", "issue:43531|issue:44291", + "issue:44079|issue:45663", "issue:43482|issue:43525", - "issue:43421|issue:44568", "issue:41720|issue:45081", + "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:44462|issue:45812", - "issue:44509|issue:46909", "issue:43296|issue:46821", "issue:42175|issue:43296", - "issue:44079|issue:44534", - "issue:43317|issue:43856", - "issue:43482|issue:45538", - "issue:43611|issue:43646", - "issue:43377|issue:45491" + "issue:44509|issue:46909" ], - "prepared_review_unit_hash": "5eb7d9a4d852acb99478326b0f7133da557c6490e9689cd3d503b6413b23efb8", + "prepared_review_unit_hash": "b658749589ff7fb6bfeb09b88e26a0cfca90c24ca0f73048f17574c1ec7229e8", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37125, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are broad thematically similar regressions but not the same concrete bug. The only clear duplicate is the `_is_hf_initialized` loading regression reported in the bitsandbytes/init-empty-weights issues.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44291 is the clearest, most specific report of the shared `_is_hf_initialized` regression, with an explicit failure mode and version range; issue:43872 is a broader manifestation of the same problem.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a few small duplicate-like subclusters around v5 regressions. The strongest duplicate candidates are the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` regression.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:43872` is the clearest high-signal regression in the set: it is concrete, widely referenced, and sits at the center of the `_is_hf_initialized` compatibility break that also appears in a closely related report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest representative issue because it pinpoints the exact loading-path TypeError and is easiest to act on.", + "best_issue_reason": "`issue:43872` is the best single issue to anchor the cluster because it is specific, impactful, and representative of one of the few true duplicate subthreads in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a finetuning/data-loading failure and the other is a rope/position-id regression; different code paths and fixes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled `flex_attention` on torch 2.9 are unrelated failures." + }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` loading incompatibility; one is a broader bitsandbytes report, the other the concrete TypeError reproduction." + "reason": "Both describe the same `_is_hf_initialized` incompatibility in model loading / `init_empty_weights` flows." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` regression; the second is a more specific manifestation around visual encoder keys." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both involve Transformers v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer contents; different bugs." + "reason": "One is a `base_model_prefix` loading break; the other is non-persistent buffers being serialized incorrectly. Different bugs." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer regressions, but one is tokenizer loading failure and the other is convert_tokens_to_ids performance; not the same code-path bug." + "reason": "Tokenizer loading failure for a specific model and slow `convert_tokens_to_ids` performance are different problems." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but they affect different models/components and different failure modes." + "reason": "Both involve multimodal dtype handling, but one is image preprocessor/model mismatch and the other is unsafe 4-bit cast in Gemma4 embedders." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise vs tokenizer loading failure; unrelated symptoms and fixes." - }, - { - "left": "issue:45812", - "right": "issue:46491", - "accept": false, - "reason": "Different tokenizer regressions for different models: Granite wrong IDs vs CodeLlama space round-trip loss." + "reason": "Generic loading noise vs a concrete tokenizer loading regression for a specific repo." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling vs PEFT adapter checkpoint loading; unrelated bugs." + "reason": "Tokenizer BPE marker handling and PEFT adapter loading are unrelated." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Eval-mode gradient checkpointing issue vs missing supports_gradient_checkpointing flag; distinct problems." + "reason": "Both are tokenizer regressions, but they affect different models and different observable failures." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Both Qwen2-VL training issues, but one is multi-GPU training and the other is iterable dataset/multiple-image failure; not the same concrete bug." + "reason": "Eval-mode gradient checkpointing restriction and a missing `supports_gradient_checkpointing` flag are not the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both mention Transformers v5 loading breakage, but one is `_is_hf_initialized` while the other is Float8 storage resolution; different failures." + "reason": "The `_is_hf_initialized` kwarg issue and the missing Float8 storage type error are distinct incompatibilities." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Perplexity regression on GPT-OSS vs Whisper batch_decode skip_special_tokens; unrelated." + "reason": "Multi-GPU training for Qwen2-VL and iterable-dataset multi-image finetuning for Qwen2.5-VL are different training issues." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "_is_hf_initialized compatibility vs mmap/OOM on Strix Halo; not the same bug." + "reason": "High perplexity on a model and Whisper `batch_decode` ignoring `skip_special_tokens` are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage lookup error; different underlying issues." + "reason": "Whisper runtime failure and missing Float8 storage support are different errors." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Missing all_tied_weights_keys attribute vs tokenizer loading regression; unrelated." + "reason": "A v5 `_is_hf_initialized` flag break and Strix Halo mmap/OOM behavior are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker issue vs model accuracy regression after upgrade; too different." + "reason": "Tokenizer BPE marker handling and accuracy regression after a version upgrade are too far apart to be duplicates." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL iterable dataset/multi-image finetuning; different code paths." + "reason": "Missing `all_tied_weights_keys` on a model class and tokenizer loading failure are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same as multi-image iterable-dataset finetuning." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs `_is_hf_initialized` loading incompatibility; distinct bugs." + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading errors are different code paths." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; different model/config regressions." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Runtime post-processor update behavior vs add_special_tokens BOS/EOS handling; similar area but not the same concrete defect." + "reason": "Qwen2.5-GGUF loading with v5 and `Llama4Config.pad_token_id` missing are different model-specific breakages." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-map cuda assert vs Mistral regex patch crash; unrelated." + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and `add_special_tokens=True` not adding BOS/EOS are separate tokenizer issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Packaging/backend dependency issue vs tensorboard-without-TF backend error; both backend-related but not the same bug." + "reason": "Both involve TensorFlow packaging/backend detection, but one is missing TF in the install extra and the other is a runtime undefined-backend error; not the same concrete bug." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer/tokenizer resolution, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough to treat as the same bug." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Docs about removed pipeline tasks vs a broken DIA example; both documentation issues, but different content." + "reason": "Ignoring `tokenizer.json` and producing wrong token IDs for Granite are distinct tokenizer regressions." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading failure vs TimesFM window_size AttributeError; different models and failures." + "reason": "PaddleOCR-VL loading failure in transformers/vLLM and TimesFM `window_size` attribute errors are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging vs model loading in vLLM; unrelated." + "reason": "Optional TensorFlow packaging and PaddleOCR-VL model loading are different issues." }, { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key handling vs non-persistent buffer junk; different internals." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Device_map auto/offload loading failure vs Qwen3 MoE training memory inefficiency; not the same issue." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF/v5 loading regression vs CLIPTokenizer model_max_length bug; unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." - }, - { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Batch-vs-single MIMI encoder mismatch due to padding masks vs Gemma3 NaN embeddings from sliding-window all-padding windows; different models and fixes." + "reason": "Both are documentation problems, but they concern different docs and different examples." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted 43872/44291 pair is well supported by the shared `_is_hf_initialized` unexpected-argument failure mode, and the remaining pairs are reasonably left unmerged because the titles point to different bugs or code paths rather than the same concrete defect." + "feedback": "Grounded overall. The summary is conservative and matches the packet: most pairs are clearly different bugs, while the accepted edges 43872\u219444291 and 45216\u219445357 are plausible same-bug subclusters from the titles alone. No soft-edge acceptance looks overstated." }, "evaluator_used": true, "retried": false, @@ -4368,7 +4313,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 14, "review_unit_count": 65, "status": "reviewed", @@ -4382,25 +4327,25 @@ "issue:35707", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", - "issue:42617", "issue:42796", - "issue:42915", - "issue:42947", - "issue:43257", "issue:43262", + "issue:43317", + "issue:43377", "issue:43454", + "issue:43482", "issue:43493", "issue:43550", - "issue:43582", "issue:43606", + "issue:43611", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43818", "issue:43819", "issue:43828", + "issue:43856", "issue:43873", "issue:43994", "issue:44079", @@ -4409,6 +4354,7 @@ "issue:44291", "issue:44466", "issue:44479", + "issue:44534", "issue:44829", "issue:44877", "issue:45072", @@ -4416,284 +4362,280 @@ "issue:45357", "issue:45381", "issue:45479", + "issue:45491", + "issue:45538", "issue:45584", "issue:45701", "issue:45823", "issue:45834", - "issue:45923", - "issue:46209", "issue:46402", "issue:46821", "issue:47217" ], "soft_pairs": [ - "issue:43818|issue:46402", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646", "issue:44265|issue:45072", - "issue:43644|issue:44079", + "issue:43377|issue:45491", "issue:45325|issue:45834", + "issue:43644|issue:44079", "issue:40444|issue:45381", + "issue:43818|issue:46402", "issue:43493|issue:43994", - "issue:43818|issue:45357", "issue:45325|issue:45381", - "issue:43454|issue:44466", + "issue:43818|issue:45357", "issue:44291|issue:44877", - "issue:44829|issue:45479", + "issue:43454|issue:44466", "issue:40444|issue:47217", + "issue:44829|issue:45479", "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381", "issue:43606|issue:44265", "issue:44479|issue:45823", - "issue:43828|issue:46821", "issue:40990|issue:45584", + "issue:43828|issue:46821", "issue:43262|issue:43746", - "issue:34634|issue:35707", "issue:35707|issue:41720", + "issue:34634|issue:35707", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43606|issue:43819", - "issue:43454|issue:43550", - "issue:45823|issue:46821", - "issue:43257|issue:45923", - "issue:42617|issue:42915", - "issue:42796|issue:46209", - "issue:41553|issue:43582", - "issue:40990|issue:42947" + "issue:43454|issue:43550" ], - "prepared_review_unit_hash": "ea92322fe33d5d297d255a14d5b5a00661aad33039fe4916e3930e55f44859cb", + "prepared_review_unit_hash": "a62edcd64f05ca1b76cc3f4233b84f75b9b96730ede293c5dae02a59c48a9a14", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36823, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37180, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a broad mix of unrelated bug reports across different models and subsystems. I don\u2019t see any pair that clearly describes the same underlying defect, so all soft edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "If forced to pick one issue as the cluster anchor, issue:43873 is the most central by activity and inbound references, and it\u2019s the only open, broadly scoped issue in the set. It is not a duplicate of the others, though.", + "summary": "This cluster is mostly a grab-bag of unrelated model- and tokenizer-specific issues. Only one soft edge looks like a plausible duplicate: the SigLIP2 implementation discrepancy vs. nonsensical AutoModel/pipeline outputs. All other pairs are only loosely theme-matched and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43493 is the strongest anchor because it describes the underlying SigLIP2 implementation discrepancy at the source, while the paired issue is just a downstream symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it has the strongest discussion/inbound-reference signal and spans a broad inference/offloading topic. It is the most plausible anchor for triage, even if not a true duplicate target.", + "best_issue_reason": "issue:43493 is the best single representative issue in this set: it is concrete, root-cause oriented, and the only one with a credible duplicate partner.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention offload/memory behavior, but one is a dequantized-model loading failure and the other is MoE training memory inefficiency; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "One is about ModelOutput key assignment, the other about non-persistent buffer initialization; same broad v5 area but not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer max_length handling are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different models and failures: Video-LLaVA architecture/weight-sharing issue vs Sam3 text encoder loading regression." + "reason": "Both are v5 loading/init regressions, but they describe different failure modes and code paths; too broad to merge." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + "reason": "torch.export/torch_compilable_check is unrelated to bfloat16 inference dtype mismatches." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to ModelOutput key assignment when a previous key was None." + "reason": "Both involve batching/padding, but they concern different models and different underlying mechanisms." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug is unrelated to Kosmos2.5 long OCR input index overflow." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different problems." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different VL training/input bugs: iterable dataset with multiple images vs video input vision_position_ids regression." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regression classes." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "SigLIP2 HF/JAX implementation discrepancy is not the same as nonsensical AutoModel/pipeline outputs for the same checkpoint." + "reason": "Both are multimodal Qwen issues, but one is iterable-dataset finetuning with multiple images and the other is video vision_position_ids; not the same bug." }, { "left": "issue:43818", - "right": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 visual encoder key serialization in save_pretrained." + "reason": "Video-LLaVA tower architecture/weights issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "These both point to the same SigLIP2 malfunction: an HF-vs-JAX implementation discrepancy that shows up as nonsensical outputs in AutoModel/pipeline." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both touch Qwen2.5-VL video/position ids, but one is about still-image temporal scaling and the other about video vision_position_ids; not the same concrete bug." + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video-input position ids; not the same concrete defect." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "AyaVision lm_head tying/loading issue is distinct from v5 serialization differences depending on device for lm_head.weight." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 visual encoder key serialization." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to strict config blocking granite_speech config loading." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict config rejection are different loading issues." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "FlashAttention-3 training degeneration in sequence classification is a different failure from zero-loss behavior with num_labels=1 across models." + "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug and the other is device-dependent serialization; not clearly the same fix." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Multiple-images-per-prompt finetuning failure is different from VL image-placeholder-in-user-text parsing failures." + "reason": "Multiple-images-per-prompt finetuning failure is not the same as image-placeholder-in-user-text failures." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-3 training degeneration is unrelated to the single-label num_labels=1 zero-loss classification bug." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading problems are unrelated to version-dependent tokenization changes." + "reason": "Quantization/offload behavior and tokenizer-version changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id logic." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral-3 is unrelated to Qwen2.5-VL video position-id regressions." + "reason": "Tokenizer BPE-marker handling and Qwen video vision_position_ids are different issues." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for bark-small is not the same code-path as torch.export failures with torch_compilable_check." + "reason": "CPU offload device mismatch and torch.export failures on torch_compilable_check are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen VL video-input regression and Gemma4 PLE device mismatch are different model families and different failure modes." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate default bug is unrelated to PEFT adapters failing to load local checkpoints." + "reason": "Audio apply_chat_template sampling-rate default and GraniteSpeech PEFT checkpoint loading are not the same bug." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are separate inference issues." + "reason": "inputs_embeds/past_key_values generation and Qwen3 device-map CUDA assert are unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different problems." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crash is unrelated to export-time torch_compilable_check failures." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to torch.export/torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "cudaErrorAssert on Qwen3 device mapping is distinct from Gemma4 PLE device mismatch during forward." + "reason": "Both involve device_map=auto, but the model families and failure modes differ." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload mismatch for bark-small is unrelated to DAC.from_latents vs forward-pass mismatch with missing STE." + "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying/loading issue is unrelated to Bamba torch.compile + SDPA failure." - }, - { - "left": "issue:45823", - "right": "issue:46821", - "accept": false, - "reason": "Gemma4 forward device mismatch is unrelated to TimesFM window_size AttributeError." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." - }, - { - "left": "issue:42796", - "right": "issue:46209", - "accept": false, - "reason": "Ministral tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to PEFT LoRA gradient checkpointing ineffectiveness." + "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are separate issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster summary stays close to the packet, and the only accepted soft edge (43493/43994) is a plausible duplicate from the titles. The other pairwise rejections are conservative and avoid overclaiming sameness across loosely related v5/model-specific regressions." + }, + "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": 27, + "component_count": 28, "review_unit_index": 15, "review_unit_count": 65, "status": "reviewed", @@ -4707,24 +4649,25 @@ "issue:28530", "issue:36331", "issue:40990", + "issue:41553", "issue:41720", "issue:42617", + "issue:42796", "issue:42915", - "issue:43065", - "issue:43295", + "issue:42947", + "issue:43257", "issue:43317", "issue:43322", "issue:43377", "issue:43450", "issue:43454", - "issue:43550", "issue:43572", + "issue:43582", "issue:43720", "issue:43749", "issue:43873", "issue:44186", "issue:44387", - "issue:44451", "issue:44466", "issue:44534", "issue:44568", @@ -4740,26 +4683,31 @@ "issue:45701", "issue:45704", "issue:45759", + "issue:45823", "issue:45920", + "issue:45923", "issue:46050", + "issue:46209", "issue:46305", "issue:46315", - "issue:46402", - "issue:46612", "issue:46821", - "issue:46858", "issue:46897", - "issue:47020", "issue:47317" ], "soft_pairs": [ + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:40990|issue:42947", + "issue:43454|issue:45072", "issue:44568|issue:45920", "issue:43377|issue:44610", - "issue:43454|issue:45072", + "issue:41553|issue:43582", + "issue:36331|issue:42617", "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:43454|issue:43720", - "issue:36331|issue:42617", "issue:43377|issue:44898", "issue:41720|issue:43322", "issue:43572|issue:45759", @@ -4773,225 +4721,226 @@ "issue:41720|issue:42617", "issue:43450|issue:45701", "issue:46897|issue:47317", - "issue:44466|issue:45357", "issue:43873|issue:44756", + "issue:44466|issue:45357", "issue:26413|issue:28530", "issue:44186|issue:45072", - "issue:45685|issue:46821", - "issue:43065|issue:46402", - "issue:44451|issue:47020", - "issue:43295|issue:45701", - "issue:46612|issue:46858", - "issue:43550|issue:43720" + "issue:45685|issue:46821" ], - "prepared_review_unit_hash": "8f1bc4bd546a6df841caff5e769c3428111bc54263159ea51e8c8f5d65387a90", + "prepared_review_unit_hash": "1174f5f2e6ef48dd22ad792b8d65f28bce1c1b7b73e3a1acfa8dc64a9afd0b34", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36749, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 31, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, loading/offload/quantization bugs, generation/cache issues, and model-specific training/runtime failures. The soft edges are mostly superficial semantic similarities rather than true duplicates, so all candidate merges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45920 is the strongest representative of the tokenizer-regression subcluster: it is broad across multiple model families and captures the clearest shared failure mode among the closest text-processing issues.", + "summary": "These issues are mostly unrelated; the cluster looks like a loose similarity bucket rather than true duplicates. I would use the broad offloading/quantization report as the closest umbrella issue, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the broadest and most central offloading/quantization loading report here, so it is the best umbrella candidate, though the rest of the cluster is not actually duplicate enough to collapse into it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue in the cluster because it is open, high-activity, and broad enough to represent the offloading/quantization thread that appears in a few nearby issues, even though the cluster as a whole is not a tight duplicate set.", + "best_issue_reason": "issue:43873 has the widest scope and strongest cluster connectivity, making it the most suitable representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different models and different failure modes: MoE weight conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mapping forward mismatch for Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset is not the same underlying bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying/serialization is a different code path from bfloat16 dtype mismatches in inference." + }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but 44568 is a model-specific BOS/EOS omission while 45920 is a broader wrong-token-ID regression across several models; different concrete bugs." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and likely different root causes; not enough to merge as one bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both mention batched inputs, but one is MIMI encoder padding-mask behavior and the other is OmDet-Turbo processor output shape; unrelated code paths." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor output size mismatch." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and Apple Silicon allocator TypeError are unrelated issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "AyaVision weight-tying/generation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures, not one underlying bug." + "reason": "Unexpected compute_loss kwarg handling is unrelated to the 3d_parallel.py execution failure." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffers being filled with junk are distinct loading/runtime issues." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk serialization are different bugs, even if both involve loading/state handling." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both are in the offloading/quantization area, but 43317 is a specific dequantized-model load failure and 43873 is a broader open report; not the same concrete bug." + "reason": "One is a specific dequantized-model offload load failure; the other is a broader quantization-offloading complaint, but the concrete code-path isn't the same." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are unrelated model-loading problems." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "CustomTrainer.compute_loss API breakage and failure to run 3d_parallel.py do not point to the same underlying issue." + "reason": "Weight tying/serialization problems are unrelated to packed BitNet weights not being unpacked during accelerate loading." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batched-padding-mask output differences and Perceiver non-default-resolution failure are different model-specific bugs." + "reason": "MIMI batching/padding-mask behavior is not the same as Perceiver non-default-resolution image classification failing." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are runtime failures while loading models, but the Qwen3 device-map assert and Llava Next segfault are separate model/path-specific crashes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different failure modes in different models." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config in composite Qwen configs are different config-handling bugs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one masking and slow convert_tokens_to_ids performance are unrelated problems." + "reason": "A sliding-window off-by-one in streaming attention is unrelated to tokenizer conversion slowdown." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3Moe fine-grained FP8 failure are unrelated." + "reason": "compute_loss API breakage is not the same as Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq quantized model save/load breakage are different model persistence/runtime issues." + "reason": "Llava Next loading segfault and sinq save/load breakage are not the same underlying problem." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are not the same bug." + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map A800 crash and Qwen3.5 flash-attention generation issue are both model-family regressions, but they affect different code paths." + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as Qwen3.5 flash-attention generation issues." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM from reserved memory growth and T5's apex FusedRMSNorm memory leak are unrelated memory issues." + "reason": "Int4 CUDA reserved-memory/OOM regression is unrelated to T5 using apex.FusedRMSNorm and leaking memory." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific benchmark and a tokenization-version regression are not the same failure mode." + "reason": "Perplexity regression on one benchmark is not the same as a version-dependent tokenization change." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "The Qwen3 device-map crash and the 3d_parallel.py script failure are different issues." + "reason": "Qwen3 auto device mapping and 3d_parallel.py execution failure are different bugs." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape errors and tokenization changes are unrelated." + "reason": "Batched video processor shape bugs are unrelated to tokenization differences across versions." }, { "left": "issue:46897", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss bugs, but they involve different models and likely different loss computations; not enough evidence for a shared root cause." + "reason": "Both are training-loss bugs, but the model families and described failure patterns are too different to treat as the same defect." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "lm_head serialization inconsistency and incorrect visual-encoder keys in save_pretrained are both save/load regressions, but they affect different state entries and model components." + "reason": "Quantization/offloading problems are not the same as disabling mmap on Strix Halo to avoid OOM." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Quantization/offloading behavior and mmap-induced OOM on Strix Halo are different memory-management problems." + "reason": "Incorrect lm_head serialization by device is unrelated to saving wrong visual encoder keys in Qwen3.5." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint-resume iterator exhaustion and early-stopping metric selection are separate trainer-control-flow issues." + "reason": "Checkpoint resume failing in the epoch iterator is unrelated to early stopping disabling itself due to missing eval metrics." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crash and dtype mismatch in bfloat16 inference are unrelated." + "reason": "Tokenizer crashes on NER/padding cases are unrelated to inference dtype mismatches." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram on Int and TimesFM window_size AttributeError are unrelated runtime errors." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "Sam3 PixelDecoder dummy Conv2d and missing text-encoder weights are different parts of the model, not the same bug." - }, - { - "left": "issue:44451", - "right": "issue:47020", - "accept": false, - "reason": "Model loading failure for ScandiBERT and XLMRobertaTokenizer's Unigram initializer error are different tokenizer/model-loading issues." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "The v4.57.5 processor.tokenizer regression with image passing is not the same as a general tokenization change regression." - }, - { - "left": "issue:46612", - "right": "issue:46858", - "accept": false, - "reason": "Beam-search cache reorder being skipped and cache.get_seq_length returning a device tensor are both generation/cache bugs, but they are different code paths and symptoms." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and accelerate loading of packed BitNet weights are unrelated." + "reason": "MPS histogram support for Int and a TimesFM window_size AttributeError are different code paths and symptoms." } ] }, @@ -5005,7 +4954,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 16, "review_unit_count": 65, "status": "reviewed", @@ -5016,13 +4965,12 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:28530", - "issue:29159", "issue:30064", "issue:33666", - "issue:36032", "issue:41720", "issue:42915", - "issue:43316", + "issue:43065", + "issue:43295", "issue:43317", "issue:43404", "issue:43441", @@ -5034,11 +4982,13 @@ "issue:43646", "issue:43708", "issue:43716", + "issue:43720", "issue:43881", "issue:44008", "issue:44186", "issue:44361", "issue:44423", + "issue:44451", "issue:44464", "issue:44488", "issue:44610", @@ -5046,25 +4996,29 @@ "issue:44734", "issue:44743", "issue:44898", - "issue:44913", - "issue:44991", "issue:45161", "issue:45357", "issue:45406", "issue:45479", - "issue:45632", - "issue:45684", + "issue:45701", "issue:45823", "issue:46291", + "issue:46402", + "issue:46612", "issue:46665", "issue:46821", "issue:46858", "issue:46869", - "issue:46894", + "issue:47020", "issue:47317", "issue:47337" ], "soft_pairs": [ + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:46612|issue:46858", + "issue:43550|issue:43720", "issue:43646|issue:46665", "issue:43577|issue:43708", "issue:44186|issue:44610", @@ -5075,221 +5029,216 @@ "issue:42915|issue:43317", "issue:44610|issue:44898", "issue:41720|issue:45161", - "issue:44008|issue:45823", - "issue:44423|issue:45406", "issue:28530|issue:33666", - "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:44008|issue:45823", "issue:42915|issue:46291", + "issue:43531|issue:43572", "issue:43441|issue:47337", "issue:44734|issue:46858", - "issue:45479|issue:47317", "issue:44186|issue:44361", "issue:44464|issue:46858", "issue:44671|issue:44743", - "issue:45632|issue:45684", - "issue:43716|issue:46821", - "issue:46894|issue:47317", + "issue:45479|issue:47317", "issue:28530|issue:30064", - "issue:43316|issue:44913", - "issue:29159|issue:36032", - "issue:43881|issue:44991" + "issue:43716|issue:46821" ], - "prepared_review_unit_hash": "413b970c3c7fce4ba02805e9d28267bd957011ea6f3c9ab7d235819dbc4cb318", + "prepared_review_unit_hash": "b5b527085d7e1d7610df63738b5ab71d2675c7be85a4c60d67e9f561b2d7d79f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36197, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36134, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: all soft pairs are at most superficially similar (same subsystem or symptom class), but none look like the same concrete bug/change. No duplicate merges are warranted.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster spans unrelated bugs across different models, loaders, tokenizers, generation paths, and training behaviors.", + "summary": "This cluster is mostly heterogeneous Transformers issues with only loose topical overlap. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 45701 is the broadest and most referenced regression report, but it is still not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "There is no global best issue for deduplication: the pairings are mostly broad-similarity matches rather than the same underlying defect.", + "best_issue_reason": "Issue 45701 is the best cluster anchor because it has the widest scope and the most inbound references; it is the most likely umbrella report, though not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression vs a broad tokenization-behavior report; different concrete failures." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different tokenizer root causes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs Sam3Model text encoder weights not loading are distinct Sam3 issues." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different model/loading paths: torch.compile with SDPA vs accelerate loading of packed BitNet weights." + }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve loading/custom model init, but they describe different failure modes and code paths." + "reason": "Both mention custom model usage, but the reported breakages and code paths are different." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a model dtype bug; the other is Trainer checkpoint resume/max_steps logic." + "reason": "Model dtype loading bug vs checkpoint-resume max_steps calculation; unrelated failures." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: tokenizer padding/truncation crash vs image processor size mismatch." + "reason": "Tokenizer padding/truncation crash vs image processor resolution mismatch; different subsystems and bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Unrelated bugs: SDPA/torch.compile behavior in Bamba vs CPU offload device mismatch in Bark." + "reason": "Both are device/compile-related, but they affect different models and different failure mechanisms." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." + "reason": "Separate model-loading failures with no shared concrete code path." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are different issues." + "reason": "TimesFM window_size attribute error is unrelated to YOLO device-map multi-GPU loading." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder key saving." + "reason": "Weight-tying bug in Mistral3 is different from Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both touch quantization/offload, but the model/configuration and failure mechanics differ." + "reason": "Both involve quantization/offload, but the FP8-config failure and dequantized-model offload bug are different." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision input-size complaints, but they affect different models and different preprocessing paths." + "reason": "Both are image-size related, but they concern different models and different preprocessing assumptions." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model families and different distributed-inference problems." + "reason": "Different parallelism bugs on different model families; not the same underlying issue." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Gemma multimodal forward variable collision vs Gemma4 PLE device mismatch are distinct bugs." + "reason": "Trainer early-stopping metric selection is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit serve/multimodal paths, but one is a ``.to`` crash and the other is a missing ``_tokenizer`` attribute." + "reason": "Both are serve/multimodal crashes, but the attribute errors and code paths differ." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Gemma 3n variable-collision bug vs Gemma4 PLE device mismatch are separate problems." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Sliding window handling in Qwen3-MoE is unrelated to StableLmConfig missing ``pad_token_idx``." + "reason": "FineGrainedFP8Config loading bug is unrelated to kernels package version/revision requirements." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Different subsystems: model quantization config vs pipeline import dependency validation." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "FlashAttention model failure is unrelated to a flaky bbox-range test." + "reason": "FlashAttention model failure vs flaky bbox-range test; no shared code path." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/generation, but one is serve KV-cache indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." - }, - { - "left": "issue:45479", - "right": "issue:47317", - "accept": false, - "reason": "Both concern training loss, but there is no evidence they share the same loss computation bug." + "reason": "Both involve cache arithmetic, but one is serve KV-continuation indexing and the other is static-cache prefill on non-CUDA backends." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer AttributeError issues, but for different tokenizer classes and tasks." + "reason": "Different tokenizer classes and different crash conditions." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention compiled generation/cache, but the reported symptoms and triggers are different." + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as device-tensor cache length arithmetic." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction error and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Filesystem/path collision during trust_remote_code loading is unrelated to read-only permission propagation in save_pretrained." - }, - { - "left": "issue:43716", - "right": "issue:46821", - "accept": false, - "reason": "Image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state reset." }, { - "left": "issue:46894", + "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss bugs, but the models and specific failure patterns differ." + "reason": "Both are loss-related, but they affect different model families and different training setups." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup and void segmentation map processing are different bugs." + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated issues." }, { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Configuration API discrepancy in Gemma3TextConfig is not the same as GPTNeoX rotary_pct reload regression." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Both tokenizer-related, but one is slow/fast inconsistency and the other is a T5Tokenizer load-time attribute conflict." - }, - { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Both are tokenizer/load failures, but they affect different models and failure points." + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM's window_size AttributeError." } ] }, @@ -5303,7 +5252,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 17, "review_unit_count": 65, "status": "reviewed", @@ -5313,288 +5262,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:29159", "issue:30064", "issue:33357", "issue:34567", "issue:34634", "issue:35707", + "issue:36032", "issue:41720", "issue:42490", "issue:42915", "issue:43257", + "issue:43316", "issue:43322", "issue:43329", - "issue:43388", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43606", - "issue:43644", "issue:43653", "issue:43720", "issue:43746", "issue:43782", "issue:43873", + "issue:43881", "issue:43883", - "issue:44077", - "issue:44451", "issue:44492", "issue:44509", "issue:44534", "issue:44589", - "issue:44625", + "issue:44913", "issue:44991", - "issue:45059", - "issue:45357", "issue:45406", "issue:45464", + "issue:45632", + "issue:45684", "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46402", "issue:46665", "issue:46821", - "issue:46858", + "issue:46894", "issue:47020", "issue:47145", - "issue:47254" + "issue:47254", + "issue:47317" ], "soft_pairs": [ + "issue:45632|issue:45684", + "issue:43316|issue:44913", + "issue:46894|issue:47317", + "issue:29159|issue:36032", "issue:30064|issue:34634", - "issue:43452|issue:47020", "issue:45701|issue:47145", + "issue:43452|issue:47020", "issue:42915|issue:43322", "issue:33357|issue:35707", + "issue:43881|issue:44991", "issue:43873|issue:45704", - "issue:43526|issue:43883", "issue:43540|issue:43782", "issue:43531|issue:45759", - "issue:44492|issue:44509", + "issue:43526|issue:43883", + "issue:41720|issue:43746", "issue:43550|issue:43653", + "issue:44492|issue:44509", "issue:44534|issue:46665", - "issue:41720|issue:43746", "issue:43257|issue:47254", - "issue:43606|issue:43720", "issue:42490|issue:43329", + "issue:43606|issue:43720", "issue:45406|issue:45464", - "issue:34567|issue:35707", "issue:43531|issue:46821", + "issue:34567|issue:35707", "issue:34634|issue:41720", "issue:43531|issue:44589", "issue:43606|issue:43653", - "issue:43388|issue:45059", - "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:43540|issue:46858", - "issue:45357|issue:46402", - "issue:43644|issue:46665", - "issue:44077|issue:44625" + "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "3cacabe054a6f67f0777fff4535e890585a43ff01107d67ebeef5d4fc1485b9b", + "prepared_review_unit_hash": "60c5a27c428f2c6fd1878f76d885b43959fcd72a7c586f618aaf94b4f15e1fa5", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36388, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "soft_pair_count": 28, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are isolated model-loading, tokenizer, offload, or docs bugs that only share broad Transformers/Qwen themes. None of the soft pairs look like the same concrete bug, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue stands out; the items span unrelated subsystems and the soft pairs do not identify a single underlying defect.", + "summary": "No soft pair looks like the same underlying bug or change; most are only loosely related by subsystem (tokenizers, Qwen, loading, offloading) but differ in concrete failure mode and affected code path.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #43873 is the strongest representative of the set: it is open, highly discussed, and has the broadest active impact signal, though the overall group does not form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue exists for this cluster. If forced, issue 45759 is the closest to a broad config/load bug, but it still does not represent the whole set.", + "best_issue_reason": "Issue #43873 is the best single anchor for this collection because it has the most engagement and is a current, unresolved user-facing bug; however, it should not be treated as a duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Different processors and failures: segmentation-map handling vs Bark voice_preset loading." + "reason": "Both involve model-loading behavior, but one is a trust_remote_code cache-path collision and the other is permission propagation in save_pretrained; different bug and fix paths." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API serialization issues, but one is a Gemma3TextConfig discrepancy and the other is GPTNeoX rotary_pct reload behavior; not the same defect." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they concern different models and likely different loss pipelines; too broad to merge as one bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5Tokenizer load-time AttributeError are different tokenizer problems with different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Both are tokenizer/loading bugs, but they hit different models and different failure points." + "reason": "ImageProcessor void segmentation-map handling and BarkProcessor voice_preset parsing are unrelated subsystems and code paths." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenizer output changes vs FP8 checkpoint scale loading; unrelated code paths." + "reason": "Tokenization changes across versions and FP8 weight_scale loading corruption are unrelated issues despite both affecting model behavior." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is generic gguf_file handling and the other is an XLMRobertaTokenizer constructor bug; not the same underlying fix." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and errors: Qwen3Moe FP8 config vs Llava Next segfault." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are separate model/load failures with different causes." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Mac CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Quantization/offload bug and T5 apex RMSNorm leak are separate issues." + "reason": "glm-4v-9b loading failure and tokenizer loading regression for EMBEDDIA/est-roberta are different models and different failure points." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Image label reduction bug vs missing tied-weights attribute; no shared bug." + "reason": "Quantization offloading malfunction and T5 apex.FusedRMSNorm memory leak are unrelated runtime problems." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal failures with different APIs and likely different root causes." + "reason": "Both are Qwen3 multimodal/model-loading related, but one is a video-processing ValueError and the other is a weight_only from_pretrained error; not the same bug." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3 sliding-window handling is distinct from from_config text_config unwrapping." + "reason": "Sliding-window behavior in Qwen3-MoE and missing text_config unwrapping in multimodal from_config are different configuration bugs." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and MolmoForCausalLM missing all_tied_weights_keys are unrelated implementation issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "A typo in cache strategies and removed docs pipeline tasks are unrelated." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 and GraniteSpeech PEFT local-checkpoint loading are separate problems." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration bug." + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior in Python classes." + "reason": "A typo in cache strategies and stale docs for removed pipeline tasks are documentation/wording issues, not the same bug." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Non-persistent buffer initialization in v5 and inconsistent from_pretrained behavior inside Python classes are different code paths and symptoms." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Both involve DeepSpeed/accelerate, but the bugs are different: MoE weight conversion vs checkpointing error." + "reason": "Both involve distributed loading/training, but one is MOE weight conversion with accelerate+deepspeed and the other is a PEFT ZeRO-3 checkpoint error; not the same fix." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Both touch accelerate/offload, but one is CPU offload device mismatch and the other packed-weight unpacking." + "reason": "A trailing-slash local model import warning and a video-token counting bug are unrelated." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Trailing-slash import warning is unrelated to missing video-token helper variables." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different loading/offload defects." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming API crash." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated API crashes." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "Trainer token counter update bug is unrelated to generation with inputs_embeds/past_key_values." + "reason": "Qwen3-MoE sliding_window bug and TimesFM window_size AttributeError involve different models and parameters." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Qwen3-MoE sliding-window issue vs TimesFM window_size AttributeError; different models and paths." + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are different training/runtime issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor preset handling is unrelated to Qwen3 auto device mapping asserts." + "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping are unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window logic bug is unrelated to FP8 storage lookup failures." + "reason": "Qwen3-MoE sliding_window and missing Float8_e4m3fnStorage are unrelated bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token registration are different bugs." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." + "reason": "CPU offload device mismatch and BigBirdTokenizer mask-token registration are different subsystems." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Config unwrapping in from_config is distinct from CPU-offload compatibility in rotary embedding forward." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Different model/tokenizer loading regressions with no shared concrete failure." - }, - { - "left": "issue:43540", - "right": "issue:46858", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache slice arithmetic on non-CUDA backends." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Both are multimodal model loading/saving issues, but they affect different models and different parameter sets." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to from_pretrained behavior inside Python classes." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Composite Qwen multimodal config unwrapping and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are distinct model-loading/runtime issues." } ] }, @@ -5608,7 +5550,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 18, "review_unit_count": 65, "status": "reviewed", @@ -5624,20 +5566,22 @@ "issue:41720", "issue:42886", "issue:43381", + "issue:43388", "issue:43421", "issue:43493", + "issue:43540", + "issue:43644", "issue:43653", "issue:43673", "issue:43746", - "issue:43782", "issue:43844", "issue:43873", "issue:43927", "issue:43994", "issue:44062", + "issue:44077", "issue:44368", "issue:44451", - "issue:44464", "issue:44514", "issue:44545", "issue:44610", @@ -5648,242 +5592,255 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", + "issue:45059", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", - "issue:45381", "issue:45479", "issue:45704", "issue:45923", - "issue:46032", "issue:46050", - "issue:46463", + "issue:46402", "issue:46655", + "issue:46665", "issue:46693", - "issue:47050", + "issue:46858", "issue:47333", "issue:47337" ], "soft_pairs": [ - "issue:45923|issue:47333", + "issue:44451|issue:44991", + "issue:43388|issue:45059", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", "issue:44987|issue:45042", + "issue:45923|issue:47333", "issue:44062|issue:44451", "issue:44898|issue:45072", + "issue:41720|issue:45704", "issue:44625|issue:45479", - "issue:44918|issue:44936", "issue:39692|issue:44610", - "issue:41720|issue:45704", - "issue:43381|issue:43844", - "issue:42886|issue:44843", - "issue:44368|issue:45357", + "issue:44918|issue:44936", "issue:43746|issue:46050", "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:43927", "issue:44514|issue:44545", "issue:46655|issue:46693", - "issue:43421|issue:43927", "issue:43746|issue:43873", + "issue:44368|issue:45357", "issue:30064|issue:36010", - "issue:39692|issue:43493", "issue:43421|issue:43653", + "issue:39692|issue:43493", "issue:43673|issue:47337", - "issue:43994|issue:44671", - "issue:45081|issue:45356", - "issue:46032|issue:46463", - "issue:44464|issue:47050", - "issue:43782|issue:45381" + "issue:43994|issue:44671" ], - "prepared_review_unit_hash": "70d8f770befd7fcc23e0935294e16edf9a6a126c698c34019d91d4875b5b1efe", + "prepared_review_unit_hash": "ec7c00df76f280ac96857633efb57658b23aecd94da86fc3efd8fde8a289277b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35330, - "estimated_input_tokens": 8833, - "estimated_eval_tokens": 17922 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash pair; the other soft-similar issues share broad subsystems but not the same concrete bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44545 is the cleanest representative of the only true duplicate pair, with a direct and concise statement of the apply_chat_template batched-input/padding=False crash.", + "summary": "This cluster is mostly heterogeneous: tokenizer/offline, multimodal processor, training, quantization, and generation issues are mixed together. Only one soft edge appears to be a true duplicate pair; the rest are related only by broad subsystem or model family.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44514 is the best canonical issue because it is the older copy of the exact same Qwen2_5_VLProcessor batched padding=False crash, making it the cleaner duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best overall issue to anchor this cluster because it is the clearest duplicate target and most directly states the shared failure mode.", + "best_issue_reason": "Issue 44514 is the strongest issue to anchor on in this set because it has an exact duplicate partner and a concrete, reproducible failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different features and failure modes: missing supports_gradient_checkpointing vs disk-offloaded model save failure." + "reason": "Both are tokenizer loading problems, but they involve different models and different failure paths: cache/offline loading versus a specific tokenizer regression." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Unrelated bugs in different code paths: model loading failure vs PIL backend requiring torchvision." + "reason": "These are unrelated: one is a distributed metrics label truncation bug, the other is a multimodal processor behavior issue in SAM3." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "AddedToken argument conflict and model load failure are not the same underlying issue." + "reason": "Different code paths and symptoms: Qwen3OmniMoe video-input validation versus static-cache seq-length arithmetic under torch.compile." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Different problem classes: image resolution handling vs bfloat16 dtype mismatch." + "reason": "Both mention missing or wrong weights, but they affect different model components and different loading/saving flows." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "One is config propagation, the other is loss computation/label semantics; not the same bug." + "reason": "No shared underlying bug: one is about an optional post_init contract, the other about num_labels propagation in Qwen3.5." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "Different trainer failures with different triggers and code paths." + "reason": "One concerns junk-filled non-persistent buffers, the other inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "These touch loading and image backends broadly, but the concrete problems are different: a specific model load failure versus an unnecessary torchvision dependency." + }, + { + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "Both are model/processor issues, but one is a documentation/example mismatch and the other is an input-size expectation bug." + "reason": "Different offloading-related failures: missing gradient-checkpointing support on a trust_remote_code model versus inability to save a disk-offloaded model." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The first is a tokenizer API argument conflict; the second is a model loading failure for a specific checkpoint." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated problems: Perceiver resolution handling versus dtype mismatches in bfloat16 inference." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely different subsystems: device-mapping CUDA assert vs a T5 RMSNorm memory leak." + "reason": "Different subsystems and failure modes: CUDA assert during Qwen3 auto device mapping versus an apex RMSNorm memory leak in T5." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient growth regression." + "reason": "Both involve classification configuration, but one is config propagation and the other is an incorrect zero-loss behavior across multiple models." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Both involve offline tokenization, but one is a broad cache-load failure and the other is a specific mistral_regex/model_info regression." + "reason": "These are unrelated multimodal issues: SigLIP2 doc/model mismatches versus OmDet-Turbo image-size mismatch." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Tie-word-embeddings warning on fine-tuning is unrelated to incorrect visual encoder keys on save/load." + "reason": "Different trainer failures: embedding unpacking with TRL SFT versus evaluate failing after train." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different persistence problems: local PEFT checkpoint loading vs quantized model save/load corruption." + "reason": "Both involve model persistence, but the concrete bugs differ: PEFT adapter loading from local checkpoints versus quantized model save/load breakage." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Different bug families with no shared concrete code path." + "reason": "No common code path: gradient checkpointing in eval mode versus an apex-related memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenization, but one is a general cache-load failure and the other is a specific unconditional model_info call in a Mistral patch path." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different issues: eval-mode gradient checkpointing restriction versus unexpected gradient growth under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config metadata, but one is runtime post-processor updates and the other is saved custom token IDs being lost." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles are near-identical." + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; same title, same reproduction, same failure." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation bug vs long-context FA2 performance regression are different issues." + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Runtime special-token/post-processor update bug is distinct from DiaConfig token-ID loss after save/load." + "reason": "Different offloading problems: local checkpoint loading for PEFT adapters versus quantization/offloading behavior." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Local checkpoint loading with adapters is unrelated to offloading not working with quantization." + "reason": "One is a warning about tie_word_embeddings configuration, the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + "reason": "Completely different failures: void segmentation-map processing versus a GenerationMixin import error." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Same model family, but one is a docs example problem and the other is an implementation discrepancy vs JAX." + "reason": "Both are tokenizer-adjacent, but the bugs differ: special-token post-processor refresh versus BigBird mask-token registration/decoding." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor syncing and the other is a BigBirdTokenizer decode/CI issue." + "reason": "Same model family, but different scope: documentation/example problems versus a deeper HF-vs-JAX implementation discrepancy." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill and bbox-range flakiness are unrelated." + "reason": "No relation: GenerationMixin cache/chunked_prefill versus a flaky bbox coordinate range test." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failure modes: SigLIP2 inference oddities vs CamemBERT masked LM prediction regression." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer codec/regression issue; not the same concrete bug." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Incorrect use_cache results and an error-message validation issue are not the same bug." - }, - { - "left": "issue:44464", - "right": "issue:47050", - "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is unrelated to CanineModel fp16 ONNX dtype mismatch." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen-VL issues: weight_only loading failure vs wrong vision_position_ids for video input." + "reason": "Different models and failures: SigLIP2 nonsensical outputs versus CamemBERT masked-LM prediction regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair (issue:44514 / issue:44545) is strongly supported by near-identical titles, and the remaining soft-edge rejections do not overclaim duplicate status based on the available evidence." + "feedback": "The analysis is grounded in the packet and stays conservative. The selected canonical issue (44514) is clearly supported by the exact duplicate pair 44545, and the summary does not overstate the remaining soft links. No obvious unsupported duplicate claims." }, "evaluator_used": true, "retried": false, @@ -5894,13 +5851,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 19, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -5919,6 +5876,7 @@ "issue:43643", "issue:43653", "issue:43720", + "issue:43782", "issue:43819", "issue:43873", "issue:43881", @@ -5927,23 +5885,22 @@ "issue:44186", "issue:44220", "issue:44361", + "issue:44464", "issue:44488", "issue:44661", - "issue:44821", - "issue:44843", "issue:44857", "issue:44898", "issue:44991", "issue:44995", "issue:45072", "issue:45081", - "issue:45084", "issue:45356", "issue:45381", "issue:45834", "issue:45907", - "issue:45987", + "issue:46032", "issue:46294", + "issue:46463", "issue:46665", "issue:46693", "issue:46829", @@ -5953,13 +5910,17 @@ "issue:47050" ], "soft_pairs": [ + "issue:45081|issue:45356", + "issue:44464|issue:47050", + "issue:43782|issue:45381", "issue:44995|issue:46858", "issue:43421|issue:44186", + "issue:46032|issue:46463", "issue:45356|issue:45907", "issue:44857|issue:47050", - "issue:43526|issue:43881", "issue:39692|issue:43873", "issue:39692|issue:47050", + "issue:43526|issue:43881", "issue:43720|issue:43819", "issue:43596|issue:44220", "issue:43295|issue:45834", @@ -5968,230 +5929,219 @@ "issue:43550|issue:44361", "issue:43653|issue:43720", "issue:44062|issue:44488", - "issue:45381|issue:46693", "issue:43531|issue:43643", - "issue:44488|issue:47020", - "issue:46829|issue:46832", + "issue:45381|issue:46693", "issue:45072|issue:47050", + "issue:44488|issue:47020", "issue:41720|issue:44991", "issue:44220|issue:44661", - "issue:43611|issue:46665", "issue:30064|issue:36331", - "issue:44843|issue:45081", - "issue:44186|issue:44898", - "issue:43653|issue:43819", - "issue:45987|issue:46829", - "issue:44821|issue:45084", - "issue:43550|issue:43819" + "issue:46829|issue:46832", + "issue:43611|issue:46665", + "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "9ceb7b6f999495ad2e081d61fe5612a906851fef902e1cfd2277c9b5c1674f63", + "prepared_review_unit_hash": "865136f2c1e765b38e7417d346ec73b174d8edaedb6d4b121db051fe73a68dda", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36388, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "soft_pair_count": 29, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, image processor, model-loading, cache, and quantization bugs. None of the soft pairs look like true duplicates; at most they share broad subsystem keywords. 43873 is the closest anchor only because it is the broadest and most active open issue.", - "confidence": 0.28, - "canonical_issue_reason": "43873 is the broadest, most active open issue in the set, so it is the best rough cluster anchor even though the surrounding items are not duplicates.", + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, model-loading, cache, dtype, and documentation bugs. I did not find any soft pair that clearly represents the same underlying fixable change, so all soft edges are rejected. If a single issue must represent the cluster, issue 43873 is the most discussion-heavy/broad, but it is not a true duplicate umbrella for the rest.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 has the strongest engagement and the broadest infrastructure/inference framing, but the cluster is too mixed to support a real duplicate canonical; it is only a weak representative.", "canonical_pr_reason": null, - "best_issue_reason": "43873 has the strongest triage signal for a representative issue: open state, high discussion activity, and multiple inbound references.", + "best_issue_reason": "Issue 43873 is the best global representative by activity and breadth, though it should not be treated as a true umbrella for these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/fix_mistral_regex territory, but they hit different failure modes and models; not clearly the same bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency and ONNX fp16 attention dtype mismatch are different code paths and defects." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and errors: Qwen3VL weight-only loading vs Qwen2.5-VL video position ids." + }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache-related failures, but one is a stale indexer cache crash in GlmMoeDsa and the other is a static-cache seq-length tensor/type bug in prefill. Different code paths." + "reason": "Both touch cache/index arithmetic, but one is a stale indexer cache on second forward and the other is a device-tensor seq-length issue in prefill; not the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizersBackend post-processor updates for runtime special tokens are unrelated to LayoutLMv2Tokenizer crashes on NER inputs and batched padding/truncation." + "reason": "Runtime special-token/post-processor updates and LayoutLMv2 NER padding crashes are different tokenizer behaviors." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness and T5 decoder-input validation are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files failing to forward the revision argument." + "reason": "Tokenizer regression vs repository-file listing CI forwarding bug; no shared code path." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both are dtype-related crashes, but one is LwDetrImageLoss AMP/CUDA and the other is CanineModel ONNX export attention mismatch. Different models and failure modes." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + "reason": "Float16 AMP loss crash and ONNX export attention dtype mismatch are different execution paths." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs example errors are a specific model/processor and quantization mismatch; 43873 is a broader offloading/quantization behavior issue, not the same bug." + "reason": "Documentation/example errors and quantization/offloading behavior are not the same underlying bug." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "A broken SigLIP2 documentation example and a CanineModel fp16 ONNX export dtype mismatch are different issues." + "reason": "Doc-example mismatch/quantization issues do not match the ONNX export dtype bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading during accelerate is unrelated to DAC.from_latents missing STE parity with forward." + "reason": "Packed-weight loading and DAC latent reconstruction are distinct problems." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "deepspeed zero3/BertModel initialization failure is unrelated to _torch_extract_fbank_features()." + "reason": "Deepspeed zero3/BertModel initialization and audio feature extraction are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer/image handling regression is different from Kosmos2.5 long-OCR index errors." + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different issues." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but Qwen3OmniMoe ValueError and Qwen3.5-9B chat-template token/feature mismatch are different model families and different bugs." + "reason": "Both are video-related, but they affect different Qwen model families and different failure points." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA crash is unrelated to DiaConfig losing custom token IDs across save/load." + "reason": "Bamba torch.compile/SDPA failure and DiaConfig save/load token ID loss are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Different subsystems: compiled attention failure vs tokenizer AttributeError." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to BitNet packed-weight unpacking during loading." + "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer construction bug; loading cjvt/sleng-bert is a separate model/tokenizer load failure." - }, - { - "left": "issue:45381", - "right": "issue:46693", - "accept": false, - "reason": "Qwen2.5-VL video position IDs are a model-specific correctness bug, while 46693 is a performance regression in long-context FA2 generation." + "reason": "AddedToken constructor duplication and loading a specific tokenizer model are different problems." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated issues." + "reason": "Sliding-window MoE behavior and AutoConfig trust_remote_code field loss are unrelated." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Failed loading cjvt/sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading bugs." + "reason": "Video position IDs and FA2 long-context performance regression are different bugs." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "VideoPrism hidden_states output misuse and RTDetrModel num_feature_levels/backbone-output mismatch are distinct vision-model bugs." + "reason": "Different models and different dtype mismatch paths (bfloat16 inference vs fp16 ONNX export)." }, { - "left": "issue:45072", - "right": "issue:47050", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Both are dtype mismatches, but they affect different models and code paths: SwitchTransformers/TimmWrapperModel bf16 inference versus CanineModel fp16 ONNX export." + "reason": "Tokenizer loading failure for a specific model and Unigram API misuse are not the same bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is unrelated to transformers 5.0.0 tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "_torch_extract_fbank_features() and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are unrelated components." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "Base_model_prefix loading breakage in Transformers 5.0.0 is not the same bug as inconsistent from_pretrained behavior inside Python classes." + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model registration are different code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image Processor void segmentation-map handling is unrelated to CustomTrainer.compute_loss receiving an unexpected num_items_in_batch argument." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info offline-mode regression and the other is an AttributeError on a tokenizer object without backend_tokenizer." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and Perceiver non-default-resolution interpolation failures are different model/tokenizer issues." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC.from_latents missing STE parity." + "reason": "Image processor void segmentation maps and trainer compute_loss kwargs are unrelated." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "StaticCache.get_seq_length() returning a shape-(1,) tensor is unrelated to VideoPrism returning the wrong hidden_states tensor." + "reason": "VideoPrism output field mix-up and RT-DETR feature-level handling are different defects." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "AutoImageProcessor URL loading and a TypeError compiling non-template nodes are unrelated." + "reason": "Both concern loading behavior, but base_model_prefix breakage and from_pretrained-in-classes inconsistency are not the same issue." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE parity with forward." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated." } ] }, @@ -6205,7 +6155,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 20, "review_unit_count": 65, "status": "reviewed", @@ -6223,17 +6173,14 @@ "issue:43421", "issue:43540", "issue:43550", - "issue:43577", "issue:43606", "issue:43618", "issue:43643", - "issue:43644", + "issue:43653", "issue:43697", - "issue:43716", - "issue:43749", "issue:43756", "issue:43782", - "issue:43818", + "issue:43819", "issue:44008", "issue:44186", "issue:44442", @@ -6243,14 +6190,16 @@ "issue:44671", "issue:44805", "issue:44811", + "issue:44821", + "issue:44843", "issue:44877", "issue:44936", "issue:44977", "issue:44991", "issue:45020", "issue:45072", - "issue:45183", - "issue:45479", + "issue:45081", + "issue:45084", "issue:45584", "issue:45685", "issue:45834", @@ -6259,224 +6208,238 @@ "issue:46294", "issue:46463", "issue:46752", + "issue:46829", "issue:46858", "issue:46932", "issue:47020", "issue:47337" ], "soft_pairs": [ + "issue:44821|issue:45084", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43550|issue:43819", + "issue:45987|issue:46829", "issue:43335|issue:43756", "issue:43540|issue:44008", - "issue:44991|issue:47020", - "issue:44008|issue:46858", "issue:34634|issue:36010", + "issue:44991|issue:47020", "issue:43643|issue:44877", - "issue:43618|issue:43697", - "issue:45987|issue:46932", "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44008|issue:46858", "issue:44561|issue:45020", + "issue:45987|issue:46932", "issue:44186|issue:44442", "issue:44448|issue:44671", + "issue:44991|issue:46291", "issue:46752|issue:47337", - "issue:43322|issue:45685", "issue:44805|issue:44936", - "issue:44991|issue:46291", "issue:45584|issue:45834", + "issue:43322|issue:45685", "issue:43421|issue:44811", "issue:43606|issue:45072", - "issue:46294|issue:46463", - "issue:45183|issue:45479", "issue:43550|issue:45072", + "issue:46294|issue:46463", "issue:44479|issue:45834", - "issue:43577|issue:43818", - "issue:43782|issue:44977", - "issue:43644|issue:43749", - "issue:43716|issue:44008" + "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "43c847926fb36e1c069d4bbed8508fe9c243fa2e57afcec885ee62fd01c2b2f4", + "prepared_review_unit_hash": "f594174d4c1192b03ddc1780a5940badae52512c7d67509bd47d120952d603ab", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36030, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "soft_pair_count": 28, + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports that share only broad themes like model loading, dtype/device mismatches, and v5 regressions. None of the soft pairs look like the same underlying bug, so they should stay separate.", - "confidence": 0.31, - "canonical_issue_reason": "Issue #45020 is the broadest, most representative report of the set because it captures a general class of recent remote-code regressions; the rest are more model- or subsystem-specific.", + "summary": "The cluster is a set of unrelated closed issues with no convincing duplicate pairs; most soft links are only broad subsystem similarity rather than the same bug. I found no PRs in the cluster.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45081 is the strongest anchor: it has a precise traceback, a clearly identified failing helper, and a concrete regression surface around Mistral tokenizer loading, making it the most actionable representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best single issue representative for this cluster\u2019s overall v5/remote-code regression theme, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45081 is the best standalone issue because it is specific, reproducible, and tied to a narrowly scoped code path with a clear fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different models and different failures: sparse-layer config bug vs RoPE layer count mismatch." + "reason": "Unrelated failures: image processor loading from URL vs Jinja/template compilation error." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Unrelated code paths and models: Qwen3OmniMoe video input validation vs Gemma3n variable collision." + "reason": "Different models and code paths: tokenizer special-token decode bug vs DAC latent/STE mismatch." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different tokenizer classes and distinct root causes." + "reason": "Both involve _patch_mistral_regex, but the bugs differ: offline model_info call vs backend_tokenizer attribute crash." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Gemma3n forward-name collision is unrelated to static-cache sequence-length arithmetic." + "reason": "Unrelated: torch.compile/SDPA issue in Bamba vs DAC latent reconstruction bug." }, { - "left": "issue:34634", + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different APIs and symptoms: cache sequence length contract vs output field mapping in video classification." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Distinct model/config bugs: sparse layer initialization vs RoPE layer dropping." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal forward-path bugs in different models." + }, + { + "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to a GenerationMixin import error." + "reason": "Voice preset handling in Bark is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are different root causes and different model families." }, { "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." + "reason": "Both are config-loading related, but one is missing fields with trust_remote_code and the other is strict config rejection." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Different regressions: missing attentions assignment vs changed outputs in RTDetrV2." + "reason": "Documentation/model-processor mismatch is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Static cache length return-type bug is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Different regression types: CLIP output field assignment vs RTDetrV2 output differences." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Docs example errors for SigLIP2 are not the same as a Kosmos2.5 long-ocr index error." + "reason": "Variable-name collision in Gemma3n is unrelated to static cache sequence-length tensor behavior." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "#44561 is a specific API-removal breakage; #45020 is a broader remote_code regression report." + "reason": "Related theme of remote_code breakage, but not the same concrete bug; one is a specific API removal, the other is a broad umbrella report." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Sequence-length contract bug vs quantized embedders dtype casting bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures on different models and inputs; not the same bug." + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer loading a specific tokenizer class." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 behavior regressions, but they affect different models and distinct inference paths." + "reason": "Both are v5 output regressions, but for different models and different failure modes." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Empty apply_chat_template crash is unrelated to the bbox-range flaky test." + "reason": "Tokenizer loading vs pipeline import/kernel version incompatibility are unrelated." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Segfault in Llava Next loading is unrelated to an MPS histogram/int backend error." + "reason": "Empty chat-template input crash is unrelated to flaky bbox range assertion." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError is not the same as trainer.evaluate() failing after train." + "reason": "Mask-shape IndexError is not the same as trainer.evaluate failing after train." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer loading and kernels version/revision dependency failure are different problems." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR length issues." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "Llava Next loading segfault and MPS histogram Int unsupported are different backend/model issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor update logic and batch_decode skip_special_tokens behavior are different tokenizer/processor paths." + "reason": "Both involve token handling, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Device mismatch with CPU offload is a different issue from bf16 dtype mismatches under inference." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Video chat-template feature/token mismatch is unrelated to T5 decoder-input validation messaging." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input validation XOR bug and single-label zero-loss bug are different model-wide issues." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure classes." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to dtype mismatch issues." + "reason": "torch.compile/SDPA issue is unrelated to generic dtype mismatches." }, { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to Video-LLaVA\u2019s missing temporal attention/shared weights problem." - }, - { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are separate code paths." + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to broken FSDP CPU RAM efficient loading." + "reason": "Qwen video-input regression is unrelated to Kosmos2.5 OCR indexing." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Mistral-3 preprocessor/model dtype mismatch is not the same as Gemma3n attribute collision." + "reason": "Both are Qwen-family issues, but one is a load-time weight_only error and the other is a flash-attention generation regression." } ] }, @@ -6490,7 +6453,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 21, "review_unit_count": 65, "status": "reviewed", @@ -6511,37 +6474,37 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43644", "issue:43645", + "issue:43716", "issue:43720", "issue:43742", "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", - "issue:43827", "issue:43931", "issue:43994", + "issue:44008", "issue:44291", "issue:44610", "issue:44671", - "issue:44964", - "issue:45003", "issue:45020", "issue:45072", "issue:45081", + "issue:45183", "issue:45325", "issue:45381", + "issue:45479", "issue:45563", "issue:45701", "issue:46032", - "issue:46175", - "issue:46285", "issue:46512", "issue:46665", "issue:46697", "issue:46728", "issue:46846", - "issue:46932", "issue:47254", "issue:47276", "issue:47332", @@ -6549,224 +6512,224 @@ "issue:47337" ], "soft_pairs": [ - "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43716|issue:44008", "issue:45563|issue:47276", - "issue:43582|issue:46512", "issue:28218|issue:29159", + "issue:43582|issue:46512", + "issue:43825|issue:43994", "issue:43931|issue:46846", "issue:43540|issue:45381", - "issue:43388|issue:46032", - "issue:47276|issue:47337", "issue:44610|issue:45072", "issue:43749|issue:44291", + "issue:47276|issue:47337", "issue:43645|issue:46665", "issue:43720|issue:45072", "issue:34634|issue:36331", + "issue:43388|issue:46032", "issue:47254|issue:47333", - "issue:42175|issue:45081", "issue:44671|issue:45701", - "issue:46697|issue:46728", + "issue:42175|issue:45081", "issue:47254|issue:47332", "issue:43577|issue:43582", - "issue:44964|issue:47337", + "issue:46697|issue:46728", "issue:43742|issue:45020", - "issue:43782|issue:45325", - "issue:43825|issue:43827", "issue:42915|issue:47333", - "issue:46175|issue:46932", "issue:43262|issue:43819", - "issue:45003|issue:46285" + "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "f30a3be1548f4f7c66191e5f92e12b0b1972620189beb3add18fa1e730830f2e", + "prepared_review_unit_hash": "226f07fc580ff081eeb88929f9ae1b662d3f14799649e58a4fbaaa6374f152da", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35545, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "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": "No soft pair looks like the same underlying bug or change. The overlaps are mostly broad subsystem/model-family similarity (tokenizers, loading, vision, warnings), but each pair targets a different concrete failure mode or surface area, so none should be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most items are separate bug reports across unrelated transformer subsystems. None of the soft-linked pairs look like true duplicates or mergeable same-change PRs, so all soft edges should be rejected.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest and most central tokenizer-regression report in this set, with the most inbound references among the tokenizer-related issues; no other item clearly subsumes the cluster better.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the best available anchor because it is broad, well-referenced, and closest to the small tokenizer-only subset, though the overall cluster is not truly cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both involve pipeline/model behavior, but one is an incorrect v5 translation-support message and the other is a model output regression for SigLIP2; different bugs." + "reason": "Both concern model loading for different multimodal models, but one is a dtype persistence bug and the other is a missing temporal-attention / weight-sharing issue; different code paths and fixes." }, { - "left": "issue:45563", - "right": "issue:47276", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Both are warning-message issues in generation, but they concern different warnings and code paths (`num_return_sequences` vs `synced_gpus`)." + "reason": "One is input validation error messaging for input_ids/inputs_embeds, the other is a classification-loss degeneracy for num_labels=1; unrelated root causes." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and broken FSDP CPU RAM-efficient loading are distinct initialization/loading problems, not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal dtype/name issues, but one is image preprocessor dtype mismatch and the other is a variable-name collision causing an AttributeError; not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:47276", "accept": false, - "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon allocator warmup TypeError and the other is stale `config.dtype` after `from_config`." + "reason": "Both mention warnings, but one is a stale num_return_sequences warning in paged generate and the other is a synced_gpus warning in continuous batching; different behavior and fix scope." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "The first is a specific added-token spacing bug; the second is a broader slow-vs-fast tokenizer inconsistency and is not clearly the same defect." + "reason": "These are both tokenizer-related, but one is an extra space after an added token and the other is slow vs fast tokenizer inconsistency; related area, not clearly the same defect." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Both mention loading/shape errors for Qwen models, but one is a model-specific weight mismatch and the other is a TP-plan omission causing OOM/shape issues." + "reason": "Apple Silicon caching_allocator_warmup TypeError and stale model.config.dtype after from_config are separate dtype/config issues with different code paths." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen models and likely different preprocessing/position-id code paths." + "reason": "One is an incorrect translation-task error message in pipeline(), the other is nonsensical SigLIP2 outputs in AutoModel/pipeline; not the same underlying change." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Completely different subsystems: metric gathering with tuple labels vs Mamba cache correctness." + "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP plan entries are both Qwen-related, but they are different model-loading/sharding failures." }, { - "left": "issue:47276", - "right": "issue:47337", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "A generation warning-message bug is unrelated to a flaky bbox-coordinate test failure." + "reason": "Video input processing in Qwen3OmniMoe and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs with different failure points." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated failures." + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated validation/preprocessing vs inference-dtype issues." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is `init_empty_weights` passing an unexpected argument." + "reason": "FSDP CPU RAM-efficient loading failure and init_empty_weights unexpected _is_hf_initialized argument are distinct loading-stack compatibility issues." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale synced_gpus warning and a flaky bbox range test are not the same bug or change." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve model initialization contexts, but Jupyter custom-model registration and `from_pretrained` inside Python classes are different problems." + "reason": "Jupyter custom-model initialization breakage and inconsistent from_pretrained behavior inside Python classes are different initialization semantics problems." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in inference." + "reason": "Packed-weight unpacking during accelerate loading and bfloat16 dtype mismatches are different CI/loading failures." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "A Bark processor preset bug is unrelated to a `CustomTrainer.compute_loss` signature mismatch." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss num_items_in_batch are unrelated API regressions." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "PEFT/ZeRO-3 checkpointing failure and disk-offload save failure are different code paths and failure modes." + "reason": "gather_for_metrics tuple truncation and Mamba2 use_cache seq_len>1 correctness are separate training/runtime bugs." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:47254", + "right": "issue:47333", "accept": false, - "reason": "Packaging/backend dependency selection is unrelated to a Mistral tokenizer regex patch crash." + "reason": "Both involve offloading/checkpointing, but one is PEFT+ZeRO-3 gradient checkpointing and the other is saving disk-offloaded Qwen3 models; different failure modes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM regressions are not the same as a general tokenization change across versions." + "reason": "CamemBERT masked-LM prediction regression and a generic tokenization-version change are not the same underlying issue." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both are image-preprocessing bugs, but one over-pads divisible images while the other miscounts patches for a specific resolution heuristic." + "reason": "Missing TensorFlow backend in torch install and a Mistral regex patch crash are unrelated package/dependency vs tokenizer-patching problems." }, { "left": "issue:47254", "right": "issue:47332", "accept": false, - "reason": "Checkpointing with PEFT/DeepSpeed is unrelated to saving a disk-offloaded Qwen3-VL model." + "reason": "Both are offloading-related, but one is checkpointing errors with PEFT+ZeRO-3 and the other is inability to save disk-offloaded Qwen3-VL; different code paths." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "A model dtype propagation bug and an Apple Silicon allocator TypeError are unrelated." + "reason": "Different subsystems: one is BLIP2 dtype loading, the other is Apple Silicon allocator warmup argument handling." }, { - "left": "issue:44964", - "right": "issue:47337", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "A model-loading regression for Phi-4 multimodal is unrelated to a flaky bbox coordinate test." + "reason": "Swin2SR over-padding and Aria wrong image-patch counts are both image-processing issues but arise from different sizing logic and are not the same bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM load failure and a broad remote_code regression are not the same concrete bug." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3VL `weight_only=True` loading error is distinct from Qwen2.5-VL rope-index scaling for still images." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "Both are about v5 pipeline removal fallout, but one is an error-message issue and the other is stale documentation; not the same bug/change." + "reason": "MobileLLM key error and generic remote_code breakage are not the same failure, even if both involve loading models." }, { "left": "issue:42915", "right": "issue:47333", "accept": false, - "reason": "FineGrainedFP8Config failure and disk-offload save failure are unrelated Qwen3 issues." - }, - { - "left": "issue:46175", - "right": "issue:46932", - "accept": false, - "reason": "A huge one-hot position embedding optimization issue is unrelated to dtype casting for quantized embedders." + "reason": "Qwen3Moe FineGrainedFP8Config failure and disk-offloaded Qwen3 saving failure are different configuration vs offloading issues." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + "reason": "Audio processor chat-template sampling-rate default and DAC.from_latents/forward mismatch are unrelated audio bugs." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Unsafe `sys.modules` access and CLIP text-model structure inconsistency are different code changes/problems." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug affect different models and different parts of the pipeline." } ] }, @@ -6780,13 +6743,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 22, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -6804,266 +6767,260 @@ "issue:43550", "issue:43582", "issue:43638", - "issue:43643", "issue:43645", "issue:43653", - "issue:43696", "issue:43697", "issue:43746", "issue:43819", + "issue:43825", + "issue:43827", "issue:43854", "issue:43906", "issue:43927", "issue:44060", "issue:44368", - "issue:44554", "issue:44589", "issue:44610", "issue:44811", "issue:44857", "issue:44912", "issue:44936", + "issue:44964", "issue:44977", "issue:44991", + "issue:45003", "issue:45042", "issue:45081", - "issue:45084", "issue:45372", "issue:45406", - "issue:45538", - "issue:45600", - "issue:45759", + "issue:46175", "issue:46209", + "issue:46285", "issue:46291", "issue:46326", - "issue:47217" + "issue:46932", + "issue:47217", + "issue:47337" ], "soft_pairs": [ "issue:44589|issue:45042", + "issue:44964|issue:47337", "issue:43262|issue:47217", + "issue:43825|issue:43827", + "issue:45003|issue:46285", "issue:43653|issue:44912", + "issue:46175|issue:46932", "issue:43582|issue:44857", - "issue:45372|issue:46326", "issue:36010|issue:43645", - "issue:43550|issue:44912", + "issue:45372|issue:46326", "issue:36010|issue:36331", - "issue:43638|issue:44936", + "issue:43550|issue:44912", "issue:43531|issue:45042", + "issue:43638|issue:44936", "issue:43257|issue:43329", - "issue:44060|issue:44368", - "issue:43526|issue:43697", "issue:42175|issue:46291", "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:45081|issue:45406", - "issue:43906|issue:46209", "issue:43819|issue:43927", + "issue:43906|issue:46209", "issue:43854|issue:44977", "issue:43746|issue:44811", "issue:42490|issue:43257", - "issue:43257|issue:43696", "issue:38175|issue:44610", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:43329|issue:45600", - "issue:43643|issue:45759", "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "fe76f506e06655c77521cdd5a8839bfd5137eeb91fa07f38ce9894221c2181eb", + "prepared_review_unit_hash": "2e8bd91fba28847e8acd048d2684ac4f85c8feb91ee3a3bcc87ee6653f806d0c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; the issues span many unrelated areas (tokenizers, multimodal processors, training, quantization, configs, and model-specific bugs). None of the soft pairs look like the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", + "summary": "The soft pairs are mostly superficial theme matches across unrelated issues; none look like true duplicates or the same concrete fix, so I would not merge any of them.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for dedupe; any choice would misrepresent this mixed cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." + "reason": "Both are backend/runtime compatibility problems, but one is FP8 storage typing and the other is an image-processing torchvision dependency issue; different code paths." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:44964", + "right": "issue:47337", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to VL image-placeholder handling." + "reason": "Model loading for Phi-4 multimodal is unrelated to a flaky bbox range test; no shared underlying bug." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to GPT-oss MXFP4 quantization fallback." + "reason": "Both touch multimodal preprocessing, but one is audio sampling-rate defaulting and the other is text/image placeholder handling; distinct behaviors." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and LwDetr float16 AMP crash are separate code paths." + "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is stale docs; same theme, not the same bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model internals changing in v5, but sys.modules access and CLIP text-model structure are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 embedders, but one is a memory-heavy one-hot position embedding and the other is dtype casting for quantized embedders; not the same fix." + }, + { + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both touch mistral-related loading, but one is a ReasoningEffort import error and the other is a continue_final_message tokenizer bug." + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crashes are unrelated failures." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different problems." + "reason": "Importing GenerationMixin and Jupyter custom-model initialization break for different reasons and in different paths." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Torch.compile SDPA issue in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." + "reason": "Both involve mistral_common, but one is an import failure for ReasoningEffort and the other is a continue_final_message logic bug." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "An import error for GenerationMixin and a changed compute_loss signature are separate API breakages." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "DeepSpeed ZeRO3 index error on non-pretrained BERT is not the same as evaluate() failing after train()." + "reason": "torch.compile/SDPA behavior for Bamba and quantization fallback for git-oss-20b are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision requirements are different subsystems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training on non-pretrained BERT and post-train evaluate failure are different trainer issues." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to an undefined-variable bug in multimodal video token counting." + "reason": "Accelerate+deepspeed weight conversion for Qwen3 MOE and a multimodal token-counting video-branch bug are unrelated." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both mention Qwen tied-weights warnings, but the concrete warnings and root causes differ." + "reason": "Torch extra missing TensorFlow and pipelines import failing on kernels version constraints are unrelated packaging/import issues." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output differences in v5." + "reason": "gguf_file handling and tokenizer loading for a specific RoBERTa model are both loading problems, but not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Missing TensorFlow backend from pip extras and kernels dependency validation on import are separate issues." + "reason": "Both are Qwen tied-weights warnings, but they describe different incorrect ties/warnings and likely different fixes." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "gguf_file breaks from_pretrained loading, while EMBEDDIA/est-roberta fails tokenizer loading for a different reason." + "reason": "A BeitImageProcessorFast label-reduction bug and RTDetrV2 output drift are unrelated vision issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different loader bugs." + "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are different loading failures." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "An isolated reproduction of an older issue is too generic to match an FP8 inference OOM/correctness report." + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are unrelated model bugs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "DAC.from_latents mismatch and DiaConfig save/load token-ID loss are unrelated." + "reason": "An isolated reproduction of an old issue and an FP8 inference failure on B200 are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading failure and Qwen3.5 flash-attention generation bug are distinct model-specific issues." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are different model-specific problems." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are not the same bug." + "reason": "Local-path warning on load and Qwen3 MOE weight conversion under accelerate+deepspeed are different issues." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Siglip2 zero-probability outputs and OmDet-Turbo input-size mismatch are different model/processor problems." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined video-token helper variables and stale auto_mappings references are separate maintenance bugs." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "trust_remote_code config field loss and missing text_config unwrapping in from_config are different config-loading bugs." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are both vision-model problems, but not the same bug." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Audio processor sampling-rate defaulting and Whisper batch_decode token skipping are separate audio-processing behaviors." } ] }, @@ -7077,7 +7034,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 23, "review_unit_count": 65, "status": "reviewed", @@ -7090,7 +7047,6 @@ "issue:28282", "issue:29159", "issue:29870", - "issue:33357", "issue:34567", "issue:34689", "issue:39692", @@ -7100,30 +7056,31 @@ "issue:43329", "issue:43425", "issue:43450", - "issue:43454", "issue:43525", + "issue:43526", "issue:43540", - "issue:43577", + "issue:43643", "issue:43650", + "issue:43696", "issue:43742", - "issue:43749", "issue:43906", "issue:43931", "issue:44291", "issue:44387", "issue:44479", - "issue:44568", + "issue:44554", "issue:44589", "issue:44617", - "issue:44756", "issue:44821", "issue:44912", "issue:44987", "issue:45042", "issue:45081", - "issue:45356", + "issue:45084", "issue:45459", "issue:45538", + "issue:45600", + "issue:45759", "issue:45803", "issue:45859", "issue:46291", @@ -7136,12 +7093,17 @@ "issue:47333" ], "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:43526|issue:44554", "issue:45859|issue:47050", - "issue:39692|issue:44912", "issue:43329|issue:44479", "issue:42915|issue:44821", - "issue:43329|issue:43450", + "issue:39692|issue:44912", "issue:42915|issue:43742", + "issue:43329|issue:43450", "issue:44291|issue:45042", "issue:34567|issue:40990", "issue:43257|issue:43931", @@ -7149,228 +7111,227 @@ "issue:29159|issue:34567", "issue:44589|issue:47333", "issue:44912|issue:47145", - "issue:45459|issue:45803", "issue:45081|issue:47020", - "issue:43650|issue:43906", + "issue:45459|issue:45803", "issue:44987|issue:45538", - "issue:46421|issue:46424", - "issue:43525|issue:46291", "issue:43425|issue:46291", - "issue:43540|issue:46701", + "issue:43525|issue:46291", "issue:28282|issue:29870", - "issue:43749|issue:44756", - "issue:28282|issue:34689", - "issue:44568|issue:45356", - "issue:43454|issue:43577", - "issue:33357|issue:34567" + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "346d08d0846eb3cc445f5907a343a15f6e50c701504106e3b9475ebb5fea0985", + "prepared_review_unit_hash": "4ab00698ae11921b54bc42453ec1ae3eed3f64d0731196055769d348abd5405a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35358, - "estimated_input_tokens": 8840, - "estimated_eval_tokens": 17936 + "soft_pair_count": 28, + "serialized_chars": 35631, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only share broad subsystem keywords (tokenizers, loading, video, quantization, memory). The only soft edge that looks plausibly like the same underlying regression is the pair about video-input failures in Qwen/VLM processors.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43329 is the best canonical issue: it is the most root-cause-oriented and broadly scoped video/multimodal bug, explicitly pointing to the broken video branch and multiple VLM processors.", + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad subsystems (video/multimodal, quantization, tokenizer/loading, cache) but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out because the items break into several unrelated root causes; the strongest overlap is only a loose video/multimodal subgroup, not one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest representative of the only credible duplicate theme in this cluster; it describes the underlying code-path defect rather than a downstream symptom.", + "best_issue_reason": "issue:43329 is the best representative issue because it is the most specific and diagnostic of the largest apparent mini-cluster (video/multimodal token counting regressions), but it still should not be treated as a cluster-wide duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Different models and different failures: CPU-offload rotary embedding vs ONNX fp16 dtype mismatch." + "reason": "Both are tokenizer-related, but one is a template compilation error and the other is an extreme model_max_length bug; different code paths and different fixes." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is about weights not converting under accelerate+deepspeed and the other is a CUDA OOM during loading; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but one is missing fields from trust_remote_code AutoConfig and the other is unwrapping text_config in composite multimodal configs; related area, different defect." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both mention multimodal/video-adjacent config paths, but 45600 is a removed-config CI break in auto_mappings.py, not the undefined video-token helper bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Docs-example mismatch/quantization failure versus MXFP4 loading fallback; not the same bug." + "reason": "These are unrelated: one is a BeitImageProcessorFast label-reduction bug, the other is an MPS attention correctness issue." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Both involve model code and dtype-like failures, but one is CPU offload compatibility in rotary embeddings and the other is an ONNX export attention dtype mismatch." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both describe the same video-input regression family in VLM processors; 43329 is the root-cause code-path defect and 44479 is the broader user-facing regression." + "accept": false, + "reason": "Both are video regressions, but 43329 is an undefined helper/variable in multimodal token counting while 44479 is a broader v5.3.0 regression across specific Qwen VL/MoE models; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FP8 fine-grained config failure and AutoImageProcessor URL loading failure are unrelated." + "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is AutoImageProcessor loading from URL. Different features and failure modes." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both are video-related, but one is undefined helper usage in token counting while the other is a batched-shape bug in video processors." + "reason": "Both touch quantization, but one is a SigLIP2 doc example with model/processor mismatch plus quantization failure, while the other is MXFP4 loading falling back to bf16." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and different loading/config errors; no shared concrete bug." + "reason": "Both are model loading problems, but one is about fine-grained FP8 config and the other is a missing-key load error for MobileLLM-125M; unrelated root causes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is a multimodal token counting bug and the other is incorrect batched video processor output shape; separate code paths." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and PIL backend torchvision requirement are unrelated." + "reason": "One is init_empty_weights breaking on an unexpected constructor arg; the other is PIL image processors incorrectly requiring torchvision. Different dependency/load paths." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer accounting bug and high perplexity on a model are not the same issue." + "reason": "TrainerState token counting not updating is unrelated to GPT-OSS perplexity on WikiText-2." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen family loading, but one is deepspeed/accelerate weight conversion and the other is a VL weight-shape mismatch." + "reason": "Both are Qwen-related loading issues, but one is accelerate/deepspeed weight conversion and the other is a Qwen3-VL shape mismatch; different mechanisms." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Quantization memory-reservation regression and Sam3Video OOM are different problems." + "reason": "Both mention CUDA memory, but one is int4 quantization reserved-memory growth and the other is a Sam3Video OOM; not the same underlying bug." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and trainer token-count update are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Float8 storage lookup failure and disk-offload save failure do not share the same code path." + "reason": "Both are storage/offloading-ish failures, but one is Float8 storage lookup and the other is inability to save a disk-offloaded Qwen3-30B model; different code paths." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both concern quantization, but MXFP4 fallback and missing weight_scale are different concrete bugs." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both mention hidden errors, but they affect different components and failure modes." + "reason": "Both are quantization loading issues, but one is MXFP4 falling back to bf16 and the other is missing weight_scale on FP8 frozen checkpoints; distinct bugs." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Mistral regex patch crash and XLMRoberta Unigram init error are distinct tokenizer bugs." + "reason": "Both are tokenizer constructor/patch problems, but one is Mistral regex patching against backend_tokenizer and the other is Unigram receiving a dict instead of a sequence." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Low-signal title versus an isolated reproduction of a different issue; no concrete match." + "reason": "Both involve exception handling, but one hides tokenizer decode errors when protobuf is absent and the other swallows KeyboardInterrupt in FuyuBatchFeature conversion; not duplicate." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-load failure for a specific repo and CLIPTokenizer max-length bug are unrelated." - }, - { - "left": "issue:46421", - "right": "issue:46424", - "accept": false, - "reason": "Both are cache-related, but one is recompilation from lazy init and the other is cache_length config handling." - }, - { - "left": "issue:43525", - "right": "issue:46291", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and kernels/version requirement for pipelines are unrelated." + "reason": "One is a transformers>=5.1.0 load failure for physical-intelligence/fast; the other is CLIPTokenizer using an absurd model_max_length. No shared root cause." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import requirements are different issues." + "reason": "Torch version compatibility and kernels package version/revision requirements are different dependency issues." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Both touch multimodal inputs, but they involve different models and different failing code paths." + "reason": "A missing pad_token_id on Llama4Config is unrelated to kernels import/version requirements." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing import error and Bart generate UnboundLocalError are unrelated." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "FSDP RAM-efficient loading breakage and Strix Halo mmap OOM are different memory/loading problems." + "reason": "AutoModel missing PyTorch import and Bart generate() decoder_attention_mask unbound are unrelated errors." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Generic model-loading symptom only; one is missing torch, the other is a specific Llama 3.2 Vision loading regression." + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is max_cache_length only honored for Quantized Cache; different behavior." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both are tokenizer regressions, but on different tokenizers and different root causes." + "reason": "One is a non-diagnostic body/title and the other is an isolated reproduction of a specific upstream issue; no actual duplicate signal." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Weight tying/generation corruption and dtype not propagating are unrelated model bugs." + "reason": "One is a video-input ValueError in Qwen3OmniMoe, the other is a DiffusionGemmaGenerationOutput pipeline failure; different model and pipeline paths." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "MacOS bus error in CLIP loading and trainer token accounting are unrelated." + "reason": "AutoModel missing PyTorch and Llama 3.2 90B Vision Instruct loading breakage are separate environment/model-loading problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it treats most pairs conservatively as unrelated, and the single accepted soft edge (issue:43329 vs issue:44479) is a plausible same-family video/VLM regression based on the titles alone. The canonical choice is also justified by the broader, root-cause-style wording of issue:43329. No mergeability problems apply here since there are no PR pairs." - }, - "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": 27, + "component_count": 28, "review_unit_index": 24, "review_unit_count": 65, "status": "reviewed", @@ -7385,14 +7346,15 @@ "issue:28282", "issue:29127", "issue:29159", + "issue:33357", "issue:34567", - "issue:36331", "issue:39379", "issue:41720", "issue:42175", "issue:42915", "issue:43404", "issue:43452", + "issue:43454", "issue:43531", "issue:43540", "issue:43577", @@ -7408,19 +7370,18 @@ "issue:44560", "issue:44568", "issue:44589", + "issue:44756", "issue:44821", "issue:44857", "issue:44936", - "issue:44987", "issue:44991", "issue:45127", "issue:45137", + "issue:45356", "issue:45357", - "issue:45381", "issue:45405", "issue:45488", "issue:45538", - "issue:45907", "issue:46512", "issue:46693", "issue:46821", @@ -7430,255 +7391,259 @@ "issue:47332" ], "soft_pairs": [ + "issue:43749|issue:44756", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:44568|issue:45356", + "issue:43742|issue:44291", "issue:43404|issue:45127", - "issue:43697|issue:45357", "issue:42175|issue:43824", + "issue:28282|issue:29127", "issue:44936|issue:46821", - "issue:39379|issue:44554", - "issue:43742|issue:44291", + "issue:43697|issue:45357", "issue:44479|issue:46693", - "issue:28282|issue:29127", "issue:45137|issue:45405", - "issue:44857|issue:46832", "issue:44589|issue:47332", - "issue:43582|issue:47254", + "issue:39379|issue:44554", "issue:44291|issue:44821", "issue:24643|issue:29159", + "issue:44857|issue:46832", "issue:42915|issue:45538", + "issue:43582|issue:47254", "issue:44062|issue:44991", "issue:42915|issue:43749", - "issue:44568|issue:45488", + "issue:27957|issue:28282", "issue:45538|issue:46869", + "issue:44568|issue:45488", "issue:43452|issue:43582", - "issue:27957|issue:28282", - "issue:43540|issue:44560", "issue:41720|issue:43540", + "issue:43540|issue:44560", "issue:43540|issue:44479", - "issue:43577|issue:46512", - "issue:44987|issue:45907", - "issue:44479|issue:45381", - "issue:34567|issue:36331", - "issue:43531|issue:44821" + "issue:43531|issue:44821", + "issue:43577|issue:46512" ], - "prepared_review_unit_hash": "93a7af006b4c2936a4bafaea2946f9fdaf1af79e37936c846aad76293c7e81b7", + "prepared_review_unit_hash": "97e871c3fc2d9b303bbf163f129481316726f596ce8cecc92d22b26eb8a3b0f3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36359, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "soft_pair_count": 30, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformer issues. The only strong duplicate-looking pair is the Qwen2.5-VL/Qwen3.5 video-input regression report; the rest are too model- or error-specific to merge.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44479 is the best umbrella issue for the only clear duplicate pair: it describes the broader v5.3.0 video-input regression and explicitly includes qwen2_5_vl among the affected models.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal/video loading bugs, training/runtime errors, and device/offload issues. None of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target for the whole cluster; the items span multiple distinct failure classes rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global issue candidate if one must be chosen, because it is the broadest and most explicit regression report in the only closely related pair.", + "best_issue_reason": "If a representative issue is needed, issue 45488 is the strongest broad-impact tokenizer regression candidate, but it still only covers one subtheme of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both involve tying/weight-related behavior, but they are different bugs in different workflows: Mistral3 lm_head tying vs LoRA merge with extended vocab." + "reason": "Both are memory/loading-related, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo; different code paths and fixes." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "One is an RT-DETR output-difference regression; the other is a Qwen3.5 save_pretrained key-mapping bug. Same broad area, not the same issue." + "reason": "Mistral3 lm_head weight tying and Blip2 dtype propagation are unrelated bugs." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Unrelated import/backend problems: missing TensorFlow in a torch install vs missing Qwen2_5_VL class export." + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token-count tracking." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Trainer evaluate-after-train and TimesFM window_size AttributeError are different code paths and failures." + "reason": "Both concern tokenizers, but one is missing special tokens for mdeberta-v3-base while the other is a Kimi tokenizer codec/regex regression." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both mention correctness, but one is Mllama mask handling and the other is an MPS attention head-dim issue; no evidence they are the same bug." + "reason": "MobileLLM key lookup failure and init_empty_weights unexpected argument error are different loading failures." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different model-loading failures: MobileLLM key lookup vs init_empty_weights unexpected argument." + "reason": "Both involve weight tying behavior, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocabulary." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to the FA2 long-context performance regression." + "reason": "Packaging/backends installation issue and missing Qwen2_5_VL import are unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "A missing-PyTorch import error is not the same as a LayoutLMv3 box-validation error-message issue." + "reason": "PyTorch-not-found ImportError and LayoutLMv3 box-validation messaging are unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque failure and a PEFT minimum-version bump are unrelated." + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are different training/runtime bugs." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key regression affect different subsystems and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both are RT-DETR-related, but one is AMP/CUDA loss crashing and the other is a feature-level mismatch TypeError; not the same underlying bug." + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION packaging/version bump are unrelated." }, { "left": "issue:44589", "right": "issue:47332", "accept": false, - "reason": "Float8 storage lookup failure and disk-offload save failure are different runtime paths and symptoms." + "reason": "Float8 storage lookup failure and disk-offloaded Qwen3-VL save failure are unrelated." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "AppleSilicon TypeError in allocator warmup is unrelated to the PEFT+ZeRO-3 checkpointing error." + "reason": "mllama mask handling and MPS attention correctness are different model/backend correctness bugs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Model loading with init_empty_weights and loading an AutoImageProcessor from URL are different operations and failures." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "'weight must be 2-D' under DeepSpeed is unrelated to tokenizer slow/fast inconsistency." + "reason": "DeepSpeed weight-dimension runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level mismatch are different detection-model failures." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max_length bug are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT/ZeRO-3 checkpointing error are different infra bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision and tokenizer loading for EMBEDDIA/est-roberta are distinct tokenizer issues." + "reason": "Duplicate AddedToken kwargs and tokenizer load failure for est-roberta are both tokenizer-related but not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 model failure and FSDP CPU RAM efficient loading breakage are separate training/loading paths." + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading breakage are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are unrelated." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length misuse is unrelated to YOLO multi-GPU device-map failure." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "gguf_file loading breakage and AppleSilicon allocator warmup TypeError are unrelated." + "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and a missing-PyTorch import error do not share the same bug." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on mdeberta-v3-base and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both are video-input reports, but they affect different Qwen model families and different errors (ValueError vs StopIteration)." + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failure modes and code paths." + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failures." }, { "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Related theme, but the models and symptoms differ enough that they do not look like one concrete bug." - }, - { - "left": "issue:43577", - "right": "issue:46512", + "right": "issue:44560", "accept": false, - "reason": "BLIP2 weights staying float32 and config.dtype becoming stale are related to dtype handling, but they are not the same underlying defect." + "reason": "Both are video-input issues in Qwen3-family models, but they involve different models and concrete errors (ValueError vs StopIteration)." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "A model-loading failure for a specific checkpoint and a repo-files revision-forwarding CI break are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These describe the same Qwen2.5-VL video-input regression: the broader v5.3.0 regression report matches the more specific vision_position_ids symptom." + "reason": "Qwen3OmniMoe video ValueError and broader v5.3.0 video regression are related only at a high level; not the same concrete bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer issues." + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + "reason": "Blip2 dtype not propagating and from_config leaving config.dtype stale are different dtype-related bugs, not the same code-path failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted soft edge, issue:44479 \u2194 issue:45381, is well supported by the titles and descriptions as the same Qwen2.5-VL video-input regression. The remaining pair rejections are cautious 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": 27, + "component_count": 28, "review_unit_index": 25, "review_unit_count": 65, "status": "reviewed", @@ -7689,12 +7654,11 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:24643", - "issue:28282", "issue:29870", - "issue:32090", + "issue:34567", + "issue:36331", "issue:38175", "issue:42175", - "issue:42796", "issue:42915", "issue:43257", "issue:43452", @@ -7705,7 +7669,7 @@ "issue:43756", "issue:43906", "issue:44062", - "issue:44466", + "issue:44479", "issue:44488", "issue:44568", "issue:44589", @@ -7716,284 +7680,281 @@ "issue:44877", "issue:44898", "issue:44964", - "issue:45005", + "issue:44987", "issue:45042", "issue:45072", "issue:45081", "issue:45325", + "issue:45381", "issue:45405", "issue:45600", "issue:45672", "issue:45674", "issue:45701", "issue:45823", + "issue:45907", "issue:46399", "issue:46463", "issue:46491", "issue:46693", "issue:46701", - "issue:46899", "issue:47276", "issue:47332", "issue:47333" ], "soft_pairs": [ - "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44987|issue:45907", "issue:42175|issue:44488", + "issue:44062|issue:45081", "issue:38175|issue:44898", - "issue:44849|issue:45701", "issue:42915|issue:47332", "issue:45042|issue:45081", + "issue:44849|issue:45701", "issue:44792|issue:44964", "issue:43742|issue:44589", "issue:43257|issue:43756", - "issue:43756|issue:45325", "issue:43742|issue:47333", - "issue:43756|issue:46399", - "issue:43716|issue:46701", + "issue:43756|issue:45325", "issue:46463|issue:47276", + "issue:43756|issue:46399", "issue:45672|issue:45674", - "issue:44737|issue:46463", + "issue:43716|issue:46701", "issue:45823|issue:46463", + "issue:44737|issue:46463", "issue:45405|issue:45600", "issue:43906|issue:46693", "issue:44568|issue:46491", "issue:43577|issue:45072", "issue:24643|issue:29870", - "issue:43540|issue:46693", "issue:44625|issue:44877", + "issue:43540|issue:46693", "issue:43452|issue:44488", - "issue:43742|issue:47332", - "issue:28282|issue:32090", - "issue:42796|issue:43906", - "issue:46463|issue:46899", - "issue:44466|issue:45005" + "issue:43742|issue:47332" ], - "prepared_review_unit_hash": "fc908777e85b110aad53595f1519b026667f7f2071ce5ae66fe1af757b10f7ac", + "prepared_review_unit_hash": "ab71acbf024995f79758f12aeec254b38cd7e621631b10ea3d61505983b0d85f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36964, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "soft_pair_count": 29, + "serialized_chars": 36573, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and should not be collapsed into one issue. I found one plausible duplicate overlap around v5 tied-weights handling, but the rest are distinct bugs across unrelated subsystems.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45005 is the best umbrella candidate for the tied-weights regression in v5; it is broader and more representative than the device-specific serialization symptom in 44466.", + "summary": "No duplicate clusters look strong enough to merge: the soft pairs mostly share only broad subsystems (tokenizers, multimodal models, config/loading, dtype issues) but describe different concrete failures or code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45005 is the strongest issue to keep as the representative report for the only plausible duplicate pair in this set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer API changes, but one is token counting state and the other is a custom compute_loss signature break; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input regressions, but one is a broad multi-model failure and the other is a specific vision_position_ids bug; not enough to treat as the same fix." + }, + { + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different tokenizer bugs: AddedToken special-argument handling vs Mistral regex patch crash." + "reason": "One is a model load failure for physical-intelligence/fast, the other is a hub utility missing revision forwarding; unrelated code paths." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Unrelated problems: torch-only install missing TensorFlow vs loading failure for cjvt/sleng-bert." + "reason": "TensorFlow packaging/backends and a specific model-loading failure are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Both are vision-model inference issues, but they affect different models and failure modes." + "reason": "Both touch tokenizers, but one is AddedToken construction and the other is a Mistral regex patch crash; different defects." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to the tokenizer-version behavior change." + "reason": "Different models and different symptoms: SigLIP zero probabilities vs Perceiver resize/interpolation failure." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Different Qwen3 issues: FP8 config failure vs saving a disk-offloaded model." + "reason": "Qwen3Moe FP8 config loading and disk-offloaded save failure are separate behaviors." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Dependency/processor requirement issue vs tokenizer regex crash; not the same bug." + "reason": "Image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and tokenizer version-dependent tokenization are distinct issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model failures: Janus generation test vs Phi-4-multimodal loading." + "reason": "Janus test failure and Phi-4-multimodal load failure do not describe the same bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError while loading MobileLLM is unrelated to missing Float8 storage support." + "reason": "MobileLLM loading key error vs Float8 storage lookup failure are different failure modes." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "MOE weight conversion with accelerate/deepspeed is not the same as Smollm3 RoPE-layer dropping." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both mention RoPE, but they are different models and different positional-index bugs." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to SmolLM3 RoPE-layer dropping." }, { "left": "issue:43742", "right": "issue:47333", "accept": false, - "reason": "Loading a model and saving a disk-offloaded model are different code paths and failures." + "reason": "Different models and different loading/saving paths: MobileLLM key error vs Qwen3 disk-offload save failure." }, { "left": "issue:43756", - "right": "issue:46399", + "right": "issue:45325", "accept": false, - "reason": "Different Qwen/Smollm rotary-related issues with different symptoms and fixes." + "reason": "Both mention RoPE/position handling, but one is SmolLM3 layer selection and the other is Qwen2.5-VL temporal position scaling." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to the DiffusionGemma pipeline failure." + "reason": "Error-message wording for T5 validation and synced_gpus warning text are unrelated." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Incorrect T5 decoder validation message and synced_gpus warning text are unrelated." + "reason": "SmolLM3 RoPE-layer behavior and Qwen3.5 kernel registration crash are different defects." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve quantization, but one is an unsafe dtype cast in Gemma4 audio modules and the other is a BitsAndBytes skip-modules regression." + "reason": "Both are 4-bit inference problems, but one is a torch.finfo uint8 issue in Gemma4 audio modules and the other is a BitsAndBytesConfig exclusion regression." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "XLNet CPU positional encoding bug is unrelated to T5 decoder-input validation." + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are different multimodal bugs." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 validation error are distinct issues." + "reason": "Gemma4 device_map mismatch and T5 error messaging have no shared code-path problem." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation bug and T5 validation messaging are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump fallout is unrelated to stale auto_mappings references." + "reason": "A dependency version bump and a stale auto_mappings reference are separate CI issues." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of a prior bug is not the same as the FA2 long-context performance regression." + "reason": "An isolated reproduction of one bug and an FA2 performance regression are not the same change." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and models." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype-mismatch bugs in different model families and inference paths." + "reason": "Blip2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are different model-specific issues." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to Bart generate() decoder_attention_mask initialization." + "reason": "DeepSpeed training weight-shape error and BART generate() decoder mask bug are unrelated." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Video-input handling in Qwen3OmniMoe is unrelated to FA2 long-context generation slowdown." + "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are separate config-loading bugs." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are different config bugs." + "reason": "Qwen3OmniMoe video-processing failure is unrelated to an FA2 long-context performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading breakage and cjvt/sleng-bert loading failure are not the same underlying issue." + "reason": "GGUF loading breakage and a specific model not loading are different loading failures." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "Model loading KeyError vs disk-offloaded save failure: different problem domains." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the isolated reproduction of a different bug." + "reason": "MobileLLM key error and Qwen3-VL disk-offload save failure are different problems." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:43742", + "right": "issue:47332", "accept": false, - "reason": "T5 decoder-input validation and Gemma4 multimodal 4-bit dtype casting are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both describe v5 tied-weights regressions in the lm_head/serialization path; 45005 is the broader umbrella and 44466 is a specific manifestation." + "reason": "Repeated soft edge: the two issues still point to different models and code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap (44466 \u2194 45005) is reasonably supported by the tied-weights/serialization framing, and the rest of the pairwise rejections do not overclaim beyond the issue titles and descriptions." - }, - "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": 27, + "component_count": 28, "review_unit_index": 26, "review_unit_count": 65, "status": "reviewed", @@ -8003,293 +7964,290 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:28282", "issue:29159", + "issue:32090", "issue:33357", "issue:38175", "issue:40444", "issue:41762", + "issue:42796", "issue:43295", "issue:43452", - "issue:43525", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43749", + "issue:43906", "issue:43994", "issue:44361", "issue:44442", + "issue:44466", "issue:44493", "issue:44737", "issue:44756", "issue:44811", "issue:44821", "issue:44843", - "issue:44857", "issue:44898", "issue:44913", "issue:44936", "issue:44991", + "issue:45005", "issue:45216", - "issue:45356", "issue:45357", "issue:45372", "issue:45375", "issue:45588", "issue:45663", - "issue:45701", - "issue:45704", "issue:45920", "issue:46050", "issue:46121", "issue:46170", - "issue:46701", + "issue:46463", "issue:46821", "issue:46829", "issue:46846", - "issue:47000", + "issue:46899", "issue:47332" ], "soft_pairs": [ + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:44466|issue:45005", + "issue:46463|issue:46899", "issue:43452|issue:44843", + "issue:41762|issue:44936", "issue:43697|issue:46829", "issue:44913|issue:46121", - "issue:41762|issue:44936", "issue:45663|issue:46846", "issue:44737|issue:45588", "issue:43697|issue:45216", "issue:43720|issue:44898", - "issue:45357|issue:45920", "issue:44493|issue:46050", "issue:43653|issue:44361", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:43688|issue:43749", + "issue:45357|issue:45920", "issue:43643|issue:45375", "issue:43994|issue:44898", - "issue:44843|issue:44991", - "issue:40444|issue:44811", - "issue:44821|issue:46821", + "issue:43688|issue:43749", "issue:29159|issue:33357", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:40444|issue:44811", "issue:44756|issue:47332", - "issue:45372|issue:46170", - "issue:44857|issue:47000", - "issue:43688|issue:45704", - "issue:43525|issue:46701", - "issue:43295|issue:45356", - "issue:43688|issue:45701" + "issue:45372|issue:46170" ], - "prepared_review_unit_hash": "083dd9235fd404cffe6468a2934b5d48b54354988a9b1e27af5f10e091e84fb0", + "prepared_review_unit_hash": "48efff27ba54aceba779e241d017135b89507fb130cf17d6983410de39e366e2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35556, - "estimated_input_tokens": 8889, - "estimated_eval_tokens": 18034 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely centered on Transformers tokenizer/model-loading regressions, but the soft pairs mostly share only broad subsystem similarity. None look like the same concrete bug or mergeable duplicate change.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the cluster\u2019s main theme: a v5 tokenizer regression producing wrong token IDs across multiple models, which best matches the tokenizer-focused duplication pattern here.", + "summary": "This cluster is mostly heterogeneous; only the tied-weights v5 reports (44466 and 45005) look like a real duplicate pair. Everything else appears to describe unrelated bugs or different code paths.", + "confidence": 0.83, + "canonical_issue_reason": "45005 is the broader tied-weights/v5 regression report and is the best anchor for the one plausible duplicate pair; 44466 reads like a narrower serialization symptom of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best single anchor for this cluster because it is specific, high-impact, and spans several models, making it the most representative tokenizer regression among the candidates.", + "best_issue_reason": "45005 is the most representative issue here because it captures the broader tied-weights problem and can plausibly subsume the more specific lm_head.weight serialization complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: missing PyTorch import vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of issue 38071." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/save_pretrained regression affecting checkpoint serialization." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different subsystems and symptoms: T5 decoder-input validation message vs Gemma4 4-bit dtype-cast failure." + }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve tokenizer-related behavior, but one is a gguf/from_pretrained loading breakage and the other is an offline-mode regex patch network call. Different code paths and failure modes." + "reason": "Both involve tokenizer loading, but one is gguf_file handling and the other is an offline model_info call in a regex patch." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 model loading index error is not the same as evaluate-after-train state failure." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output drift and VideoPrism output field wiring are unrelated model bugs, not the same underlying change." + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model bugs." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is config persistence on reload; the other is rope-validation type handling for a JSON-loaded list. Different APIs and defects." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer evaluate-after-train failure are unrelated problems." + "reason": "GPTNeoX config round-trip loss is unrelated to rope-validation list type handling." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared state KeyError and Qwen3.5 TP-plan omissions are distinct parallelism/model issues." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions are separate training/runtime issues." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device bug in torch.arange is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "CPU device placement bug in XLNet is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "A detection output mismatch is not the same bug as Qwen3.5 save_pretrained writing incorrect checkpoint contents." + "reason": "Different regressions: inference output changes vs incorrect Qwen3.5 checkpoint saving." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation are different code paths and symptoms." - }, - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Qwen3.5 visual-encoder key serialization and global tokenizer ID regression are different issues." + "reason": "BitNet packed-weight loading failure is unrelated to Perceiver resolution/interpolation behavior." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected key with position id and sinq save/load breakage are not the same defect." + "reason": "Unexpected position-id keys and sinq save/load breakage are different serialization bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer bugs." + "reason": "BigBird special-token registration and MLuke task AttributeError are not the same failure." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP zero-probability outputs and processor.tokenizer/image regression are different model/API failures." + "reason": "Same broad area, but zero probabilities in SigLIP2 and processor.tokenizer regression are different code paths." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task error and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer-loading problems." + "reason": "MLukeTokenizer task errors and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM efficient loading." + "reason": "Qwen3.5 visual-encoder key serialization is unrelated to broad tokenizer token-ID regressions." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing fields, but they affect different config classes with different mechanisms and fixes." + "reason": "Generic remote-code config field loss is not the same as the specific @strict field-drop bug in Qwen3_5MoeVisionConfig." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are distinct model behaviors." + "reason": "Both are model-output bugs, but they concern different models and different symptoms." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Offline mistral regex patch failure and EMBEDDIA tokenizer loading failure are both tokenizer-related but not the same concrete bug." + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable dataset failure and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS bus error in CLIP loading." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size attribute handling are different components." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and EMBEDDIA tokenizer load failure are different tokenizer regressions." + }, + { + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and MacOS bus error in CLIP are unrelated." + "reason": "Multimodal IterableDataset finetuning failure is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Strix Halo mmap OOM avoidance and disk-offloaded Qwen3-VL save failure are different storage/offloading issues." + "reason": "Strix Halo mmap/OOM mitigation is unrelated to saving a disk-offloaded Qwen3-VL model." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import breakage and Windows ROCm torch.distributed dependency issues are unrelated." - }, - { - "left": "issue:44857", - "right": "issue:47000", - "accept": false, - "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible cost matrix are different losses and failure causes." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated bugs." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Llama4Config missing pad_token_id and DiffusionGemma pipeline failure are different model-specific issues." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling warning are different tokenizer regressions." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and generic tokenization changes are not the same underlying bug." + "reason": "Gemma4 processor import failure and Windows ROCm torch.distributed dependency error are different import/runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The lone accepted soft edge (44466/45005) is supported by the shared tied-weights/v5 serialization theme in the titles, and the rest of the verdicts read as conservative non-duplicates. " + }, + "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": 27, + "component_count": 28, "review_unit_index": 27, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -8299,296 +8257,274 @@ "issue:36331", "issue:41720", "issue:42898", - "issue:43278", + "issue:43295", "issue:43452", "issue:43504", + "issue:43525", "issue:43550", "issue:43577", - "issue:43606", "issue:43643", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", "issue:43749", "issue:43756", "issue:43761", - "issue:43782", "issue:43927", "issue:44464", "issue:44466", "issue:44479", - "issue:44484", "issue:44561", "issue:44568", "issue:44625", - "issue:44704", - "issue:44734", "issue:44743", + "issue:44857", "issue:44977", + "issue:45356", "issue:45405", "issue:45440", "issue:45542", + "issue:45701", + "issue:45704", "issue:46050", "issue:46178", "issue:46402", "issue:46491", - "issue:46612", "issue:46693", + "issue:46701", "issue:46829", "issue:46832", "issue:46932", + "issue:47000", "issue:47013", - "issue:47254", - "issue:47276" + "issue:47254" ], "soft_pairs": [ - "issue:43756|issue:46402", + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:43688|issue:45704", "issue:43646|issue:43749", + "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:45542|issue:46178", - "issue:43761|issue:46829", - "issue:46832|issue:46932", + "issue:43756|issue:46402", "issue:43653|issue:43927", - "issue:43761|issue:47013", + "issue:46832|issue:46932", "issue:44464|issue:44743", - "issue:44479|issue:44625", "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43761|issue:47013", + "issue:43761|issue:46829", "issue:43452|issue:43577", "issue:42898|issue:46491", "issue:32090|issue:33666", + "issue:41720|issue:44464", "issue:44466|issue:46050", "issue:44977|issue:46693", - "issue:41720|issue:44464", "issue:33666|issue:36331", - "issue:43688|issue:45440", - "issue:43504|issue:43550", "issue:44464|issue:44977", - "issue:44484|issue:44704", - "issue:43643|issue:44561", - "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:43688|issue:45440", "issue:45405|issue:47254", - "issue:43278|issue:43688", - "issue:43504|issue:43720", - "issue:43782|issue:46693", - "issue:43720|issue:43927", - "issue:44625|issue:47276", - "issue:43606|issue:43927" + "issue:43643|issue:44561" ], - "prepared_review_unit_hash": "7fe9fb35a5615c27a1bb5a64f29342759db597d409a9f620fbd8810cd6df902b", + "prepared_review_unit_hash": "5137d09ab5f16a92cd48932dfc674ee38f930cbc51684d4591d1372a36b567a1", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37250, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across loading, tokenization, generation, dtype, and model-specific regressions. None of the soft pairs look like true duplicates; they only share broad subsystem similarity.", - "confidence": 0.78, - "canonical_issue_reason": "If an anchor is needed, issue 43646 is the broadest and most umbrella-like report in the set: a general v5 custom-model initialization breakage that fits the overall regression theme better than the narrower, model-specific bugs.", + "summary": "The set is highly heterogeneous; the soft edges are mostly broad topical similarity (tokenization, generation, trainers, vision models) rather than true duplicates of the same underlying bug.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45701 is the most umbrella-like report in the list, covering version-driven tokenization regressions and sitting closest to several tokenizer-behavior items; it is still only a partial fit for the overall mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best representative issue because it is the most general, user-facing regression and can serve as a cluster anchor even though the cluster does not contain a clear duplicate set.", + "best_issue_reason": "issue:45701 is the best single anchor available because it is broad and regression-oriented, but the cluster is too diverse for any issue to cleanly represent all items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are loss crashes in detection models, but they involve different models, different failure modes, and different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about processor/tokenizer API breakage with images and the other is about codec handling in a specific tokenizer." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model/runtime failures: missing pad_token_id in Llama4 config vs a diffusion pipeline/output issue in Gemma." + }, + { + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Different problems: RoPE layer count mismatch vs. text-encoder weight loading failure. Same broad model-loading area, but not the same bug." + "reason": "Different problems in different subsystems: auxiliary-loss normalization vs an RMSNorm memory leak." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "General custom-model init regression vs. FSDP CPU RAM efficient loading breakage. Related to loading, but distinct code paths and symptoms." + "reason": "Both concern v5-era breakage, but one is custom model initialization and the other is FSDP CPU RAM efficient loading; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is auxiliary-loss normalization in MoE models; the other is a broad tokenization behavior regression." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is a BigBird special-token registration bug and the other is BOS/EOS insertion behavior for mdeberta-v3. Not the same underlying issue." + "reason": "Both involve special tokens, but they affect different tokenizers and different symptoms (empty decode vs missing BOS/EOS insertion)." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve backend detection, but one is missing TensorFlow backend handling and the other is an invalid tensorflow_text backend entry. Distinct causes." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both mention hidden_states, but they are opposite failures in different vision models and output classes. Not mergeable as one fix." + "reason": "Different backend-registration failures: TensorBoard without TF vs an undefined tensorflow_text backend." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "RT-DETR feature-level mismatch vs. Gemma4 quantized embedder dtype casting. Completely different subsystems." + "reason": "Different model-loading bugs: RoPE layer loss in Smollm3 vs Sam3 text-encoder weights not loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token bug vs. DiaConfig losing custom token IDs on save/load. Similar surface area, different bug and fix." + "reason": "One is a tokenizer special-token registration bug; the other is config save/load losing custom token IDs." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Hidden-state output regression vs. xLSTM train-mode return shape mismatch. Both are state/output bugs, but not the same code path." + "reason": "Different RT-DETR shape/type error vs Gemma4 quantized-embedder dtype casting issue." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both affect generation with stateful/compiled behavior, but one is chunked generation under compiled forward and the other is xLSTM recurrent-state reset. Different models and mechanisms." + "reason": "Both touch generation/caching, but one is compiled-forward inconsistency and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training vs an unrelated import error for GenerationMixin." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Both Qwen-family issues, but one is a video-input regression and the other is num_labels propagation. Different components." + "reason": "One is a video-input regression; the other is a config propagation bug for num_labels." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are state/output handling bugs, but in different architectures and with different return conventions." + }, + { + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL vs. GenerationMixin import failure. No shared underlying bug." + "reason": "Both mention hidden_states, but the bugs are different: one returns None, the other misassigns last_hidden_state." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file/from_pretrained loading regression vs. Blip2 dtype mismatch. Both are loading-related, but unrelated failures." + "reason": "Different load-path regressions: gguf_file breakage vs BLIP2 dtype remaining float32." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both tokenizer behavior regressions, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip bug." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is leading-space round-trip behavior in CodeLlama." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is a training bug; Qwen2-VL multi-GPU training is a model/setup-specific request. Not the same defect." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training setup." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different symptoms and paths: device-map cuda assert vs chunked generation inconsistency under compiled forward." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load semantics, but one is tied-weight serialization and the other is quantized sinq persistence. Different implementation paths." + "reason": "Both relate to save/load behavior, but one is lm_head serialization inconsistency and the other is sinq quantization persistence." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both touch flash-attention/Qwen3.5 generation, but one is correctness and the other is a performance regression. Too different to merge as one fix." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Auto device mapping cuda assert on A800 vs. compiled chunked-generation inconsistency. Different failure modes and code paths." + "reason": "Both involve FA2/generation, but one is incorrect generation output and the other is a performance regression in long-context generation." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training vs. CustomTrainer compute_loss signature mismatch. No shared underlying bug." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3MoE divergence from remote implementation. Related domain, not same fix." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Legacy field loading bug in BEiT vs. torch.compile + SDPA failure in Bamba. Different models and code paths." + "reason": "Multi-GPU training issue vs Trainer.compute_loss signature mismatch; not the same underlying bug." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but one is compiled chunked generation inconsistency and the other is flash-attention failure in Qwen3.5. Not the same bug." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "save_pretrained max shard-size question vs. AutoProcessor kwarg forwarding bug. Different concerns entirely." + "reason": "Shared generation context only; compiled-forward inconsistency is a different bug from flash-attention generation failure." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code=True vs. v5 removal of is_torch_fx_available breaking trust_remote_code models. Both affect remote code, but not the same issue." + "reason": "Different model-specific loading vs torch.compile/SDPA execution failure." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "KV-cache continuation tensor indexing crash in serve vs. beam-search cache reorder skipped for certain models. Both involve cache handling, but distinct bugs." + "reason": "Different model correctness bugs: auxiliary loss normalization vs DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "PEFT version pin complaint vs. PEFT+DeepSpeed ZeRO-3 checkpoint error. No overlap in underlying defect." + "reason": "One is an unmet dependency version bump; the other is a PEFT/DeepSpeed gradient-checkpointing failure." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Embedding dtype drift in evaluation vs. MoE auxiliary-loss normalization. Completely different areas." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field load failure in BEiT vs. BitNet packed-weight unpacking during accelerate loading. Both are loading bugs, but unrelated." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3VL weight_only load error vs. FA2 long-context performance regression. Different layers of the stack and different symptoms." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet packed-weight loading failure vs. DiaConfig custom token ID loss. Both can surface during load, but they are different defects." - }, - { - "left": "issue:44625", - "right": "issue:47276", - "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs. misleading synced_gpus warning in continuous batching. Not the same problem." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch in bark-small vs. DiaConfig save/load token ID loss. Different model subsystems and failures." + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking remote-code models." } ] }, @@ -8602,13 +8538,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 28, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -8626,21 +8562,21 @@ "issue:43577", "issue:43606", "issue:43611", - "issue:43646", - "issue:43701", + "issue:43688", "issue:43720", + "issue:43782", "issue:43825", - "issue:43844", "issue:43927", "issue:43994", - "issue:44291", "issue:44361", - "issue:44466", + "issue:44484", "issue:44488", "issue:44514", "issue:44554", - "issue:44568", "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", "issue:44843", "issue:44964", "issue:44977", @@ -8648,258 +8584,237 @@ "issue:45405", "issue:45491", "issue:45759", - "issue:45812", "issue:45823", "issue:46002", "issue:46050", "issue:46192", "issue:46209", "issue:46365", - "issue:46489", - "issue:46710", + "issue:46612", + "issue:46693", "issue:46846", + "issue:47276", "issue:47332" ], "soft_pairs": [ + "issue:44734|issue:46612", + "issue:43504|issue:43720", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:44625|issue:47276", + "issue:43606|issue:43927", + "issue:44484|issue:44704", "issue:43504|issue:44610", - "issue:43577|issue:44554", "issue:43720|issue:44361", + "issue:43577|issue:44554", "issue:43611|issue:46846", "issue:43525|issue:43572", "issue:44964|issue:45405", - "issue:44514|issue:45290", "issue:28218|issue:33357", + "issue:44514|issue:45290", "issue:43493|issue:43825", - "issue:44977|issue:46209", "issue:45823|issue:46050", + "issue:44977|issue:46209", "issue:45491|issue:46002", - "issue:44554|issue:46365", "issue:39692|issue:43295", + "issue:44554|issue:46365", "issue:44488|issue:44843", "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:45405|issue:47332", - "issue:43334|issue:45759", - "issue:43278|issue:43844", - "issue:44568|issue:46489", - "issue:43334|issue:43572", - "issue:43646|issue:44466", - "issue:44568|issue:45812", - "issue:43278|issue:43701", - "issue:43493|issue:43844", - "issue:46209|issue:46710", - "issue:43927|issue:44361", - "issue:43572|issue:44291", - "issue:43504|issue:43606" + "issue:43334|issue:45759" ], - "prepared_review_unit_hash": "7a13751fc0f18eb7b0e7d093fab9bf9ded0d55f08e78f00bc2c30d90869431da", + "prepared_review_unit_hash": "4235e32f912f055d0d438a0061d4e6f3fd1c2ab043de95f8a807cd4a72f0b929", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36499, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 27, + "serialized_chars": 35370, + "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 appears heterogeneous: most items are unrelated model-specific regressions, tokenizer edge cases, or docs/example failures rather than duplicates. I did not find any soft pair that clearly shares the same concrete bug or code path.", - "confidence": 0.19, - "canonical_issue_reason": "Issue 45812 is the strongest cluster anchor: it describes a broad, concrete tokenizer regression with multiple inbound references and a clear v4\u2192v5 impact.", + "summary": "This cluster is highly heterogeneous: the items cover many unrelated bugs in tokenizers, model loading, generation, quantization, and docs. I found no strong duplicate group large enough to justify a single canonical issue, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best representative issue because it is specific enough to be actionable yet broad enough to stand in for a major tokenizer regression theme in this set.", + "best_issue_reason": "Issue 46693 is the most active and concrete report in the set, with substantial discussion and references, so it is the best representative issue if one must be chosen. However, it is not a true cluster canonical because the surrounding issues are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Different subsystems and failures: model preset loading with a legacy field vs processor/model image-size mismatch." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Unrelated bugs: Blip2 dtype propagation vs an MPS attention correctness issue." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "Packed-weight loading failure and tokenizer AttributeError are different code paths and model areas." - }, - { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "One is about base_model_prefix loading, the other about missing tensor-parallel plan entries; not the same bug." + "reason": "Both involve generation/cache behavior, but one is KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific model families; different code paths and failures." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Both are config attribute errors, but for different models and different missing fields; no clear shared root bug." + "reason": "Different loading bugs: Beit semantic segmentation fails on a legacy config field, while BitNet fails because packed weights are not unpacked during accelerate loading." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Model loading failure and an unreleased dependency version bump are unrelated." + "reason": "Unrelated bugs: dtype drift in embedding layers versus incorrect auxiliary-loss normalization." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Both involve chat template paths, but the triggers differ materially: batched padding handling vs assistant tool-call content handling." + "reason": "Qwen3-VL weight-only loading error is a model-loading issue; FA2 long-context slowdown/regression is a generation performance issue." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Tokenizer spacing bug and a MacOS bus error in a CLIP model are unrelated." + "reason": "Packed-weight loading in BitNet and DiaConfig token-ID persistence are separate failures in different subsystems." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44625", + "right": "issue:47276", "accept": false, - "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are different issues." + "reason": "Qwen3.5 config propagation and a misleading synced_gpus warning are unrelated; one is a model config bug, the other is messaging in continuous batching." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different model/runtime problems: flash-attention generation issues vs FP8 inference on B200." + "reason": "CPU offload device mismatch for bark-small is not the same bug as DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Device-mismatch during forward and broken quantized reload after save_pretrained are separate failures." + "reason": "These are different APIs and symptoms: save_pretrained shard-size behavior versus AutoProcessor not forwarding kwargs to cached_file." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different NaN scenarios in different training/eval contexts; not the same underlying bug." + "reason": "Both touch model/processor loading, but Beit legacy-field loading and OmDet processor size mismatch are distinct concrete issues." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Attention correctness on MPS is unrelated to the Trainer import conflict with datasets." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Docs/example mistakes are not the same as a regression in processor.tokenizer/image handling." + "reason": "Blip2 dtype not honoring requested precision and an MPS attention correctness issue are unrelated." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "General model load failure vs a specific offline-mode Mistral regex/model_info regression." + "reason": "Base-model-prefix loading regression and Qwen3.5 tensor-parallel plan omissions are different code paths and failure modes." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Wrong SigLIP2 outputs and ignored return_tensors in multimodal kwargs are different API bugs." + "reason": "Both mention missing pad-token fields, but they affect different configs and different attribute names; not the same concrete bug." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Phi-4 multimodal loading failure and an unreleased MIN_PEFT_VERSION bump are unrelated." }, { - "left": "issue:45405", - "right": "issue:47332", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "A dependency version policy issue is unrelated to an offloading save failure." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in a CLIP model are completely unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both concern multimodal config loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config for causal LM construction." + "reason": "Both are apply_chat_template crashes, but the triggering inputs differ materially: batched padding=False versus assistant tool-call messages with no content." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Dtype mismatch in evaluation and a DeepSpeed/ZeRO gradient anomaly are different training issues." + "reason": "SigLIP2 implementation discrepancy and a misleading pipeline translation-support message are unrelated." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." + "reason": "Gemma4 device-mismatch with device_map=\"auto\" and sinq quantized save/load breakage are different problems." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Missing pad_token_id vs missing pad_token_idx on different configs; too model-specific to merge." + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different hardware/backend issues." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct v5 regressions." + "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention with mixed-length batches; the other is classification-head NaNs during checkout/init." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both involve tokenizers, but one is special-token insertion for a specific tokenizer while the other is Granite-wide wrong token IDs; different concrete bugs." + "reason": "Documentation example errors for SigLIP2 and a v4.57.5 regression in processor/tokenizer handling are not the same bug." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "MPS attention correctness and importing Trainer failing until datasets is uninstalled are unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient inflation are separate issues." + "reason": "Model loading failure for cjvt/sleng-bert and the offline-mode regression from unconditional model_info() calls are different root causes." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Both are model quality/runtime regressions, but one is FP8 hardware inference and the other is a post-upgrade accuracy regression on a specific model." + "reason": "SigLIP2 producing nonsense outputs and return_tensors being ignored when text_kwargs is passed are unrelated API bugs." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Custom token ID persistence/generation failure is unrelated to a tokenizer AttributeError on tasks." + "reason": "Tokenizer BPE-marker handling for Ministral and Qwen3.5 flash-attention generation problems do not share the same code path." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:45405", + "right": "issue:47332", "accept": false, - "reason": "A missing config attribute after v5 update and an init_empty_weights constructor argument error are different failures." + "reason": "An unreleased PEFT version bump and inability to save a disk-offloaded Qwen3-VL model are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Legacy preset loading and CPU offload device mismatch are not the same bug." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id on load and the other is from_config not unwrapping text_config; different failures, not one duplicate bug." } ] }, @@ -8913,7 +8828,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 29, "review_unit_count": 65, "status": "reviewed", @@ -8931,273 +8846,286 @@ "issue:38175", "issue:42490", "issue:42947", + "issue:43278", + "issue:43334", "issue:43381", + "issue:43493", "issue:43504", + "issue:43572", "issue:43606", + "issue:43646", "issue:43653", "issue:43696", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", - "issue:43937", + "issue:43927", "issue:43994", "issue:44112", - "issue:44423", + "issue:44291", + "issue:44361", "issue:44464", + "issue:44466", "issue:44493", + "issue:44568", "issue:44589", - "issue:44734", "issue:44849", "issue:44964", "issue:45072", - "issue:45084", - "issue:45200", - "issue:45229", "issue:45245", "issue:45357", "issue:45520", "issue:45584", - "issue:45588", - "issue:45823", + "issue:45812", "issue:46050", "issue:46209", "issue:46285", - "issue:46399", - "issue:46701", + "issue:46489", "issue:46710", "issue:46821", - "issue:46832", - "issue:46846", - "issue:47013", - "issue:47145", - "issue:47254" + "issue:46832" ], "soft_pairs": [ - "issue:46821|issue:46832", - "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43572|issue:44291", + "issue:43504|issue:43606", "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", "issue:44493|issue:46285", - "issue:45245|issue:46710", "issue:43504|issue:43653", - "issue:44849|issue:46209", + "issue:45245|issue:46710", "issue:43606|issue:44112", + "issue:44849|issue:46209", + "issue:43994|issue:44493", "issue:44849|issue:45357", "issue:45072|issue:46832", - "issue:43994|issue:44493", - "issue:42490|issue:43696", "issue:43873|issue:46050", - "issue:43844|issue:44964", "issue:44464|issue:45584", + "issue:42490|issue:43696", "issue:15354|issue:38175", + "issue:43844|issue:44964", "issue:42947|issue:43381", - "issue:45229|issue:45823", - "issue:46399|issue:46846", - "issue:47013|issue:47254", "issue:29159|issue:32090", - "issue:44849|issue:47145", - "issue:28218|issue:34567", - "issue:45084|issue:45520", - "issue:45200|issue:45229", - "issue:45588|issue:46050", - "issue:44423|issue:44734", - "issue:43937|issue:46701" + "issue:28218|issue:34567" ], - "prepared_review_unit_hash": "f8dbfa3b4cf7d525c7606efd4eac578c5f4d83a30c9f11cbf146de1367cdc25d", + "prepared_review_unit_hash": "cda558a754faccf68462937d224791c6246e101f142aa3ac40d113aa183a420f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36246, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated model-loading, tokenizer, serving, checkpointing, and quantization bugs, so none should be merged as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 44849 is the best representative standalone issue here: it is a concrete model-specific regression report (Qwen3.5 output_hidden_states) and sits closest to the small Qwen3.5-related subset in this cluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports, with a loose concentration around tokenizer/config regression issues. There isn\u2019t a strong duplicate group here, so the best representative issue is one of the broad tokenizer regression reports rather than a true canonical duplicate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the most representative high-signal report in the cluster: it describes a broad, user-facing tokenizer regression with v4\u2192v5 impact and is thematically closest to several other tokenizer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44849 is the strongest general issue candidate because it is specific, reproducible, and model-behavior focused rather than an environment or CI artifact.", + "best_issue_reason": "issue:45812 is the strongest cluster representative because it captures a concrete, widely impactful regression and is more central than the narrower one-off model/config complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Different models and failure modes: TimesFM window_size AttributeError vs RT-DETR forward shape mismatch." + "reason": "Different bugs: custom model initialization vs. inconsistent lm_head serialization. Same release window/subsystem is not enough." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "ImportError for a missing class is unrelated to a storage-object lookup failure." + "reason": "One is an eval-time dtype change, the other is a resume/checkpoint key mismatch. No shared code-path bug." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "One is a missing storage backend type; the other is a flash_attn import KeyError." + "reason": "Both involve tokenizers, but the concrete failures differ by model and symptom (special-token insertion vs DeepSeek-Coder tokenization regression)." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure drift are different bugs." + "reason": "Unrelated training behavior: embedding dtype drift versus gradient blow-up under ZeRO-3." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Category-count limit error is unrelated to an accuracy regression." + "reason": "Both mention missing pad fields, but they affect different configs/models and appear to be separate compatibility issues." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Legacy pretrained-field loading in BEiT is not the same as BigBirdTokenizer special-token registration." + "reason": "Separate tokenizer regressions: add_special_tokens/BOS-EOS behavior versus wrong token IDs for Granite models." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Qwen3.5 hidden_states bug vs FP8 inference OOM on B200 are different code paths and symptoms." + "reason": "Different tokenizer/model failures with different symptoms; no evidence they share the same underlying defect." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "A real CPU offload device mismatch is not the same as a stale CI test failure." + "reason": "SigLIP2 implementation discrepancy is not the same as a ZeRO-3 gradient anomaly." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both mention Qwen3.5, but output_hidden_states and incorrect save_pretrained visual keys are distinct bugs." + "reason": "FP8 inference OOM on B200 and a DeepSeek accuracy regression are unrelated." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "dtype mismatch in inference is unrelated to RT-DETR feature-level count mismatch." + "reason": "Both are Transformers-5 compatibility issues, but they hit different APIs and failure modes; too broad to merge." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Siglip2 nonsensical outputs do not match an unexpected position-id key issue." + "reason": "Legacy-field load failure for Beit is unrelated to CPU-offload device mismatch in Bark." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Local-path slash import warning is unrelated to a CUDA OOM." + "reason": "Storage-object TypeError and Python 3.13 flash_attn import KeyError are distinct environment/runtime issues." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Quantization/offloading misbehavior is broader and different from a save_pretrained/from_pretrained corruption bug." + "reason": "ImportError for a missing class and Float8 storage lookup failure are different breakages." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Gradient blow-up under ZeRO-3 is not the same underlying problem as a model-load failure." + "reason": "TimesFM window_size handling and RT-DETR feature-level mismatch are different model-specific bugs." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency is different from Whisper empty-transcription failure after token alignment." + "reason": "Both are model-structure regressions, but they affect different architectures and error paths." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "TorchScript GeneratorExp support is unrelated to Siglip2 zero-probability outputs." + "reason": "Loading a model with a legacy field and a tokenizer special-token registration bug are not the same defect." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "PEFT LoRA gradient-checkpointing ineffectiveness is not the same as checkpointing being disallowed in eval mode." + "reason": "Category-count limit error and accuracy regression are unrelated." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "CUDA OOM in multi-GPU inference is different from a device mismatch with device_map=auto." + "reason": "A real device-mismatch bug is not the same as a stale CI test failure." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "A missing decorator for rotary-pos-emb registration is not the same as missing tensor-parallel plan entries." + "reason": "Qwen hidden-states behavior and FP8 hardware incompatibility are unrelated." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "xLSTM unpacking a bare tensor is a distinct train-mode bug from a PEFT+DeepSpeed checkpoint error." + "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys do not share the same root cause." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError." + "reason": "One is an output_hidden_states bug; the other is incorrect save_pretrained visual-encoder key serialization." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression and FP8 frozen-checkpoint scaling loss are separate issues." + "reason": "Different subsystems and different failure modes: dtype mismatch versus backbone/output shape mismatch." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Extra spacing after an added token is unrelated to TrainerState token-count updates." + "reason": "Quantization/offloading problems are related at a high level, but these are different code paths: offload behavior vs save/load corruption." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Non-template node compilation failure does not share the flash_attn import KeyError root cause." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are unrelated generation bugs." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros is a different bug from multi-GPU CUDA OOM." + "reason": "A path warning on local model loading is unrelated to CUDA OOM on GPT-oss-20b." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "flash_attention s_aux=None crash and sinq checkpoint save/load corruption are different code paths." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Continuous-batching multimodal crash with str.to is not the same as KV-cache continuation indexing." + "reason": "ZeRO-3 gradient instability and Phi-4 multimodal loading failure are different problems." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is explicitly disallowed in eval mode." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and Trainer broadcast TypeError do not share the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Invalid GenerationConfig and broken image-text-to-text pipeline behavior are unrelated." + "reason": "Added-token spacing and num_input_tokens_seen not updating are unrelated issues." } ] }, @@ -9211,7 +9139,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 30, "review_unit_count": 65, "status": "reviewed", @@ -9221,309 +9149,294 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29870", "issue:29942", "issue:30333", "issue:37428", - "issue:39692", "issue:41720", - "issue:42490", - "issue:42915", "issue:43065", "issue:43295", - "issue:43334", - "issue:43404", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", - "issue:43550", "issue:43572", "issue:43575", "issue:43701", - "issue:43824", - "issue:43844", "issue:43873", + "issue:43937", "issue:43957", "issue:44186", - "issue:44521", + "issue:44423", "issue:44554", "issue:44610", + "issue:44734", + "issue:44849", "issue:44869", "issue:44977", "issue:45072", + "issue:45084", "issue:45198", "issue:45200", - "issue:45290", + "issue:45229", "issue:45406", "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", + "issue:46399", "issue:46701", "issue:46710", "issue:46752", - "issue:46821" + "issue:46821", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" ], "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:47013|issue:47254", + "issue:45200|issue:45229", + "issue:44849|issue:47145", + "issue:45588|issue:46050", "issue:43493|issue:43701", + "issue:43937|issue:46701", + "issue:44423|issue:44734", "issue:41720|issue:46710", "issue:44554|issue:45446", "issue:43065|issue:46369", "issue:37428|issue:43957", "issue:44977|issue:46701", - "issue:44869|issue:46752", "issue:43295|issue:43450", + "issue:44869|issue:46752", "issue:29942|issue:30333", - "issue:43404|issue:46710", + "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", - "issue:45406|issue:46121", "issue:43295|issue:43873", + "issue:45406|issue:46121", "issue:43572|issue:46821", "issue:43540|issue:45200", - "issue:44186|issue:46192", "issue:43295|issue:44610", - "issue:45823|issue:46192", - "issue:43550|issue:43844", - "issue:43572|issue:43957", + "issue:44186|issue:46192", "issue:43450|issue:43575", - "issue:45520|issue:46178", - "issue:45200|issue:45823", - "issue:29870|issue:29942", - "issue:37428|issue:43824", - "issue:42490|issue:43493", - "issue:39692|issue:46192", - "issue:43295|issue:43493", - "issue:42915|issue:43824", - "issue:43334|issue:43525", - "issue:44521|issue:45290" + "issue:45823|issue:46192", + "issue:43572|issue:43957" ], - "prepared_review_unit_hash": "a60601506bef531bec5d18de7b0975a1a2003564ce61dd777318e2e615436dca", + "prepared_review_unit_hash": "4d535bf7a68e728f03189e71716314745acb907ed5f5241895ec7ababc24ddca", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37414, - "estimated_input_tokens": 9354, - "estimated_eval_tokens": 18964 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36143, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-, processor-, or backend-specific bugs. There is no clear duplicate set; the closest theme is multimodal/processor regressions, with issue 43295 the best representative.", - "confidence": 0.23, - "canonical_issue_reason": "Issue 43295 is the broadest and most representative multimodal regression in the set, centered on processor/tokenizer behavior and image handling; several other items are also processor-facing, but none are close duplicates.", + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem/model keywords (Gemma, Qwen, flash-attention, serve, tokenizer) but describe different concrete failures. No PRs are present. I would not merge any soft pair.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents this cluster semantically; the items span unrelated bugs. If an anchor is needed, issue:45229 is the most active and discussion-heavy, but it is only a weak representative by activity, not topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best global issue for this cluster because it captures a common, user-facing multimodal processor regression without being overly narrow to one model family.", + "best_issue_reason": "Issue:45229 has the strongest signal (highest discussion activity and inbound references), so it is the best standalone anchor among the issues, though it does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5/attention internals, but one is a missing registration decorator crash and the other is a TP plan/OOM-shape bug; different underlying fixes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference problems, but one is a multi-GPU CUDA OOM and the other is a device-mismatch forward bug with device_map=\"auto\"." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: template-node compilation error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated code paths: xLSTM train-mode unpacking bug vs PEFT/DeepSpeed checkpointing error." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting is unrelated to the Gemma4 31B multi-GPU OOM." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale loading corruption are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling crash and sinq save/load breakage are distinct issues." + }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Different failures: SigLIP2 implementation discrepancy vs checkpoint key mismatch. No shared code path or bug." + "reason": "SigLIP2 implementation mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different model/pipeline bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serve, but one is a multimodal continuous-batching AttributeError and the other is KV-cache tensor indexing in /v1/responses." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different model/runtime problems: CUDA assert on auto device mapping vs accuracy regression after upgrade." + "reason": "One is a Qwen3 device-mapping cudaErrorAssert, the other is a post-upgrade accuracy regression; not the same code-path bug." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Unrelated issues: MPS attention correctness vs a PyTorch version gate for flex_attention imports." + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model family, but one is a dummy Conv2d implementation detail and the other is an OOM/memory issue; not the same bug." + "reason": "Both mention SAM3, but one is a dummy Conv2d design issue and the other is a memory overflow in sam3-litetext." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing flash-attention helper vs model loading failures on meta device; different code paths." + "reason": "Flash-support import failure and meta-device model-loading breakage are separate compatibility bugs." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different subsystems: Qwen3.5 flash-attention generation bug vs a DiffusionGemma pipeline issue." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma image-text pipeline failure." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Whisper timestamp decoding crash vs empty-list chat template IndexError; no concrete overlap." + "reason": "Processor.tokenizer regression and batched video shape handling are different multimodal preprocessing bugs." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Both are processor-related, but one is a processor.tokenizer regression and the other is batched video shape handling; distinct bugs." + "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to apply_chat_template on empty lists." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLFlow run-finalization issues are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are entirely different topics." }, { - "left": "issue:43404", + "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Weight tying bug in Mistral3 vs an accuracy regression in DeepSeek; different models and symptoms." + "reason": "Flash-attention generation failure and an accuracy regression after upgrading Transformers do not describe the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in inference vs save_pretrained/tokenization failure; not the same underlying problem." + "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention integration crash on sink-less models vs config unwrapping for composite multimodal models; different fixes." + "reason": "Flash-attention sink-less crash and Qwen multimodal config unwrapping are different defects." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs rope-parameter dict type handling; unrelated." + "reason": "Processor/tokenizer regression and quantization offloading behavior are different issues." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different areas." + "reason": "Gemma4Processor missing _tokenizer in serve and rope-validation TypeError are unrelated." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Both mention config attributes, but StableLm pad_token_idx and TimesFM window_size are separate model-specific bugs." + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different model/config bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe vs Gemma 4 mm_token_type_ids handling; different issues." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "Tokenizer crash on NER/batched padding vs return_tensors being ignored with text_kwargs; not the same bug." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are not the same failure." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but one is tokenizer attribute access and the other is incorrect image size preprocessing." + "reason": "Transformer processor regression and OmDet-Turbo input-size mismatch are unrelated preprocessing bugs." }, { - "left": "issue:45823", + "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Device-mismatch during forward vs return_tensors precedence; unrelated behaviors." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile/SDPA failure and ZeRO-3 gradient anomaly are different training/runtime problems." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs meta-device model loading breakage; different root causes." + "reason": "Both are tokenizer API problems, but one is a LayoutLMv2 crash on NER/batched padding and the other is return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug vs tensor-parallel OOM on large Qwen2 model; no overlap." - }, - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "flash_attn import-key error on Python 3.13 vs BACKENDS_MAPPING validation for tensorflow_text; different import paths." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 text-only fine-tuning token-type defaults vs Gemma4 device placement mismatch; separate issues." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to Flash Attention 2 test failures." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Missing helper import in flash-attention utilities vs inability to import a Qwen2.5 VL class; different modules." + "reason": "Video processor batching shape error and Qwen2-57B tensor-parallel OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:39692", + "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Doc-example errors for SigLIP2 vs return_tensors being ignored; different problem classes." + "reason": "Gemma4 device-map forward mismatch and return_tensors handling are separate bugs." }, { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Both are multimodal regressions, but one is processor/tokenizer access and the other is SigLIP2 implementation discrepancy; not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5 VL import error are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both are pad_token_id attribute errors, but they affect different model configs and are not clearly the same concrete bug." - }, - { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content; distinct failures." + "reason": "StableLmConfig missing pad_token_idx and meta-device loading breakage are different regression classes." } ] }, @@ -9537,298 +9450,291 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 31, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", "issue:37428", - "issue:41720", + "issue:39692", + "issue:42490", + "issue:42915", "issue:43262", "issue:43278", - "issue:43335", - "issue:43425", + "issue:43295", + "issue:43334", "issue:43450", "issue:43452", + "issue:43493", + "issue:43525", "issue:43526", "issue:43550", - "issue:43606", "issue:43653", - "issue:43819", "issue:43824", - "issue:43827", + "issue:43844", "issue:43856", - "issue:43901", "issue:43950", "issue:43975", "issue:44112", "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:45593", + "issue:45823", + "issue:46178", "issue:46192", "issue:46209", "issue:46234", "issue:46285", "issue:46512", "issue:46894", - "issue:46899", - "issue:46932" + "issue:46899" ], "soft_pairs": [ + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:45381|issue:46209", - "issue:44466|issue:45127", "issue:43824|issue:43975", + "issue:43262|issue:43450", "issue:44737|issue:46894", "issue:43975|issue:45520", - "issue:43262|issue:43450", - "issue:43950|issue:46285", + "issue:44466|issue:45127", "issue:43653|issue:44112", + "issue:43950|issue:46285", "issue:43452|issue:46512", - "issue:44561|issue:46234", "issue:44442|issue:45198", + "issue:44561|issue:46234", "issue:45200|issue:46899", "issue:43526|issue:46192", "issue:45200|issue:45325", - "issue:44898|issue:45412", - "issue:43819|issue:44112", - "issue:43335|issue:43550", - "issue:45200|issue:46932", - "issue:41720|issue:46209", - "issue:44610|issue:44857", - "issue:43819|issue:45083", - "issue:44792|issue:45563", - "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:43335|issue:43653", - "issue:43827|issue:43901", - "issue:44857|issue:45593" + "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "c846bd60af4fd9a59f838afa68d37aba1094cc594b7d1c9686ee875121e435e3", + "prepared_review_unit_hash": "346bd68872122aa4720a579e693b6d84812b0530f34900e1cef53194a37a1e26", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "soft_pair_count": 28, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: tokenizer spacing, embedding init/dtype, processor shape/template bugs, import regressions, and model-specific training/inference failures. None of the soft pairs looks like the same underlying bug, so all should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43950 is the broadest standalone regression in the set (a v5 from_pretrained loading/corruption bug) and is the most plausible anchor if one issue must represent the cluster.", + "summary": "This cluster is not a true duplicate set; it spans many unrelated transformers bugs across tokenization, loading, multimodal chat templates, model-specific regressions, and CI/backend issues. No soft pair looks like the same underlying bug/change, so all candidate edges are rejected. Issue 44521 is the closest loose representative only because it has the strongest discussion/ref signal in a recurring multimodal chat-template area.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items are heterogeneous. If one issue must be chosen, 44521 is the best loose representative due to the strongest engagement and because it sits in the broad multimodal chat-template regression area.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the strongest overall candidate to keep as the representative issue: it is concrete, regression-like, and broadly impactful compared with the more niche model- or doc-specific reports.", + "best_issue_reason": "44521 is the most central issue by discussion/inbound references, but it is still only a representative of a subtheme rather than a true duplicate root for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Different root causes and surfaces: embedding dtype mismatch during evaluate vs memory usage in Qwen3 MoE training." - }, - { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Tokenizer detokenization spacing bug vs embedding resizing/post_init reinitialization bug; unrelated code paths." + "reason": "Different bugs: SDPA/torch.compile failure in Bamba-9B-v2 vs a gradient growth problem under HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Qwen2.5-VL vision position IDs bug vs FP8/B200 inference failure; different models and failure modes." + "reason": "Both are import/backend problems, but they target different failures and different code paths: flash_attn on Python 3.13 vs tensorflow_text backend mapping." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head weight saving and the other is LoRA merge with extended vocabulary; not the same bug." + "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Import error for a missing class vs incorrect detokenization for a specific model; no shared underlying fix." + "reason": "Different missing imports: _flash_supports_window_size vs Qwen2_5_VLForConditionalGeneration." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "XLNet CPU device placement bug vs ASR training-loss double-shift bug; unrelated subsystems." + "reason": "Both involve Gemma4/multimodal processing, but one is about missing mm_token_type_ids defaults and the other is a device mismatch during forward; not the same bug." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer detokenization issue vs import_utils KeyError on flash_attn; completely different problems." + "reason": "Local-path trailing-slash import warning is unrelated to the SigLIP2 HF-vs-JAX discrepancy." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default bug vs batched video processor shape bug; different processors and logic." + "reason": "v4.57.5 processor.tokenizer regression with images is different from the SigLIP2 implementation mismatch." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both touch model-loading/structure in v5, but one is non-persistent buffer corruption on from_pretrained and the other is CLIP text-model structure inconsistency." + "reason": "SigLIP2 doc example errors are unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer special-token registration bug vs a stale CI device-override test; unrelated." + "reason": "Qwen3Moe FP8 failure is unrelated to the Qwen2.5-VL import error." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "gguf_file loading failure vs from_config(dtype=...) leaving config dtype stale; different APIs and defects." + "reason": "Qwen3-VL missing pad_token_id and Llama4Config missing pad_token_id are similar symptoms but different model-specific config bugs." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Both are import_utils symbol regressions, but they affect different missing helpers and different downstream breakages." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; different concrete paths." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "FastSpeech2Conformer AutoTokenizer load failure vs Wav2Vec2 save_pretrained/tokenization failure; different models and code paths." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting bug vs unsafe dtype cast in quantized multimodal embedders; related family, but not the same underlying change." + "reason": "Tokenizer extra-space detokenization and output embedding reinit after resize are separate tokenizer/model-init issues." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "reduce_labels truncation bug vs return_tensors being ignored when text_kwargs is passed; different processor API issues." + "reason": "Qwen2.5-VL video position-id bug is unrelated to FP8 inference failing on B200." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Default mm_token_type_ids behavior vs Qwen2.5-VL rope index scaling; unrelated multimodal bugs." + "reason": "Missing Qwen2_5_VL import is unrelated to DeepSeek-Coder detokenization regression." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Perceiver resolution handling bug vs RT-DETR memory leak; different models and bug classes." + "reason": "Audio chat-template sample-rate default and batched video processor output-shape bug are different processor failures." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "DAC latent reconstruction mismatch vs stale CI device override test; no shared code path." + "reason": "XLNet CPU arange/device bug is unrelated to the CohereASR double-shift training-loss issue." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different model internals." + "reason": "DeepSeek-Coder detokenization and flash_attn import KeyError are different subsystems and failures." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Both are Gemma4-related, but one is missing default mm_token_type_ids and the other is quantized vision/audio dtype casting; separate fixes." + "reason": "Inconsistent lm_head.weight serialization is not the same as LoRA merge collapse with extended vocabulary." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert vs FP8 inference incompatibility on B200; different hardware-path failures." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to a stale device-override CI failure in GraniteSpeech." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP CUDA crash; unrelated detection bugs." + "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIPTextModel structural inconsistency." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "DAC.from_latents/STE mismatch vs qwen3_omni_moe feature-length helper behavior; different modules." + "reason": "gguf_file loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Janus image-generation test failure vs stale paged-generate warning for num_return_sequences; not the same issue." + "reason": "AutoTokenizer failing to load FastSpeech2ConformerTokenizer is separate from Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe length helper bug; unrelated." + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is unrelated to missing is_falcon_mamba_ssm_available." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Missing import symbol regression vs torch 2.10 incompatibility; one is a code/API break, the other is a dependency version issue." + "reason": "Both are multimodal/gemma-related, but mm_token_type_ids defaults and unsafe 4-bit dtype casts are different concrete bugs." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "SwitchTransformers sparse layer creation bug vs BigBirdTokenizer special-token registration bug; different components." + "reason": "BeitImageProcessorFast reduce_labels returning one label is unrelated to return_tensors being ignored with explicit text_kwargs." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both are documentation cleanup items, but they concern different pages and different deprecated pipeline arguments; not the same underlying bug." + "reason": "Different Qwen/Gemma multimodal bugs: mm_token_type_ids defaulting vs still-image rope index scaling." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE when denoising is off; different model logic." + "reason": "Perceiver interpolation failure and RT-DETR memory release bug are unrelated." } ] }, @@ -9842,7 +9748,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 32, "review_unit_count": 65, "status": "reviewed", @@ -9856,270 +9762,298 @@ "issue:29942", "issue:32090", "issue:33357", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", - "issue:39692", + "issue:41720", "issue:42490", "issue:43335", "issue:43388", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", + "issue:43653", "issue:43819", + "issue:43827", "issue:43854", + "issue:43901", "issue:44112", "issue:44206", - "issue:44351", "issue:44448", "issue:44466", - "issue:44493", - "issue:44514", - "issue:44521", - "issue:44617", + "issue:44610", "issue:44743", + "issue:44792", "issue:44855", + "issue:44857", "issue:45083", - "issue:45290", + "issue:45200", "issue:45412", "issue:45520", + "issue:45563", "issue:45584", - "issue:45588", + "issue:45593", "issue:45759", - "issue:45859", "issue:46170", + "issue:46209", "issue:46285", - "issue:46326", "issue:46424", "issue:46431", "issue:46512", "issue:46566", - "issue:46697", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46932" ], "soft_pairs": [ - "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:43827|issue:43901", + "issue:28282|issue:33357", "issue:45759|issue:46285", - "issue:38175|issue:45412", "issue:46512|issue:46821", - "issue:28282|issue:33357", - "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:44206|issue:45584", "issue:29942|issue:32090", "issue:43335|issue:43504", - "issue:46424|issue:46858", "issue:43611|issue:44466", + "issue:43388|issue:43526", + "issue:46424|issue:46858", "issue:43550|issue:44112", "issue:44855|issue:45083", "issue:43335|issue:45083", "issue:43335|issue:44112", + "issue:43335|issue:43606", "issue:45520|issue:46170", "issue:46431|issue:46566", - "issue:43335|issue:43606", "issue:44448|issue:44743", - "issue:45290|issue:46326", - "issue:42490|issue:43854", - "issue:37428|issue:44351", - "issue:44617|issue:46697", - "issue:45588|issue:45859", - "issue:34689|issue:35141", - "issue:43819|issue:44493", - "issue:44514|issue:44521", - "issue:39692|issue:43526" + "issue:42490|issue:43854" ], - "prepared_review_unit_hash": "b14eea833704a82ac9475db6fab9d4718f82af8cf44fd4d15dcb0d77d4b6ea5f", + "prepared_review_unit_hash": "ee0977e6baa72572b6529e147bee27d5a162cb7d11b8095b0ab8b14b3f0548b0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36294, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "soft_pair_count": 31, + "serialized_chars": 37353, + "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 highly heterogeneous: most items are unrelated bug reports spanning model loading, chat templates, cache behavior, device/offload issues, and platform-specific import errors. None of the soft edges look like the same underlying bug, so they should all be rejected. If a representative anchor is needed, issue 43335 is the most connected, but it is not a true duplicate hub.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43335 is the most centrally connected item in the cluster by soft-link count, so it is the best available representative anchor, though the surrounding items are not actually duplicates of it.", + "summary": "These items are a heterogeneous set of unrelated bug reports and doc regressions. I do not see any soft pair that describes the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the cluster mixes unrelated model-loading, cache, tokenizer, CI, and documentation problems.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global canonical for the whole cluster because the topics diverge too much; 43335 is only the least-bad representative, not a definitive duplicate target.", + "best_issue_reason": "No issue is a clear duplicate hub for the others; the safest triage is to keep them separate rather than force a representative canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Different bugs: audio feature extractor argument handling vs Whisper empty-transcription generation failure." + "reason": "Different subsystems and failures: DAC latent decoding vs a GraniteSpeech CI test mismatch." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both Gemma-related but distinct problems: missing mm_token_type_ids vs dtype casting for quantized embedders." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping assert vs FP8 inference on B200." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: OmDet processor image sizing vs LwDetr AMP loss crash." + }, + { + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different model/config problems: text_config unwrapping in AutoModelForCausalLM vs CLIP model structure inconsistency." + "reason": "No shared underlying bug; one is DAC latents, the other is a feature-length helper in qwen3_omni_moe." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Unrelated issues: SigLIP2 zero probabilities vs RT-DETR memory not being released." + "reason": "Janus image generation test failure is unrelated to a stale warning in paged generate()." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different failures in different config paths: stale config.dtype vs TimesFM window_size AttributeError." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length arithmetic." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both are load failures, but one is missing PyTorch and the other is a MacOS bus error on a CLIP model." + "reason": "Both mention imports/versioning, but one is a missing flash-attention symbol and the other is Torch 2.10 incompatibility." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels behavior." + "reason": "Different models and bugs: sparse layer config creation vs BigBirdTokenizer special-token registration." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different subsystems and root causes: Flash Attention 2 test failures vs Trainer GPU broadcast NoneType error." + "reason": "Separate detection-model training issues: AMP/CUDA crash vs missing auxiliary losses when denoising is off." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Both are model/config bugs, but they concern different models and different failure modes." + "reason": "Both are docs issues, but they target different APIs and different stale references." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both touch cache handling, but one is a max_cache_length config limitation and the other is a device-tensor seq_length arithmetic bug." + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error with a community CLIP model." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different code paths: model loading with base_model_prefix vs serialization of lm_head.weight varying by device." + "reason": "Different architecture problems: multimodal Qwen config unwrapping vs CLIP text-model structure inconsistency." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Unrelated: Bamba SDPA torch.compile failure vs a GraniteSpeech CI device-override test regression." + "reason": "Unrelated API issues: stale config.dtype after from_config vs TimesFM window_size attribute handling." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different issues: Python 3.13 import parsing failure vs a qwen3_omni_moe helper-length behavior bug." + "reason": "Siglip2 probability behavior is unrelated to RT-DETR memory reclamation." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Different models and different logic: SwitchTransformers sparse layer creation vs qwen3_omni_moe feature-length calculation." + "reason": "Different failures in different pipelines: unsupported feature-extractor arg vs Whisper empty-transcription generation." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "No shared bug: SwitchTransformers config construction vs GraniteSpeech CI stale device override." + "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Both are import/compatibility issues, but they stem from different dependency/platform problems." + "reason": "Different models and root causes: SwitchTransformers sparse-layer bug vs Beit legacy-field loading bug." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Different problem classes: missing chat template on a processor vs DiffusionGemma weights staying on meta with device_map=auto." + "reason": "One is a base_model_prefix loading regression; the other is serialization inconsistency for lm_head.weight." }, { - "left": "issue:43335", - "right": "issue:43606", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers sparse-layer config vs Bark-small CPU offload device mismatch." + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduce_labels." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Different bugs: Pegasus output regression vs qwen3_5 recurrent states resetting when using cache." + "reason": "Cache max length config and device-tensor seq-length arithmetic are different cache bugs." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are chat-template related, but one crashes on assistant tool calls with no content and the other is about continue_final_message for mistral_common tokenizers." + "reason": "Torch.compile/SDPA model failure is unrelated to a stale GraniteSpeech CI test override." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different issues: trailing-slash local path import warning vs GLM-4.7-Flash loading failure in unit tests." + "reason": "Python 3.13 import parsing issue is unrelated to qwen3_omni_moe feature-length behavior." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both are import errors, but for different missing symbols and unrelated code paths." + "reason": "Completely different bugs: SwitchTransformers config vs qwen3_omni_moe output-length helper." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Different data and symptoms: CUDA OOM in Sam3Video vs over-padding in Swin2SR image processing." + "reason": "No shared underlying code path; config instantiation bug vs CI device override test." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "Both mention flash/MoE-related code, but one crashes on s_aux=None in flash_attention integration and the other is CPU offload incompatibility in rotary embedding." + "reason": "Different models and failures: SwitchTransformers config bug vs bark-small CPU offload mismatch." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Different bugs: Llama 3.2 Vision model loading regression vs token-embedding resizing reinitializing output embeddings." + "reason": "Different import-time failures on different platforms and dependencies." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Different failures: DAC from_latents mismatch vs unexpected position-id keys across models." + "reason": "Chat-template validation error and meta-device placement bug are unrelated." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Same area, but not the same bug: batched padding=False crash vs all-zero assistant masks for multimodal inputs." + "reason": "Different model behavior regressions: Pegasus output mismatch vs recurrent-state reset in qwen3_5 modular code." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Different topics: SigLIP2 documentation example errors vs BeitImageProcessorFast label reduction bug." + "reason": "Path-trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test loading failure." } ] }, @@ -10133,47 +10067,49 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 33, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:10000", "issue:15354", "issue:26413", - "issue:27957", "issue:28218", "issue:29127", - "issue:29870", - "issue:29942", "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", "issue:42490", "issue:43278", - "issue:43329", + "issue:43526", "issue:43550", "issue:43575", "issue:43606", "issue:43701", "issue:43720", + "issue:43819", "issue:43825", "issue:44112", "issue:44206", + "issue:44351", "issue:44360", "issue:44448", - "issue:44464", "issue:44493", + "issue:44514", + "issue:44521", "issue:44561", + "issue:44617", "issue:44779", "issue:44857", "issue:45072", @@ -10182,243 +10118,241 @@ "issue:45245", "issue:45290", "issue:45310", - "issue:45381", - "issue:45459", "issue:45478", - "issue:45593", + "issue:45588", "issue:45823", - "issue:46234", - "issue:46424", - "issue:47000" + "issue:45859", + "issue:46326", + "issue:46697" ], "soft_pairs": [ + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45290|issue:46326", + "issue:43819|issue:44493", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:39692|issue:43526", "issue:43606|issue:44857", + "issue:44514|issue:44521", "issue:29127|issue:32090", - "issue:44206|issue:45823", "issue:39692|issue:44493", + "issue:44206|issue:45823", "issue:28218|issue:32090", "issue:43278|issue:43825", - "issue:43720|issue:44112", "issue:43701|issue:45083", - "issue:10000|issue:15354", - "issue:26413|issue:31501", + "issue:43720|issue:44112", "issue:44448|issue:44779", + "issue:10000|issue:15354", "issue:45310|issue:45478", - "issue:45127|issue:45245", "issue:44857|issue:45072", - "issue:43550|issue:45083", - "issue:44360|issue:44561", + "issue:26413|issue:31501", "issue:32090|issue:33357", "issue:38175|issue:44493", - "issue:45459|issue:46234", + "issue:43550|issue:45083", "issue:42490|issue:43575", - "issue:45593|issue:47000", - "issue:29942|issue:35141", - "issue:27957|issue:34689", - "issue:29870|issue:32090", - "issue:45290|issue:45381", - "issue:44464|issue:46424", - "issue:43278|issue:43329" + "issue:44360|issue:44561", + "issue:45127|issue:45245" ], - "prepared_review_unit_hash": "4a91b0b63a267d9f295ca2513fd75df03ce8f30f1a79eaf0ca85eb17070f5ada", + "prepared_review_unit_hash": "70090eb0d3ea7ab2f92faf1b4da35811e1de7414ea0e2730202be47f2474cba9", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35267, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "serialized_chars": 35234, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broadly heterogeneous. Most soft edges are correctly rejected as same-subsystem but different bugs. The Qwen3.5 Moe pair is the only near-duplicate; it looks like the same failure family, but the packet does not show an explicit duplicate link, so the wording should stay conservative.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is one side of the strongest near-duplicate pair: issue:45478 has an identical title and describes the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, though the packet does not explicitly prove an exact duplicate relation.", + "summary": "The cluster is mostly a set of unrelated Transformers issues with broad topical overlap. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` errors; the rest share subsystem keywords but describe different bugs or code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` failure, with an identical title to issue:45478 and enough discussion to serve as the primary thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue anchor since it most clearly captures the shared Qwen3.5 Moe from_pretrained failure and is the strongest candidate for grouping the pair.", + "best_issue_reason": "issue:45310 is the best representative issue because it is the earliest, most specific, and exactly duplicated by issue:45478.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different failures: CPU offload device mismatch for bark-small vs AMP/CUDA crash in LwDetrImageLoss." + "reason": "Both are import-related, but they fail on different symbols (`_flash_supports_window_size` vs `HybridCache`) and likely different breakages." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Unrelated bugs: LayoutLMv3 error clarity vs Trainer `_gpu_broadcast_one` NoneType crash." + "reason": "One is CUDA OOM for Sam3Video; the other is an image processor padding bug. No shared underlying defect." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Different code paths and symptoms: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch under `device_map=\"auto\"`." + "reason": "Both involve chat template handling, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers." }, { - "left": "issue:39692", + "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different issues: SigLIP2 docs/model-processor mismatch and quantization example failures vs position-id key warnings across models." + "reason": "Different areas: DAC latent conversion mismatch vs position-id key warnings in many models." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast handling." + "reason": "Model loading failure for Llama vision is unrelated to embedding reinitialization after resizing token embeddings." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different regressions: dtype drift in evaluation vs misleading pipeline translation-task error message." + "reason": "Both touch CPU/offload-related paths, but they are different failures in different modules and code paths." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Both are CI/training-related, but they involve different models and different failures." + "reason": "SigLIP2 docs/example problems are unrelated to BEiT fast processor label reduction behavior." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Same broad area only; checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length behavior." + "reason": "Device mismatch under CPU offload is not the same bug as float16 AMP crashing in `LwDetrImageLoss`." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Completely different models and failure modes." + "reason": "Both are `apply_chat_template` issues, but they affect different inputs and failure modes; not the same bug." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb training not starting." + "reason": "LayoutLMv3 error clarity and Trainer `_gpu_broadcast_one` NoneType failures are unrelated." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different versions and different components: Pegasus generation output change vs Deepseek tokenizer regression." + "reason": "Docs/model mismatch in SigLIP2 is unrelated to unexpected position-id keys across models." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Likely duplicate / same issue family: identical title and the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, but the packet does not explicitly confirm an exact duplicate link." + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center argument in an extractor and Gemma4 PLE device mismatch are different concrete failures." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "No concrete overlap: LoRA + extended vocabulary collapse vs categorical limit RuntimeError." + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast errors." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Both mention dtype/precision, but they affect different models and different execution paths." + "reason": "Embedding dtype drift in evaluation is unrelated to `apply_chat_template` crashes." }, { - "left": "issue:43550", + "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature extraction behavior." + "reason": "Checkpoint key mismatches and `_get_feat_extract_output_lengths` behavior are different bugs in different flows." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Different changes: DSA indexer missing ReLU vs removal of `is_torch_fx_available` breaking trust_remote_code models." + "reason": "Packed-weight handling in accelerate loading is unrelated to a stale GraniteSpeech device override test." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different failures: NoneType broadcast in Trainer vs MacOS bus error with community CLIP model." + "reason": "Different models and symptoms: Pegasus v4/v5 output differences vs DeepSeek tokenizer regressions." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + "reason": "A German DistilBertModel issue and a torch.jit.script GeneratorExp export error are not the same underlying bug." }, { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error handling vs missing import_utils symbol are separate issues." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Identical title and same Qwen3.5 MoE `from_pretrained` failure; these are clear duplicates." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Local path slash warning and tensor-parallel OOM are unrelated." + "reason": "Different problems: float16 AMP crash in one model vs bfloat16 inference dtype mismatches in others." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different detection-model losses and different crash causes." + "reason": "`resume_from_checkpoint` epoch iterator failure and FineWeb SLM training not starting are not the same bug." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize reinitialization." + "reason": "Trainer NoneType broadcast error and MacOS bus error with CLIP are unrelated failures." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different model families and different regressions." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "BART generate UnboundLocalError is unrelated to the Trainer broadcast TypeError." + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe length helper behavior are different code-path issues." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Chat-template crash with tool calls is a different path from qwen2.5-vl video position-id bugs." + "reason": "Trailing-slash import warning and Qwen2-57B-A14B tp OOM are unrelated." }, - { - "left": "issue:44464", - "right": "issue:46424", + { + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to cache max length handling." + "reason": "A missing ReLU in a DSA indexer is unrelated to removal of `is_torch_fx_available` breaking remote-code models." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Evaluation dtype drift and multimodal token-count video-branch undefined references are unrelated." + "reason": "LoRA merge collapse with tied embeddings and category-count overflow are different defects." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is plausible, but the duplicate claim is a bit too strong for the packet: issue:45310 and issue:45478 have identical titles, yet the packet does not explicitly confirm an exact duplicate relation. Please downgrade that to a more conservative \u2018likely duplicate\u2019/\u2018same issue family\u2019 unless you have direct linkage evidence. The other soft-edge rejections look conservative and grounded." + "accept": true, + "feedback": "The summary is grounded in the packet: 45310 and 45478 are the identical Qwen3.5 MoE from_pretrained issues, with 45310 earlier, and the rest of the soft pairs are handled conservatively as non-duplicates. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10426,43 +10360,43 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 34, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:25251", + "issue:27957", "issue:29127", "issue:29870", "issue:29942", - "issue:30064", "issue:32090", "issue:33290", "issue:33357", "issue:34567", + "issue:34689", + "issue:35141", "issue:37428", "issue:39692", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", "issue:43257", "issue:43278", "issue:43299", + "issue:43329", "issue:43381", "issue:43526", "issue:43701", "issue:43873", "issue:43927", - "issue:43976", - "issue:44186", - "issue:44361", "issue:44448", + "issue:44464", "issue:44466", "issue:44530", "issue:44561", @@ -10470,254 +10404,261 @@ "issue:44855", "issue:44871", "issue:44977", - "issue:45198", "issue:45229", "issue:45290", - "issue:45440", - "issue:45588", + "issue:45381", + "issue:45459", + "issue:45593", "issue:45698", - "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", - "issue:46421", + "issue:46424", "issue:46655", - "issue:46858", + "issue:47000", "issue:47276" ], "soft_pairs": [ + "issue:45459|issue:46234", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", "issue:37428|issue:42175", - "issue:43257|issue:43299", - "issue:44448|issue:44977", + "issue:44464|issue:46424", + "issue:45290|issue:45381", "issue:29870|issue:33290", - "issue:40444|issue:43526", - "issue:44855|issue:46399", + "issue:44448|issue:44977", + "issue:43257|issue:43299", "issue:43278|issue:43381", - "issue:45290|issue:46655", "issue:32090|issue:33290", + "issue:40444|issue:43526", "issue:25251|issue:32090", - "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:44855|issue:46399", "issue:44977|issue:45229", + "issue:43927|issue:45698", "issue:45920|issue:46192", - "issue:44561|issue:44779", "issue:44530|issue:47276", + "issue:44561|issue:44779", "issue:42490|issue:43873", "issue:43873|issue:45229", - "issue:46421|issue:46858", "issue:29127|issue:34567", "issue:44871|issue:44977", - "issue:44448|issue:44466", - "issue:43381|issue:43701", "issue:33357|issue:39692", - "issue:44186|issue:45198", - "issue:43976|issue:45440", - "issue:29942|issue:30064", - "issue:45588|issue:45823", - "issue:44361|issue:45198", - "issue:41720|issue:45229" + "issue:43381|issue:43701", + "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "86b779e4c429e3be275fee9608729352a5d4f91e9c9b0d9edf07ab1b06e2ef1e", + "prepared_review_unit_hash": "47958d95128b725b388aeab1c01bcdc0c0d819c96a43dddcae624344cb6636b3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36591, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated bug reports across tokenizers, generation, training, quantization, cache, and packaging. None of the soft pairs look like the same underlying issue, so there is no safe duplicate collapse here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The items are broadly transformer-related but not duplicates of one another. The soft pairs mostly share only a subsystem or model family; they do not appear to describe the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly canonicalizes this set; if one must be picked, issue 45920 is the broadest and most representative regression because it affects AutoTokenizer across multiple models and has the widest apparent impact.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45920 is the best representative issue here because it is a cross-model tokenizer regression with multiple affected model families and clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Different failures: a flash-attention import error vs missing TensorFlow backend in an installation extra." + "reason": "Both are import/utilities bugs, but one is tokenizer error handling and the other is a missing import_utils helper; different code paths." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 regression for Qwen3VL MoE loading; not the same concrete bug." + "reason": "Different detection problems: auxiliary losses vs an infeasible RTDetr loss assignment failure." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the embedding reinitialization bug in post_init." + }, + { + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Different model paths and symptoms: Pegasus output differences across versions vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and failures: XLMRoberta Flash Attention 2 support vs Llama 3.2 Vision model loading." }, { "left": "issue:29870", - "right": "issue:33290", + "right": "issue:32090", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to deepspeed Adafactor OOM." + "reason": "BART generation hits an UnboundLocalError, while the other is a Trainer distributed broadcast TypeError." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Different components and bugs: multi-image iterable dataset finetuning vs BeitImageProcessorFast label reduction." + "reason": "One is a dtype change in eval; the other is a multimodal token counting bug in the video branch." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Both hit Python 3.13-related import/script issues, but on different models and different root causes." + "reason": "Missing flash-attention helper import and missing TensorFlow backend packaging are unrelated." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Both touch generation/caching, but one is compiled-forward chunked generation inconsistency and the other is quantized-cache length handling." }, { "left": "issue:45290", - "right": "issue:46655", + "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call handling and SmolVLM video padding are separate code paths and bugs." + "reason": "Chat template tool-call crashes and Qwen2.5-VL video vision_position_ids issues are distinct multimodal bugs." }, { - "left": "issue:32090", + "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Adafactor memory OOM." + "reason": "A generation-time BART error is unrelated to a DeepSpeed Adafactor OOM." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Pipeline top_k nesting regression is unrelated to Trainer broadcast NoneType handling." + "reason": "Different model-specific regressions: Pegasus output drift vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are save/load related, but one loses custom token IDs while the other loads the wrong custom module; different failure modes." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL MoE model loading; not the same bug." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Eval-mode dtype behavior and a gradient-checkpointing eval restriction are different issues." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Wrong token IDs from AutoTokenizer and ignored return_tensors handling are distinct tokenizer API bugs." + "reason": "Trainer broadcast of NoneType and Adafactor OOM under DeepSpeed are unrelated failures." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer output regression." + "reason": "Qwen2.5-VL iterable dataset finetuning and BeitImageProcessorFast label reduction are different vision-processing bugs." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are different problems." + "reason": "Pipeline top_k nesting change has nothing to do with distributed Trainer broadcast errors." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Local-path import warning and quantization offloading behavior are unrelated." + "reason": "Both are multimodal, but chat-template tool-call handling and SmolVLM video padding are separate code paths." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Quantization offloading issue is unrelated to Gemma4 multi-GPU OOM." + "reason": "Python 3.13 import parsing failure and a missing decorator on apply_rotary_pos_emb registration are unrelated." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both involve cache behavior, but one is recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic." + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different problems." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "LayoutLMv3 error message clarity and TrainerState token counting are unrelated." + "reason": "One is config token IDs being lost on save/load; the other is custom module resolution after save_pretrained." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Tokenizer wrong-token-ID regression and return_tensors being ignored are different tokenizer API bugs." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are separate model-behavior bugs." + "reason": "PagedAttentionCache crashing on Qwen3.5 and a misleading synced_gpus warning are not the same issue." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state issues." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is separate from DeepSeek tokenizer regressions." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are unrelated." + "reason": "Local-path import warning and quantization offloading failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are too different to treat as one bug." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE implementation divergence." + "reason": "LayoutLMv3 error clarity and TrainerState token counter updates are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failures." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 device mismatch are different code paths." + "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor issues are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization fail are unrelated." + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch do not share the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are distinct runtime failures." + "reason": "Both are v5 regressions, but one is generation output drift and the other is device-dependent serialization of lm_head.weight." } ] }, @@ -10731,41 +10672,43 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 35, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:29127", "issue:29870", + "issue:29942", + "issue:30064", "issue:33357", "issue:34689", "issue:35141", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43278", - "issue:43334", "issue:43381", "issue:43412", - "issue:43421", - "issue:43526", - "issue:43531", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", + "issue:43976", "issue:43994", "issue:44077", + "issue:44186", "issue:44206", "issue:44265", + "issue:44361", "issue:44387", "issue:44442", "issue:44479", @@ -10773,263 +10716,268 @@ "issue:44743", "issue:44977", "issue:45198", + "issue:45229", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", "issue:45588", - "issue:45593", - "issue:45712", "issue:45803", + "issue:45823", "issue:46121", + "issue:46421", "issue:46693", - "issue:46701", - "issue:47217", + "issue:46858", "issue:47276" ], "soft_pairs": [ + "issue:46421|issue:46858", + "issue:44186|issue:45198", + "issue:29942|issue:30064", "issue:43278|issue:43575", - "issue:43611|issue:46121", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:43976|issue:45440", + "issue:41720|issue:45229", "issue:44206|issue:44479", + "issue:29870|issue:34689", "issue:45198|issue:45803", + "issue:43611|issue:46121", "issue:44568|issue:45491", "issue:43412|issue:45588", - "issue:29870|issue:34689", "issue:44077|issue:47276", - "issue:43756|issue:45440", - "issue:44977|issue:45563", "issue:43653|issue:44743", + "issue:44977|issue:45563", "issue:43653|issue:44442", + "issue:43756|issue:45440", "issue:44265|issue:45198", "issue:42915|issue:42994", "issue:43065|issue:43994", "issue:43575|issue:43701", "issue:29127|issue:33357", + "issue:42490|issue:43381", "issue:45491|issue:46693", "issue:43065|issue:45412", - "issue:42490|issue:43381", - "issue:43994|issue:45412", - "issue:29127|issue:35141", - "issue:45372|issue:45588", "issue:43575|issue:44387", - "issue:45440|issue:45593", - "issue:43526|issue:47217", - "issue:45406|issue:46701", - "issue:45459|issue:45712", - "issue:43421|issue:45491", - "issue:43334|issue:43531" + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45372|issue:45588" ], - "prepared_review_unit_hash": "eff2f0d96337a28e0ac7eca24fa635da6d043ee4d4049f670ea1fdfa998d8b4a", + "prepared_review_unit_hash": "d3189d32cc985980ab1570ee73aaed3cd67bf23ba275b4851f06ed8a75afd84f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 31, + "serialized_chars": 37094, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly unrelated Transformers bug reports across loading, tokenization, generation, export, quantization, and warnings. None of the soft pairs look like the same underlying defect, so no duplicate merges are warranted.", - "confidence": 0.91, - "canonical_issue_reason": "issue:46693 is the most central, high-signal report in this loose set: it has the most discussion/inbound references and describes a concrete, user-facing generation regression.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated bugs across tokenizers, generation, cache logic, quantization, and model-specific regressions. None of the soft pairs look like the same underlying issue, so there is no good canonical issue or PR.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a true canonical for the cluster: the items span unrelated subsystems and root causes rather than one duplicated bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the best representative issue because it is well-scoped, broadly impactful, and clearly framed as a real regression rather than a peripheral symptom.", + "best_issue_reason": "No strong global representative stands out; the cluster is too diverse for one issue to safely serve as the best canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is about lazy cache initialization causing recompilation and the other about seq-length being a device tensor breaking slice arithmetic; different bugs and fixes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failure modes: LayoutLMv2 tokenizer crashes on NER/padding, while Wav2Vec2 has save/tokenization issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated subsystems with no shared code-path bug." + }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different bugs: embedding dtype drift in eval vs tensor-parallel OOM on model load." + "reason": "One is an embedding dtype regression during evaluation; the other is tensor-parallel loading OOM for a specific Qwen model." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are forward-path bugs, but one is a flash-attention AttributeError on sink-less models and the other is a Gemma4 device-mapping mismatch; not the same issue." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: MLukeTokenizer attribute errors versus Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError on a JSON-loaded list." + "reason": "A Python-version compatibility break is not the same as a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are CUDA OOM/assert symptoms, but they affect different models and likely different causes; too broad to merge." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different code paths and symptoms: unsupported feature-extractor arg vs VL video-input regression across Qwen models." + "reason": "A feature-extractor argument regression is unrelated to a video-input regression in Qwen VL models." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model-loading breakage are separate code paths and failures." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is not the same as a bare-except bug in Fuyu tensor conversion." + "reason": "Both touch preprocessing/tokenization, but one is a save/tokenization failure and the other is a bare-except bug swallowing errors; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-validation list handling are unrelated implementation issues." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings are separate problems." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings under mixed-length batching are different failures." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/erfinv issue is unrelated to flash-attention's s_aux=None crash." - }, - { - "left": "issue:29870", - "right": "issue:34689", - "accept": false, - "reason": "BART generate UnboundLocalError and Llama 3.2 Vision loading breakage affect different paths." + "reason": "Executorch export errors and flash-attention sink handling are unrelated and would not be fixed by one PR." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "PatchTSMixer post_init policy and a stale synced_gpus warning are not the same bug." + "reason": "Optional post_init in patchtsmixer and a misleading synced_gpus warning are not the same underlying bug." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific defects." + "reason": "BigBird tokenizer special-token registration and Qwen recurrent-state reset with cache are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation breakage is unrelated to a stale num_return_sequences warning." + "reason": "Flash-attention generation breakage and a stale warning in paged generate() are different issues." }, { "left": "issue:43653", - "right": "issue:44743", + "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is FastSpeech2Conformer tokenizer loading." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." + "reason": "Both mention model-implementation mismatches, but they concern different architectures and distinct behavior gaps." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure on torch_compilable_check is unrelated to Wav2Vec2 save/tokenization errors." + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization bugs." + "reason": "One is FineGrainedFP8Config failure on Qwen3Moe, the other is quantized model saving failure; different workflows and root causes." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder does not match a Siglip2 incorrect-output issue." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are distinct issues." + "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are not the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." - }, - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "Gemma3 NaNs in sliding-window attention and FA2 long-context performance regression are different bugs." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy pixel-decoder layer cleanup is unrelated to RT-DETR memory not being released." + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Import-warning behavior for trailing slashes and gradient-checkpointing-in-eval are separate problems." + "reason": "A path-with-slash import warning and gradient checkpointing being disallowed in eval mode are separate concerns." }, { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "Incorrect Siglip2 outputs and RT-DETR GC/memory retention are not the same defect." - }, - { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "LayoutLMv3 box-information error messaging is unrelated to embedding reinitialization after resize." + "reason": "Both involve attention/generation performance, but one is NaNs from mixed-length batching and the other is a long-context FA2 regression." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different root causes." + "reason": "A placeholder Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are unrelated bugs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Model load OOM on tensor parallelism is distinct from an int4 CUDA reserved-memory regression." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." - }, - { - "left": "issue:43526", - "right": "issue:47217", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL failures when the image placeholder appears in user text." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline failure are different code paths." + "reason": "OOM in Qwen2 tensor-parallel loading and increased reserved memory under int4 quantization are both memory issues but not the same code-path problem." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer exception masking and leftover dummy classes are unrelated maintenance vs error-handling issues." + "reason": "LayoutLMv3 box-info error messaging and embedding reinitialization in post_init are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are not the same bug." + "reason": "SigLIP2 inference quality issues and RT-DETR memory leaks have no meaningful overlap." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are separate model issues." + "reason": "Gemma4 processor-loading ImportError and flash-attention sink handling are different failure modes with different fixes." } ] }, @@ -11043,7 +10991,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 36, "review_unit_count": 65, "status": "reviewed", @@ -11060,274 +11008,281 @@ "issue:35141", "issue:42915", "issue:43066", - "issue:43262", "issue:43316", + "issue:43334", "issue:43381", + "issue:43421", "issue:43526", - "issue:43646", - "issue:43761", + "issue:43531", "issue:43824", "issue:43873", "issue:43931", "issue:43994", - "issue:44077", - "issue:44206", "issue:44279", "issue:44442", "issue:44462", "issue:44514", "issue:44625", "issue:44857", - "issue:44898", "issue:45072", "issue:45245", "issue:45250", - "issue:45325", "issue:45372", "issue:45381", "issue:45406", "issue:45412", + "issue:45440", "issue:45459", + "issue:45491", "issue:45563", "issue:45584", "issue:45588", + "issue:45593", + "issue:45712", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", "issue:46693", - "issue:46697", + "issue:46701", "issue:46821", + "issue:47217", "issue:47312" ], "soft_pairs": [ + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45440|issue:45593", + "issue:43334|issue:43531", "issue:44442|issue:45072", "issue:44625|issue:45584", - "issue:45372|issue:45406", - "issue:45250|issue:46640", + "issue:43421|issue:45491", + "issue:45459|issue:45712", "issue:45412|issue:46369", - "issue:45245|issue:45563", + "issue:45372|issue:45406", "issue:43066|issue:44462", - "issue:45372|issue:45459", + "issue:45245|issue:45563", "issue:43526|issue:45834", - "issue:43526|issue:46693", + "issue:45372|issue:45459", "issue:27957|issue:33290", - "issue:43994|issue:46369", - "issue:27957|issue:29127", - "issue:43824|issue:44279", + "issue:45250|issue:46640", "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:43526|issue:46693", "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43994|issue:46369", "issue:43381|issue:43873", - "issue:42915|issue:43931", "issue:44857|issue:45588", + "issue:42915|issue:43931", "issue:45588|issue:46821", "issue:44514|issue:45381", "issue:46121|issue:46399", - "issue:43646|issue:44077", - "issue:43316|issue:47312", - "issue:43262|issue:44206", - "issue:43761|issue:45859", - "issue:44442|issue:44898", - "issue:45325|issue:46697" + "issue:43316|issue:47312" ], - "prepared_review_unit_hash": "3eeab90cb1abbd95d3abb1cf0e33922abf66b19f9b7365c72e094fd0a119746c", + "prepared_review_unit_hash": "a2adad5c917bc80c661c519069dc531b83b0d20d7327e30b7e3384c73f67378e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "soft_pair_count": 29, + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not one duplicate cluster; they span many unrelated bugs across tokenizers, vision/audio processors, generation, kernels, and memory/runtime issues. All soft pairs should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (VL, Gemma, Flash Attention, tokenizer, etc.) rather than the same concrete bug or change. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the strongest representative by activity and breadth (many discussions and inbound references), but the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it is the most active and broadly framed, even though the cluster spans unrelated problems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor loading failure and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as Qwen3-MoE sliding-window behavior." + }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Different bugs: tokenizer loading for FastSpeech2ConformerTokenizer vs bfloat16 dtype mismatches in inference." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated model paths: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation failure." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Both touch Gemma 4, but one is a mistral_common import error and the other is a missing _tokenizer attribute in serve." + "reason": "Runtime special-token post-processor update bug is different from Gemma3 NaN embeddings in sliding-window attention." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Same broad FA2 topic, but no evidence of the same concrete bug or code path." + "reason": "Tokenizer protobuf exception handling is unrelated to leftover dummy PT classes." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Different memory problems in different models: RT-DETR GC/leak vs SAM3-litetext overflow." + "reason": "RT-DETR GC/memory release and sam3-litetext memory overflow are not the same defect." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Category-limit RuntimeError vs stale num_return_sequences warning are unrelated generation issues." + "reason": "One is a mistral_common import dependency failure; the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both are tokenizer-related, but one is decoder-type API mismatch and the other is tokenizer.json being ignored." + "reason": "Wrong decoder type in v5 and ignoring repository tokenizer.json are different tokenizer-loading problems." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Gemma 4 processor import failure vs tokenizer error masking when protobuf is missing are different bugs." + "reason": "Category-count runtime error and stale generate warning are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Both involve vision/ocr models, but one is a BEiT label reduction bug and the other is a Kosmos2.5 long-input index error." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different bugs." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Completely different areas: image label reduction vs FA2 long-context performance regression." + "reason": "Gemma4 import failure and protobuf-masked tokenizer errors do not share the same failure path." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Unrelated issues: XLMRoberta Flash Attention support vs Adafactor/DeepSpeed OOM." + "reason": "Flash Attention support for XLM-Roberta and deepspeed Adafactor OOM are unrelated." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug/change." + }, + { + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Different models and failures: SigLIP2 nonsensical outputs vs SAM3-litetext memory overflow." + "reason": "Optimizer OOM and model-loading breakage for Llama 3.2 Vision are different issues." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "No same bug: Flash Attention support for XLMRoberta vs LayoutLMv3 error message clarity." + "reason": "FA2 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Import error for a specific Qwen class vs a generic dependency issue; not the same underlying defect." + "reason": "Label-array reduction and FA2 long-context performance regression are distinct." }, { "left": "issue:33290", - "right": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "OOM during optimizer/deepspeed use vs model-loading breakage for Llama 3.2 Vision are unrelated." + "reason": "Adafactor OOM and embedding reinitialization on resize are different bugs." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different code paths: optimizer memory blowup vs output embedding reinit after resize_token_embeddings." + "reason": "Specific missing Qwen2.5-VL import and a generic dependency issue are not the same underlying problem." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + "reason": "Siglip2 bad outputs and sam3-litetext memory overflow are unrelated." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Both are Qwen models, but one is FineGrainedFP8Config failure and the other is a weight-shape mismatch." + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different code paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different failures: LwDetr loss AMP/CUDA crash vs flash_attention s_aux=None AttributeError." + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different problems." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Different subsystems and bugs: flash_attention sinkless-model crash vs TimesFM window_size AttributeError." + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video rope/position-id logic." + "reason": "Batched processor padding crash and wrong vision_position_ids are different Qwen2.5-VL bugs." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Different rope-related failures: JSON list handling in validation vs missing decorator on rotary-pos-emb registration." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Generic custom model init regression vs a specific patchtsmixer post_init restriction are not the same bug." + "reason": "RoPE validation TypeError with a JSON-loaded list is unrelated to kernel registration/decorator failure." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to kernel compatibility." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio template sample-rate defaulting vs unsupported center arg in feature extraction are different issues." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer load failure vs Perceiver image resizing failure are different code paths." - }, - { - "left": "issue:45325", - "right": "issue:46697", - "accept": false, - "reason": "Qwen2.5-VL rope scaling bug vs Swin2SR over-padding are unrelated image/video preprocessing issues." + "reason": "Gemma3TextConfig API mismatch and kernels 0.16 incompatibility are different issues." } ] }, @@ -11341,13 +11296,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 37, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -11355,20 +11310,19 @@ "issue:27957", "issue:28282", "issue:29870", - "issue:32090", "issue:42175", "issue:42490", "issue:42617", + "issue:43262", "issue:43316", "issue:43493", "issue:43525", "issue:43550", "issue:43575", - "issue:43606", "issue:43643", + "issue:43646", "issue:43701", "issue:43720", - "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -11376,15 +11330,14 @@ "issue:43931", "issue:44062", "issue:44077", - "issue:44079", - "issue:44190", + "issue:44206", "issue:44442", "issue:44479", - "issue:44496", "issue:44743", "issue:44811", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", "issue:44964", "issue:44977", @@ -11392,240 +11345,235 @@ "issue:45137", "issue:45216", "issue:45245", + "issue:45325", "issue:45440", "issue:45759", - "issue:45803", + "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46506" + "issue:46506", + "issue:46697" ], "soft_pairs": [ - "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:43262|issue:44206", "issue:44743|issue:44811", + "issue:45325|issue:46697", + "issue:44977|issue:45245", + "issue:43646|issue:44077", + "issue:43761|issue:45859", "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:42490|issue:44743", - "issue:44077|issue:44479", "issue:27957|issue:29870", + "issue:44077|issue:44479", "issue:43873|issue:44871", "issue:43493|issue:43827", "issue:44062|issue:45907", "issue:43643|issue:44913", - "issue:44964|issue:45440", "issue:43316|issue:45759", - "issue:43316|issue:43525", + "issue:44964|issue:45440", "issue:25251|issue:28282", + "issue:43316|issue:43525", "issue:43749|issue:43931", "issue:44987|issue:46178", - "issue:44855|issue:45137", - "issue:42617|issue:43575", "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:44855|issue:45137", "issue:43931|issue:45216", - "issue:44190|issue:44496", - "issue:43701|issue:46506", - "issue:43761|issue:44079", - "issue:43606|issue:43701", - "issue:43575|issue:43742", - "issue:44442|issue:45803", - "issue:27957|issue:32090" + "issue:43701|issue:46506" ], - "prepared_review_unit_hash": "8ce45d4d7948d23e8354f22d2df0165853133ef4496e21f36f04607d8b383aa6", + "prepared_review_unit_hash": "b1c020980bb6c97428dcf432e84cc24bc94d4f9a87f666e8af8fe9da95fe23ac", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36159, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "soft_pair_count": 27, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated transformer bugs, regressions, and model-specific loading failures. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The best representative issue is the broad, still-active offloading/quantization report (43873), but there is no strong duplicate canonical in this set.", - "confidence": 0.84, - "canonical_issue_reason": "No clear duplicate cluster emerges from these titles; if one issue must anchor the set, 43873 is the strongest representative because it is open, heavily discussed, and has the most inbound references.", + "summary": "This cluster is not a duplicate set; it contains many unrelated Transformers bug reports across different models and subsystems. None of the proposed soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open report in the set, with strong discussion/inbound activity around a core loading/offloading regression.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best issue candidate as a cluster representative: it is broad, actively discussed, and looks like the most central runtime/loading problem among otherwise unrelated one-off reports.", + "best_issue_reason": "issue:43873 is the best representative anchor for this cluster because it is active, open, and broadly describes a central runtime regression rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: tokenizer loading vs Perceiver image resolution handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different failures: a Qwen3.5 flash-attention generation bug vs a categorical embedding limit error. No shared code path or concrete bug." + "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a feature extractor arg crash." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset in Qwen3.5 is unrelated to Whisper processor batch_decode skip_special_tokens handling." + "reason": "Unrelated code paths: recurrent-state reset in Qwen3.5 vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different vision-model preprocessing bugs with no shared concrete code path." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs categorical-cardinality runtime error; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve model init, but one is a broad v5 custom-init breakage and the other is a specific patchtsmixer post_init policy change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and subsystems: CLIPVision hidden states vs Qwen MoE rotary embedding offload compatibility." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different loading path than AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Accelerate loading/packed weights issue vs tokenizer loading failure; no overlap." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "One is backend packaging for pip extras; the other is a missing import_utils availability helper. Same ecosystem, not the same bug." + "reason": "Both mention import/backend utils, but one is pip extra dependency composition and the other is a missing availability helper." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent state reset behavior." + "reason": "Local-path import warning vs recurrent-state cache reset; unrelated." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Optional post_init in patchtsmixer is unrelated to the v5.3.0 video input regression in Qwen video models." + "reason": "Flash Attention 2 support issue vs Bart generate decoder mask bug; different bug classes." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is not the same issue as Bart generate() using decoder_attention_mask before assignment." + "reason": "Different models and regressions: patchtsmixer init policy vs Qwen video input handling." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." + "reason": "Offloading/quantization regression is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift vs JAX is unrelated to docs still referencing pipeline() after v5 removals." + "reason": "SigLIP2 implementation discrepancy vs documentation still referencing removed pipelines; not the same bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken duplicate keyword error is unrelated to list_repo_files failing to forward revision." + "reason": "AddedToken special-arg duplication vs repo file revision forwarding; unrelated API areas." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:44964", - "right": "issue:45440", - "accept": false, - "reason": "Phi-4 multimodal load failure is a different model-loading issue than DeepSeekV3MoE divergence from remote implementation." + "reason": "AutoConfig trust_remote_code field loss vs GPTNeoX rotary_pct reload regression; different configuration bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same concrete bug as AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." + "reason": "Both concern composite config APIs, but they target different behaviors and model families." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema problems." + "reason": "Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence; not the same code path." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Nested-list pipeline output regression is unrelated to an AutoModel ImportError due to missing PyTorch." + "reason": "Pipeline output-shape bug vs missing PyTorch import error; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig API mismatch vs missing Llama4Config pad_token_id attribute." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is different from a Qwen3-VL weight-shape mismatch during loading." + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL weight-shape mismatch; unrelated load failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading failure for physical-intelligence/fast does not match the tensorflow_text backend mapping error." + "reason": "Model-loading regression with newer transformers vs backend mapping missing tensorflow_text; different subsystems." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Python 3.13 TorchScript parse/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "torch.compile/SDPA model failure vs resume_from_checkpoint key mismatch; no common underlying bug." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is not the same bug as tp loading OOM for Qwen2-57B-A14B-Instruct." + "reason": "3d_parallel script failure vs tensor-parallel OOM on a specific model; unrelated training/loading issues." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque error; different failure sources." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "A model weight-shape mismatch is not the same concrete bug as Qwen3.5 save_pretrained producing a bad checkpoint." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/configuration error for Olmo-Hybrid-Instruct-SFT-7B." + "reason": "Shape mismatch on load vs incorrect save_pretrained checkpoint serialization; different stages and causes." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch during resume_from_checkpoint is unrelated to CPU/CUDA output differences in PPDocLayoutV3." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment when values are None are related at a high level, but they are not clearly the same concrete bug or fix path." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "OOM when tensor-parallel loading Qwen2-57B-A14B-Instruct is a different failure mode than a key error loading MobileLLM-125M." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt and masking errors." - }, - { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is unrelated to Trainer gpu_broadcast_one rejecting NoneType." + "reason": "Checkpoint key mismatch vs CPU/CUDA numerical divergence; unrelated." } ] }, @@ -11639,21 +11587,22 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 38, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:16998", "issue:22355", + "issue:27957", + "issue:32090", "issue:42490", "issue:42907", - "issue:43065", "issue:43232", "issue:43295", "issue:43316", @@ -11662,26 +11611,27 @@ "issue:43404", "issue:43441", "issue:43452", - "issue:43540", + "issue:43575", + "issue:43606", "issue:43646", + "issue:43701", "issue:43716", + "issue:43742", "issue:43761", "issue:43825", "issue:44077", + "issue:44079", "issue:44162", "issue:44188", - "issue:44242", + "issue:44190", + "issue:44442", "issue:44464", "issue:44496", - "issue:44514", "issue:44521", "issue:44534", - "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:45381", "issue:45584", "issue:45698", "issue:45803", @@ -11689,227 +11639,232 @@ "issue:46234", "issue:46291", "issue:46365", - "issue:46369", "issue:46421", "issue:46640", "issue:46829", - "issue:46894", "issue:46932", "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:46829|issue:46932", - "issue:43232|issue:43388", + "issue:43575|issue:43742", + "issue:44190|issue:44496", + "issue:43606|issue:43701", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:44442|issue:45803", "issue:42490|issue:47276", - "issue:43761|issue:44188", + "issue:46829|issue:46932", "issue:43295|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", "issue:43295|issue:43825", "issue:44871|issue:45584", + "issue:16998|issue:22355", "issue:43316|issue:43716", "issue:44521|issue:47217", "issue:42907|issue:45698", - "issue:16998|issue:22355", - "issue:44077|issue:44534", "issue:43646|issue:44913", "issue:46234|issue:46291", "issue:43452|issue:44496", + "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:44464|issue:46421", "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:43352|issue:46640", "issue:45803|issue:46365", - "issue:43540|issue:44514", - "issue:43065|issue:44617", - "issue:44610|issue:46369", - "issue:45381|issue:47217", - "issue:44242|issue:46894" + "issue:43352|issue:46640" ], - "prepared_review_unit_hash": "c36d35aced8b81ddee1a928a881fc42d7e395e9a93026ff1a7c4aed193c714b0", + "prepared_review_unit_hash": "af40ca0c142e19517aba3533a65c7250b8dd36a60f3c1056e1cd28a2bda1f2e2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35377, - "estimated_input_tokens": 8845, - "estimated_eval_tokens": 17946 + "soft_pair_count": 27, + "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": "These items do not form a single duplicate cluster; they span many unrelated Transformers bugs, regressions, and model-specific issues. All soft links look like superficial similarity rather than the same underlying change or defect.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous across unrelated models, APIs, and failure modes, so there is no single issue that best represents the cluster.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No strong best issue candidate: several items are broad or high-impact, but none is a reliable umbrella for the others because the underlying bugs are different.", - "best_pr_reason": "No pull requests are present in the cluster.", + "summary": "The cluster is heterogeneous: the soft pairs share only broad themes like loading, generation, or multimodal behavior, but each points to a different concrete bug or API regression. I do not see a reliable canonical issue/PR representative for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Different bugs: one is a hidden_states output issue in VideoPrism classification, the other is dtype casting for Gemma4 quantized embedders." + "reason": "Different failures on different models and code paths: tp OOM on Qwen2 vs key error while loading MobileLLM." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "One is a local dataset loading problem in a training script; the other is an unrecognized model/config.json issue. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs resume_from_checkpoint key mismatch; unrelated functionality." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve outputs/keys, but one is CLIPVisionModel.forward not returning hidden_states and the other is general ModelOutput None-key assignment behavior." + }, + { + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Different code paths: generation kwargs handling after synced GPUs vs metric gathering dropping tuple labels in the last batch." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a bare-except bug in FuyuBatchFeature tensor conversion; different subsystems and symptoms." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Both mention warnings, but one is a local-model path import warning and the other is a synced_gpus warning message in continuous batching." + "reason": "Trailing-slash local model import warning is not the same as the synced_gpus warning message in continuous batching." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Unrelated failures: CLIPVisionModel hidden_states bug vs torch.compile attention-kernel divergence." + "reason": "VideoPrism hidden_states wiring bug vs Gemma4 quantized embedder dtype casting; different models and fixes." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different regressions: processor.tokenizer access/passing images vs eos_token_id config inconsistency." + "reason": "Custom model/processor regression in v4.57.5 is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel is not the same as attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different paths." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One is a custom model/processor regression; the other is a pipeline task-support error message issue." + "reason": "A regression in custom model initialization is not the same as an incorrect pipeline error message about translation support." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different model and mechanism: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." + "reason": "Gemma-3 eos_token_id mismatch vs Whisper empty transcription after align_special_tokens; different models and root causes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different issues: Gemma3TextConfig API inconsistency vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct bugs." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal/template-related, but one is assistant_masks being all zero and the other is image placeholder handling in user text." + "reason": "Both touch multimodal chat/template behavior, but one is all-zero assistant_masks and the other is failure when the image placeholder appears in user text." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Different load/save bugs: path-with-slash import warning vs wrong custom module restored after save_pretrained." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module import." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "Both are v5-related, but one is about optional post_init enforcement and the other about non-persistent buffers being initialized incorrectly." + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different persistence bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General v5 breakage is not enough: custom model initialization failure vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Transformer 5 custom model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different dependency/import problems: missing import_utils helper vs pipelines import failing on kernels version/revision requirements." + "reason": "Missing import_utils helper and kernels v0.15 import failure stem from different dependency/API problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both affect loading, but one is gguf_file handling in from_pretrained and the other is an unrecognized-model config.json model_type error." + "reason": "gguf_file handling in from_pretrained is not the same as a missing model_type in config.json." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Different serialization bugs: Gemma eos_token_id mismatch vs quantized model broken after save_pretrained/from_pretrained." + "reason": "Gemma-3 eos_token_id inconsistency and sinq save/load breakage are separate configuration vs quantization persistence issues." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Related to generation/performance, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy initialization." + "reason": "Chunked generation output inconsistency with compiled forward is not the same as spurious recompilation from cache lazy initialization." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different model-specific problems: untied lm_head weights vs FlashAttention 2 support failure." + "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention support failure are different concrete issues." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Completely different models and symptoms: ESM2 is broken vs a janus image-generation test failure." - }, - { - "left": "issue:43352", - "right": "issue:46640", - "accept": false, - "reason": "Too vague and not the same bug: NemotronHForCausalLM FlashAttention 2 support error vs a generic Flash Attention 2 issue." + "reason": "ESM2 breakage and janus image-generation test failure do not share the same underlying bug." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Different import/error handling bugs: bare except swallowing interrupts vs Trainer import failing until datasets is removed." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Both involve multimodal inputs, but video processing ValueError and batched apply_chat_template padding=False crash are distinct failures." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Same family name only; dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." - }, - { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "Different models and root causes: OmDet-Turbo input-size mismatch vs sam3-litetext memory overflow." - }, - { - "left": "issue:45381", - "right": "issue:47217", - "accept": false, - "reason": "Both are VL-related, but wrong vision_position_ids in qwen2.5-vl video input is not the same as image-placeholder-in-user-text failure." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Different training bugs: load-balancing loss omission in MoE routing vs CohereASR double-shift loss bug." + "reason": "NemotronHForCausalLM lacking Flash Attention 2 support is a specific model-support issue; the other is only a generic open FA2 problem statement." } ] }, @@ -11923,277 +11878,277 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 39, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:25251", "issue:27957", - "issue:29870", "issue:35141", "issue:41950", "issue:42490", + "issue:43065", "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", + "issue:43540", "issue:43572", "issue:43650", "issue:43673", "issue:43688", - "issue:43827", "issue:43931", - "issue:43994", "issue:44060", "issue:44190", + "issue:44242", "issue:44479", + "issue:44514", "issue:44534", + "issue:44610", + "issue:44617", "issue:44743", "issue:44792", - "issue:44855", "issue:44913", "issue:44964", "issue:44977", - "issue:45072", "issue:45127", "issue:45200", + "issue:45381", "issue:45405", "issue:45542", - "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:45803", - "issue:46082", "issue:46170", "issue:46178", "issue:46202", "issue:46234", + "issue:46369", "issue:46424", "issue:46693", - "issue:46697", - "issue:46932", + "issue:46894", "issue:47217" ], "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", "issue:43572|issue:46178", - "issue:43504|issue:45698", - "issue:45632|issue:46424", "issue:45542|issue:46234", "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:45632|issue:46424", "issue:44479|issue:47217", - "issue:44534|issue:44913", "issue:44792|issue:45600", - "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:44242|issue:46894", "issue:25251|issue:27957", + "issue:43525|issue:43531", "issue:45803|issue:46170", "issue:45127|issue:45200", - "issue:46082|issue:46697", - "issue:43650|issue:46202", - "issue:43931|issue:44060", - "issue:46693|issue:47217", - "issue:43673|issue:44743", "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:43931|issue:44060", "issue:41950|issue:43475", - "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43650|issue:46202", "issue:44190|issue:44964", - "issue:44855|issue:45588", - "issue:44792|issue:45405", - "issue:29870|issue:35141", - "issue:43827|issue:43994", - "issue:45072|issue:46932" + "issue:43388|issue:43688", + "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "6999f46d75be02f0f7f5962a358f4a07d22299c3460ea469b56ea23371370ca0", + "prepared_review_unit_hash": "a37f54355fe062fa6bc641a961de98f186423e3fd74435f85b2972833c8ac22f", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35716, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate or the same fixable change; the cluster is mostly a set of unrelated Transformers issues. I would not merge any of the proposed pairs.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45698 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete, high-impact save_pretrained/from_pretrained custom-module loading bug. The rest of the items are too heterogeneous to form a coherent duplicate cluster.", + "summary": "All candidate soft edges are rejected: the issues span unrelated subsystems (video/VL processors, config loading, cache behavior, embeddings, training losses, import utilities, etc.) and do not describe the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best overall issue to keep as the representative triage target because it is well-documented, broadly impactful, and has strong community activity. It is the clearest actionable bug among otherwise unrelated items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different failure modes: one is a missing pad_token_idx config field in StableLmConfig, the other is a backend mapping/import error for tensorflow_text." + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder; the other is a Sam3Video OOM report. Different failure modes and code paths." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Both involve loading, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module selection after save_pretrained; different code paths and fixes." + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched chat-template crash are different processor bugs." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3-LiteText memory overflow are unrelated model/processor issues." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids regression is specific to a VL model, while the other issue is a general placeholder-in-user-text failure across VL models." + }, + { + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to cache max length being honored only for Quantized Cache." + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated configuration/import problems." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils helper are unrelated dependency/import problems." + "reason": "Tensorboard/TensorFlow backend handling and missing is_falcon_mamba_ssm_available are different dependency/export issues." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A Janus test failure on image generation is not the same bug as Qwen3.5 flash-attention generation misbehavior." + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation bug are not the same code-path problem." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Both are multimodal regressions, but one is a video-input regression in specific Qwen variants and the other is an image-placeholder handling bug in VL models." + "reason": "BEiT preset legacy-field loading failure and wrong custom module after save/load involve different serialization mechanisms." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Local trust_remote_code cache-path collision and max_cache_length only honored for quantized cache are distinct cache behaviors." + }, + { + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are different state/serialization bugs." + "reason": "A v5.3.0 video-input regression across Qwen VL variants is broader and different from image-placeholder-in-user-text handling." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failing Janus image-generation test and stale auto_mappings references to removed configs are unrelated." + "reason": "Janus image-generation test failure and stale auto_mappings entries for removed Sam3LiteText configs are unrelated." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload reset affect different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE affect different configs and runtime paths." + "reason": "Load-balancing loss omission when output_router_logits=False is not the same as the CohereASR training-loss double-shift bug." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated; one is output-shape behavior, the other is a model/attention backend issue." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing Llama4Config.pad_token_id and Qwen3-MoE sliding_window behavior are different config/model bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "A bare-except in tensor conversion code and a Windows ROCm torch.distributed import problem are not the same underlying bug." + "reason": "Bare except in Fuyu tensor conversion and Windows ROCm torch.distributed import errors are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and missing mm_token_type_ids defaults are both embedding-adjacent but different mechanisms and fixes." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaulting are different training/data-path problems." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated config vs preprocessing bugs." + "reason": "Embedding reinit on resize with tie_word_embedding=False and slash-path import warning are unrelated loading behaviors." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "A placeholder issue title and a Gemma pipeline roundtrip failure are not the same change or bug." + "reason": "FA2 long-context performance regression and VL placeholder handling are not the same underlying bug." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load and a Qwen3-Next tied-weights warning are different model/config problems." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-definition issues." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to image-placeholder handling in VL models." + "reason": "Video-classification processor using image processors and missing fpn_position_embeddings in Sam3Video output are distinct bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked_prefill cache missing and recurrent states resetting with cache are both cache-related, but they concern different mechanisms and code paths." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Embedding reinitialization on resize and slash-ending local model path warnings are unrelated serialization/loading issues." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in SAM 3 Video are different vision-model bugs." + "reason": "GenerationMixin cache missing in v5 chunked_prefill and Qwen3.5 recurrent state reset are unrelated cache/state issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Metric-gathering label truncation and auxiliary-loss normalization are unrelated training/evaluation bugs." + "reason": "A vague data request and Gemma pipeline roundtrip failure on \u2581 are clearly not the same issue." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a no-trainer script and loading a specific multimodal model are not the same problem." + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are different failure paths." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Python 3.13 import parsing failure from a decorator/comment pattern and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "gather_for_metrics dropping tuple labels and OLMoE/GPT-Oss auxiliary-loss normalization are unrelated training bugs." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A model test failure and a dependency version bump to an unreleased PEFT version are completely different concerns." - }, - { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "Bart generate() decoder_attention_mask scoping and post_init embedding reinitialization are different generation vs initialization bugs." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing removed pipeline APIs and Siglip2 producing bad outputs with pipeline/AutoModel are not the same underlying issue." - }, - { - "left": "issue:45072", - "right": "issue:46932", - "accept": false, - "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and Gemma4 quantized embedder casting are both dtype-related but affect different models and paths." + "reason": "Janus test failure and PEFT minimum-version bump are not the same underlying problem." } ] }, @@ -12207,41 +12162,41 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 40, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:25251", "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", - "issue:43526", "issue:43550", "issue:43644", - "issue:43673", "issue:43827", "issue:43854", + "issue:43994", "issue:44190", "issue:44242", "issue:44479", "issue:44610", "issue:44617", "issue:44734", - "issue:44779", "issue:44792", "issue:44855", "issue:44869", "issue:44913", "issue:44933", + "issue:45072", "issue:45245", "issue:45276", "issue:45362", @@ -12251,293 +12206,301 @@ "issue:45584", "issue:45588", "issue:45632", + "issue:46082", "issue:46369", "issue:46399", - "issue:46421", - "issue:46489", "issue:46617", "issue:46655", "issue:46697", "issue:46832", "issue:46858", "issue:46897", + "issue:46932", "issue:47013", "issue:47312", "issue:47321" ], "soft_pairs": [ + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:45072|issue:46932", + "issue:43827|issue:43994", "issue:45245|issue:46858", - "issue:43335|issue:44855", - "issue:44734|issue:45406", - "issue:44869|issue:46832", - "issue:46399|issue:47312", "issue:43644|issue:44913", "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:43335|issue:44855", + "issue:44869|issue:46832", + "issue:44734|issue:45406", "issue:45632|issue:46617", "issue:45588|issue:47013", "issue:45381|issue:46369", "issue:41720|issue:45245", - "issue:43550|issue:44190", "issue:43827|issue:47321", - "issue:44242|issue:46897", + "issue:43550|issue:44190", "issue:45563|issue:45584", "issue:25251|issue:29870", "issue:43854|issue:44792", "issue:39692|issue:47321", - "issue:43065|issue:44610", "issue:45381|issue:46655", - "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44242|issue:46897", "issue:44933|issue:45362", - "issue:44479|issue:44734", + "issue:43335|issue:44190", "issue:44617|issue:46369", + "issue:44479|issue:44734", "issue:39692|issue:44190", - "issue:43526|issue:46697", - "issue:43295|issue:45276", - "issue:43673|issue:46421", - "issue:44779|issue:46489" + "issue:43295|issue:45276" ], - "prepared_review_unit_hash": "fc6cd53510a9d7c0bc673959f2f9ae68dcf1877d65c9245f6c8cb5728d157823", + "prepared_review_unit_hash": "abfe927500cc6368871d41bf0db1341d32449f8b490287a22b404077ad060806", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35958, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "soft_pair_count": 31, + "serialized_chars": 36618, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated issues; there is no single coherent duplicate cluster. The only plausible duplicate pair is the DeepSeek tokenizer regression pair.", - "confidence": 0.74, - "canonical_issue_reason": "issue:46489 is the most specific and actionable of the only near-duplicate pair: it names the exact DeepSeek-Coder v1 v5+ tokenizer regression and points to a gap in an earlier fix.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad keywords (pipeline, model, cache, video, dtype, etc.) but not the same concrete bug or change. I would not merge any of the proposed pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45588 is the most self-contained, concrete runtime crash report with active discussion and a precise code path, so it is the best representative anchor; however, the cluster overall does not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the best representative issue here because it is the clearest duplicate-style report with a concrete regression description and prior-fix context.", + "best_issue_reason": "#45588 is the strongest standalone issue for triage because it has a specific failure mode, explicit repro context, and enough discussion to be actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different bugs: one is a category-cardinality runtime error, the other is a static-cache/torch.compile slice arithmetic issue." + "reason": "Different subsystems and failures: Python 3.13 import/IndentationError vs flash-attention AttributeError on sink-less models." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Unrelated failures: SwitchTransformers sparse-layer config bug vs Python 3.13 IndentationError in DebertaV2Model import." + "reason": "Unrelated bugs: generation-time UnboundLocalError vs token embedding resize/output embedding reinitialization." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Both affect serve, but the crashes come from different code paths: KV-cache indexing vs missing Gemma4Processor _tokenizer." + "reason": "Different components and symptoms: config validation for head_dim vs image processor over-padding." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Whisper decode crash and RT-DETR feature-level mismatch are unrelated." + "reason": "Both mention dtype issues, but they affect different models and code paths; not the same bug." }, { - "left": "issue:46399", - "right": "issue:47312", + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline API is unrelated to a model/pipeline output quality bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both mention kernels, but one is a specific Qwen3.5 decorator/registration failure and the other is a broad incompatibility report." + "reason": "Different failures: categorical-cardinality runtime error vs cache length returning a device tensor." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different problems: non-persistent buffer initialization vs GPTNeoX config value not persisting on reload." + "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoXConfig rotary_pct persistence on reload." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + "reason": "OOM in Sam3Video vs Whisper empty-transcription decode crash; no shared code path." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Related to kernels generally, but the concrete failures differ: missing registration decorator vs broad incompatibility with kernels 0.16." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different areas and symptoms: SwitchTransformers sparse-layer config bug vs DebertaV2 import parsing error." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash from trailing replacement character is unrelated to RT-DETR feature-level indexing." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related, but one is KV-cache tensor indexing and the other is a missing processor attribute." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision while the other is a FileNotFoundError from cache loading." + "reason": "Both involve trust_remote_code cache loading, but one is a leaf-directory collision and the other is a FileNotFoundError; not clearly the same underlying bug." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Different models and different failure modes: flash_attention aux handling vs xLSTM unpacking return shape." + "reason": "Different runtime errors in different models: flash_attention s_aux handling vs xLSTM return tuple unpacking." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen video position-id regression and Sam3LiteText memory overflow are unrelated." + "reason": "Qwen video-position-id regression is unrelated to Sam3-litetext memory overflow." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on A800 for Qwen3 auto device mapping is unrelated to the 2^24 category limit error." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "torch.compile/SDPA crash in Bamba is unrelated to local dataset loading in the training script." + "reason": "CUDA assert on auto device mapping is unrelated to the 2^24 category limit error." }, { "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "Documentation references to removed pipelines have nothing to do with the AMD quark class update issue." + "reason": "Docs pipeline cleanup has no overlap with an AMD quark class update issue." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both are training-loss issues, but they affect different mechanisms and models; not the same bug." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning and Whisper empty-transcription crash are unrelated." + "reason": "Both touch generation, but one is a stale warning and the other is a decode crash on empty transcription." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are different generation issues." + "reason": "Pipeline top_k output-shape change is unrelated to Bart generate() using decoder_attention_mask before assignment." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different model/test failures: GLM-4.7-Flash unit-test loading vs janus image generation test." + "reason": "Model load failure in GLM-4.7-Flash unit tests is unrelated to a janus image-generation test failure." }, { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 documentation/quantization errors are unrelated to AMD quark class updates." + "reason": "SigLIP2 docs/model usage errors are unrelated to an AMD quark class update." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are different vision-model bugs." + "reason": "Both are video/image processor bugs, but the concrete defects differ: wrong vision_position_ids vs incorrect padding calculation." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Both are video-processing bugs, but they are model-specific and involve different computations." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the local dataset script failure." + "reason": "Load-balancing loss omission and Florence2 double-shift are different training-loss bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Separate regressions: v5.3.0 video-input regression vs KV-cache continuation tensor indexing." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dataset loading in a training example." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related in Sam3 models, but the reported causes and model variants differ." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." + "reason": "Both are memory-related, but they affect different Sam3 variants and likely different causes." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different image-processor bugs: Beit reduce_labels truncation vs Swin2SR over-padding." + "reason": "Video-input regression in Qwen models is unrelated to KV-cache continuation indexing in serve." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are unrelated." + "reason": "SigLIP2 docs/example problems are unrelated to the image-classification script's local dataset loading issue." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45276", + "right": "issue:43295", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is spurious recompilation from lazy init; not the same concrete bug." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both report DeepSeek tokenizer regressions on v5+ producing incorrect output; 46489 explicitly frames itself as a gap in the prior fix." + "reason": "Gemma4 embedding resize behavior is unrelated to the processor.tokenizer regression in transformers v4.57.5." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:44779 and issue:46489, is well supported by the titles and the stated prior-fix gap. The other pair rejections are cautious and consistent with the issue descriptions. " - }, - "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": 27, + "component_count": 28, "review_unit_index": 41, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:27957", "issue:32090", "issue:35141", - "issue:36246", - "issue:41628", "issue:42175", "issue:42796", "issue:43317", - "issue:43335", "issue:43404", - "issue:43531", + "issue:43526", "issue:43540", - "issue:43611", "issue:43643", + "issue:43644", "issue:43673", "issue:43854", "issue:43994", @@ -12549,6 +12512,7 @@ "issue:44521", "issue:44734", "issue:44737", + "issue:44779", "issue:44938", "issue:44964", "issue:45003", @@ -12560,12 +12524,14 @@ "issue:45381", "issue:45542", "issue:45584", - "issue:45593", "issue:45600", "issue:45632", "issue:45803", "issue:45907", "issue:46234", + "issue:46421", + "issue:46489", + "issue:46697", "issue:46752", "issue:46858", "issue:47145", @@ -12574,238 +12540,250 @@ "issue:47321" ], "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:43673|issue:46421", "issue:45127|issue:45357", "issue:43540|issue:44734", - "issue:45276|issue:45584", - "issue:44462|issue:45907", "issue:47145|issue:47321", + "issue:45276|issue:45584", "issue:43854|issue:44964", - "issue:44521|issue:45381", + "issue:44462|issue:45907", "issue:44112|issue:45600", - "issue:43317|issue:47312", "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43317|issue:47312", "issue:43994|issue:47321", "issue:45290|issue:46752", - "issue:43673|issue:46858", - "issue:43611|issue:47321", - "issue:44246|issue:45003", + "issue:43644|issue:47321", "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:43673|issue:46858", "issue:44112|issue:44964", - "issue:44737|issue:45803", "issue:42175|issue:44279", - "issue:44938|issue:45542", "issue:44964|issue:45600", "issue:43404|issue:45216", - "issue:42796|issue:44521", + "issue:44737|issue:45803", "issue:32090|issue:35141", - "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:44938|issue:45542", "issue:44496|issue:47217", - "issue:43531|issue:45600", - "issue:36246|issue:41628", - "issue:43335|issue:45593" + "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "0a5f681eb880a7a2de2c15048966dc6925e7b83296bf64a8ac28fd731abc2095", + "prepared_review_unit_hash": "bb2cf9affc899da6b66c74403be60cd8c9b5aae8ecf244be6fa55b33a68542f6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36585, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "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": "All proposed soft edges look like distinct bugs or regressions rather than duplicates, so no mergeable duplicate cluster emerges here.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the candidate pairs span unrelated topics such as tokenizer behavior, multimodal template handling, cache/generation internals, model loading, and CI/backend setup.", + "summary": "The cluster is highly heterogeneous: most pairs share only superficial thematic overlap (tokenizers, cache, multimodal, packaging, CI) but appear to describe different bugs and code paths. I would not merge any of the soft candidates; issue 43644 is the broadest regression-style report, but the set does not form a clean duplicate cluster.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43644 is the most broadly framed, cross-cutting regression in the set; it is a better representative than the many model- or test-specific reports, though the overall cluster is still too mixed for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative because none of the soft pairs appear to describe the same underlying problem.", + "best_issue_reason": "43644 is the closest thing to a cluster anchor because it describes a general Transformers 5.0.0 regression rather than a narrow model- or environment-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Both concern Qwen3.5 save/tie-weight behavior, but one is about LoRA/extended-vocab collapse and the other about incorrect visual encoder keys; different failure modes." + "reason": "Both are DeepSeek tokenizer problems, but they affect different model families/versions and describe different tokenization failures." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "One is a Qwen3OmniMoe video-input error, the other is a serve/KV-cache continuation indexing crash; unrelated code paths." + "reason": "Different image processors and different bugs: label reduction vs over-padding." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription handling are unrelated bugs in different subsystems." + "reason": "Both involve cache behavior, but one is a missing GenerationMixin cache in v5.0.0 and the other is a lazy-init recompilation issue; not the same bug." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model saving/weights, but they hit different code paths: LoRA vocab merging vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Tokenizer.json loading and list_repo_files revision forwarding affect different APIs and do not describe the same bug." + "reason": "Completely different failures: Qwen3OmniMoe video input validation vs serve KV-cache continuation tensor indexing." }, { "left": "issue:47145", "right": "issue:47321", "accept": false, - "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + "reason": "FP8 weight_scale loading corruption and an AMD quark class update issue are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma4 resize_token_embeddings vs Whisper empty transcription generation." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-load failures, but they affect different models with different causes and fixes." + "reason": "Both are model loading issues, but they concern different models and different failure causes." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "assistant_masks being all zero is a chat-template bug; wrong vision_position_ids is a Qwen2.5-VL video-positioning bug." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both involve CI breakage, but one is a stale GraniteSpeech test and the other is outdated auto_mappings references; different problems." + "reason": "CI test flake vs stale auto_mappings reference; same area of maintenance, not the same bug." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "device_map/offload loading failure and kernel-compatibility issues are not the same underlying bug." + "reason": "Both touch config loading, but one is trust_remote_code losing fields and the other is an unrecognized-model/config.json issue." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template-related, but one is assistant mask generation and the other is video vision_position_ids; different defects." + }, + { + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "trust_remote_code returning missing fields and unrecognized-model config loading are distinct config-loading issues." + "reason": "device_map/offload loading failure and kernel incompatibility are different problem classes." }, { "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 inference corruption and AMD quark class updates are unrelated." + "reason": "A model inference correctness issue and an AMD quark class update are unrelated." }, { "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-input IndexError; different edge cases." + "reason": "Both are apply_chat_template edge cases, but tool-call/no-content handling is not the same as empty-list IndexError." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:43644", + "right": "issue:47321", "accept": false, - "reason": "Both touch generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic under static cache/compile." + "reason": "Non-persistent buffer initialization regression and AMD quark class update are unrelated." }, { - "left": "issue:43611", - "right": "issue:47321", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "A base_model_prefix loading regression and an AMD quark class update are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and resize_token_embeddings post_init reinitialization are different issues." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are different problems; one is performance, the other is correctness/safety." + "reason": "Import latency and unsafe sys.modules access are not the same underlying bug." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization after resize are unrelated." + "reason": "Both involve caches, but one is a missing cache in v5.0.0 chunked prefill and the other is a device-tensor seq_length arithmetic bug with static cache/torch.compile." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal loading failure do not share a concrete bug." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet CPU placement bug and Fuyu bare-except error swallowing are unrelated." + "reason": "CI stale-device test failure is unrelated to loading Phi-4-multimodal-instruct." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "TensorFlow backend packaging and a generic dependency issue are too different to be duplicates." + "reason": "Packaging dependency omission and a general dependency issue are too vague and do not identify the same concrete bug." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated." + "reason": "Python 3.14 import failure and missing TensorFlow backend from tensorboard-only install are different environment/package issues." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Phi-4 multimodal load failure and stale Sam3LiteText auto-mappings references are different issues." + "reason": "Unrecognized model/config loading vs multimodal placeholder handling are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and serialization paths." + "reason": "A cache-path collision for trust_remote_code local models is unrelated to a missing import utility symbol." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal chat-template assistant masks are unrelated." + "reason": "Tokenizer BPE-marker handling and multimodal assistant masks are different bugs." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization are different bugs." + "reason": "Multimodal model loading and removed-config references in auto_mappings are unrelated." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "trust_remote_code cache-path collisions and a missing import_utils helper are unrelated." + "reason": "Both involve Qwen3.5 family regressions, but one is lm_head tying and the other is incorrect checkpoint saving; not the same bug." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Unrecognized model loading and VL placeholder handling are different model/input issues." + "reason": "XLNet CPU tensor allocation bug and Fuyu bare-except masking errors are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed-config references in auto_mappings do not match." + "reason": "Trainer NoneType broadcast error and embedding reinitialization on resize are different failures." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "A missing Qwen2_5_VLImageProcessor export and inability to import AutoImageProcessor are related only at a very broad import level, not the same concrete bug." + "reason": "Python version import failure and missing TF backend from install extras are unrelated environment issues." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44462", + "right": "issue:46234", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Tokenizer file selection and missing utility export are unrelated." } ] }, @@ -12819,7 +12797,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 42, "review_unit_count": 65, "status": "reviewed", @@ -12832,15 +12810,16 @@ "issue:36246", "issue:38617", "issue:39692", + "issue:41628", "issue:41950", "issue:42907", "issue:42994", "issue:43295", - "issue:43299", + "issue:43335", "issue:43381", "issue:43441", - "issue:43479", "issue:43526", + "issue:43531", "issue:43650", "issue:43673", "issue:43824", @@ -12860,13 +12839,11 @@ "issue:44987", "issue:45042", "issue:45083", - "issue:45216", "issue:45335", - "issue:45375", "issue:45446", - "issue:45584", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", "issue:46082", "issue:46121", @@ -12879,192 +12856,197 @@ "issue:47333" ], "soft_pairs": [ + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:44496|issue:45042", "issue:45083|issue:46506", "issue:44295|issue:46506", "issue:43295|issue:45335", - "issue:41950|issue:44016", "issue:43976|issue:44987", + "issue:41950|issue:44016", "issue:43673|issue:46424", "issue:44683|issue:45446", "issue:39692|issue:46932", + "issue:44496|issue:45759", + "issue:43526|issue:43901", "issue:46082|issue:46121", "issue:43673|issue:44336", - "issue:43526|issue:43901", - "issue:44496|issue:45759", "issue:42994|issue:47333", - "issue:44016|issue:44220", "issue:43381|issue:45593", + "issue:44016|issue:44220", "issue:42907|issue:43441", - "issue:43650|issue:44220", "issue:44016|issue:44062", - "issue:44327|issue:46752", "issue:44792|issue:46424", - "issue:43441|issue:45588", + "issue:43650|issue:44220", "issue:44279|issue:46515", + "issue:44327|issue:46752", + "issue:43441|issue:45588", "issue:42994|issue:47332", "issue:43976|issue:44279", - "issue:43824|issue:44933", - "issue:43479|issue:45375", - "issue:45335|issue:45584", - "issue:43299|issue:45216", - "issue:43901|issue:44496" + "issue:43824|issue:44933" ], - "prepared_review_unit_hash": "19620a51ad246f0d0efefefa1466c264247fbc98976d3461bc0dc1bbca8ea437", + "prepared_review_unit_hash": "c353af16fc626c21af9bedccb6ff2a22e8f11cb9e67d28c84039e732a2af9cd2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36968, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mixed heterogeneous cluster with a few loose theme overlaps (saving/offloading, flash-attention, multimodal configs), but no soft pair looks like a true duplicate or mergeable single fix. Most pairs are distinct bugs in different code paths or different models/features.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 42994 is the broadest, most generic save-failure report and the closest thing to an umbrella for the small save/offload subgroup, though the overall cluster is too mixed to have a strong true canonical.", + "summary": "These items are mostly unrelated Transformers issues that only share broad surface themes like imports, saving, caching, or flash-attention. None of the soft pairs look like the same concrete bug/change, so all duplicate edges should be rejected. The most representative issue in this set is the disk-offloaded Qwen3-VL save failure (#47333), because it is specific, actionable, and has discussion/inbound references.", + "confidence": 0.94, + "canonical_issue_reason": "issue:47333 is the clearest, most actionable bug report in the set: a specific disk-offloaded Qwen3-VL save failure with inbound references and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42994 is the best representative issue here because its title is the most general and reusable for deduping save-related reports; it is still only a weak cluster fit, not a clear duplicate hub.", + "best_issue_reason": "issue:47333 best represents the cluster because it is concrete, reproducible, and well-scoped compared with the more generic symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs a broken auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and failures: Qwen2.5-VLImageProcessor vs AutoImageProcessor." + }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules; no shared underlying bug is evident." + "reason": "Different missing imports in different modules; no evidence of the same underlying fix." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized-model config loading and PIL/torchvision image processor requirements are unrelated failures." + "reason": "Model resolution failure vs PIL image-processor torchvision dependency regression; not the same bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different subsystems and symptoms: a qwen3_omni_moe helper bug vs CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Different symptoms in different areas: a helper-length calculation bug vs CPU/CUDA output divergence." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "A buffer/position_ids access error is not the same bug as device-dependent PPDocLayoutV3 output differences." + "reason": "Registering position_ids as a buffer is unrelated to the CPU/CUDA discrepancy in PPDocLayoutV3." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "One is a processor/tokenizer regression in v4.57.5; the other is an embedding resize bug in t5gemma." + "reason": "Both involve model wrappers, but one is a processor/tokenizer regression and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + "reason": "A Python version compatibility issue is not the same as a transformers>=5.1.0 load failure for a specific package/model." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both mention version/dependency trouble, but one is Python support and the other is a specific model-loading failure." + "reason": "Pipeline image-processor lookup bug vs a syntax error in a notebook; completely different failure modes." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill while the other is max_cache_length handling for Quantized Cache." + "reason": "Chunked-prefill cache missing in v5.0.0 is distinct from max_cache_length only applying to Quantized Cache." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a bad version check for AuxRequest import." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compilation failure and the other is a bad version gate for AuxRequest import." }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "Documentation example errors and Gemma4 quantized embedder dtype casting are different issues." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "Different config-validation problems: head_dim rejection vs JSON-loaded rope validation list handling." + "reason": "SigLIP2 doc-example errors are unrelated to Gemma4 quantized vision/audio embedder dtype casting." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Generation cache behavior and ANSI console formatting are unrelated." + "reason": "Unrecognized-model config loading is not the same as failing to unwrap text_config in AutoModelForCausalLM.from_config." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BEiT processor label-reduction bug is not the same as outdated TextClassificationPipeline docs." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Both concern model/config loading, but one is a missing model_type and the other is unwrap logic for composite multimodal configs." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to TextClassificationPipeline docs mentioning return_all_scores." }, { - "left": "issue:42994", - "right": "issue:47333", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both are save-related, but quantized saving and disk-offloaded saving are different code paths and failure modes." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate validation bugs." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features() issue." + "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:42994", + "right": "issue:47333", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated bugs." + "reason": "Both are save failures, but one is generic quantized-model saving and the other is a specific disk-offloaded Qwen3-VL case; too broad to merge." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is a save-path bug, while Ministral-3 FlashAttention failure is a model/runtime issue." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different features." }, { - "left": "issue:43650", + "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "The placeholder title is not a technical bug and does not match the audio feature extraction issue." + "reason": "Notebook syntax error vs _torch_extract_fbank_features failure; no shared code-path bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Notebook syntax error vs AddedToken special-argument collision are different problems." + "reason": "Saving dequantized Ministrals/Devstrals and Ministral-3 flash-attention failure are different issues." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both are edge-case crashes, but QA top-k bounds and empty chat template input are different code paths." + "reason": "A notebook syntax error is unrelated to the AddedToken special-argument TypeError." }, { "left": "issue:44792", @@ -13073,58 +13055,46 @@ "reason": "Janus image-generation test failure is unrelated to cache max length handling." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is a sink-less-model AttributeError in the integration code." + "reason": "A placeholder/troll issue is not the same as a torchaudio feature-extraction bug." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A generic transformers dependency problem is not the same as torch 2.4.1 incompatibility." + "reason": "General dependency trouble with transformers is not the same as torch 2.4.1 incompatibility." }, { - "left": "issue:42994", - "right": "issue:47332", - "accept": false, - "reason": "Both are save failures, but quantized save failure and disk-offloaded save failure are distinct bugs." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "One is a Python version support issue; the other is only a vague dependency problem with no shared concrete bug." - }, - { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Both are import/export complaints, but they refer to different missing symbols in different modules." + "reason": "QA decode_spans top-k crash and apply_chat_template empty-list IndexError are different pipeline bugs." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Different multimodal config-field bugs in different model families; no same code path is evident." + "reason": "Both involve flash_attention.py, but they describe different failures and conditions: Ministral-3 on v5 RC vs s_aux=None on sink-less models." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "Token-embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Generic quantized saving failure and disk-offloaded Qwen3-VL saving failure are related only at a high level, not the same concrete bug." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both are Qwen regression reports, but one is model loading in dev0 and the other is incorrect checkpoint saving in 5.4.0." + "reason": "Python-version support mismatch is unrelated to a generic dependency issue with transformers." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Docs for a pipeline flag and a model-type loading error are unrelated." + "reason": "Missing Qwen2.5-VLForConditionalGeneration export and a nonexistent image_utils import are separate import problems." } ] }, @@ -13138,13 +13108,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 43, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -13154,24 +13124,22 @@ "issue:43295", "issue:43299", "issue:43381", + "issue:43479", "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", "issue:43901", - "issue:43931", "issue:43976", - "issue:44016", "issue:44075", "issue:44242", "issue:44279", - "issue:44291", "issue:44351", "issue:44368", "issue:44462", "issue:44466", - "issue:44683", + "issue:44496", "issue:44779", "issue:45020", "issue:45081", @@ -13179,9 +13147,11 @@ "issue:45216", "issue:45276", "issue:45278", + "issue:45335", "issue:45357", + "issue:45375", "issue:45405", - "issue:45542", + "issue:45584", "issue:45593", "issue:45812", "issue:45823", @@ -13198,231 +13168,232 @@ "issue:47217" ], "soft_pairs": [ - "issue:43901|issue:47217", - "issue:44279|issue:45405", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:43901|issue:44496", "issue:43295|issue:44779", + "issue:44279|issue:45405", + "issue:43901|issue:47217", "issue:41950|issue:45020", "issue:39692|issue:43901", - "issue:46123|issue:46369", "issue:42796|issue:43650", + "issue:46123|issue:46369", "issue:46614|issue:47085", "issue:43577|issue:45216", "issue:44779|issue:45812", "issue:44075|issue:44368", "issue:43976|issue:45405", - "issue:41950|issue:45823", "issue:44466|issue:45276", - "issue:43299|issue:45357", + "issue:41950|issue:45823", "issue:43381|issue:47000", "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:44462|issue:45081", "issue:46082|issue:46399", "issue:46082|issue:46512", "issue:44351|issue:45278", - "issue:44462|issue:45081", "issue:43299|issue:43854", - "issue:43650|issue:46209", - "issue:44242|issue:45200", "issue:43644|issue:47145", - "issue:44016|issue:44291", - "issue:43931|issue:47145", - "issue:44683|issue:45542" + "issue:43650|issue:46209", + "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "1b18b855b3d73b9fa467883c13f6a2b2ce87a65b4377272f3688c9e1f3a3ee80", + "prepared_review_unit_hash": "b4efd855b98c012ad40631602527eca0783ebab150ac78eb9a61032482bdc4b4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36216, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "soft_pair_count": 29, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span many unrelated regressions, tokenizer bugs, docs errors, loading failures, and dependency problems across different models and subsystems. All soft links look like superficial similarity rather than the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is appropriate because the cluster is heterogeneous; the items do not share one concrete code-path or root cause.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regression/compatibility issues. The soft edges are mostly title-level similarity only; none look like the same underlying bug or a mergeable duplicate pair.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45020 is the broadest representative here: it frames the cluster as recent Transformers regressions breaking model loading/remote_code flows, which is the closest umbrella theme among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues can represent the cluster as a whole since they are unrelated defects across different areas.", + "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is the most general, user-facing regression statement and overlaps conceptually with several other model-loading/version-breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and different failure modes; both are multimodal config bugs, but not the same code path." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and behaviors: token embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same model family, but loading failure and save_pretrained serialization bug are different concrete code paths." + }, { "left": "issue:43901", - "right": "issue:47217", + "right": "issue:44496", + "accept": false, + "reason": "A docs/API mismatch vs an unrecognized-model/config problem; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Docs text about return_all_scores is unrelated to a VL placeholder-in-text runtime failure." + "reason": "Different tokenizer/model regressions: processor.tokenizer/images regression vs Deepseek tokenization correctness." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is an unreleased peft version bump; different problems." + "reason": "Both are dependency-related, but one is a generic transformer dependency issue and the other is a PEFT version bump mismatch." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different APIs/models and describe different failure modes." + "reason": "Docs wording issue vs a VL placeholder-in-text runtime failure; not the same problem." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code model breakage are different code paths with different symptoms." + "reason": "Video pipeline processor selection bug is not the same as broad remote_code model breakage." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Two unrelated documentation issues; no shared bug or fix target." + "reason": "Both mention docs, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline API doc mismatch." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "MaskGenerationPipeline partial-batch handling is unrelated to sam3-litetext memory overflow." + "reason": "Tokenizer BPE-marker handling and a nonspecific data request are unrelated." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer BPE marker handling and a generic 'ADD THE DATA' issue are clearly unrelated." + "reason": "Partial-batch pipeline logic bug vs memory overflow in a specific model; different code paths." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state is a different subsystem from tokenizer thread-safety." + "reason": "Stale phonemizer backend state is unrelated to tokenizers thread-safety." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are different bugs." + "reason": "Blip2 dtype initialization issue is unrelated to Qwen3.5 save_pretrained serialization." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and likely different root causes." + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer logic." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling is unrelated to a tied-embeddings warning." + "reason": "Optimizer argument handling is unrelated to a model config warning about tied embeddings." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased dependency version are unrelated." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Image-processor lookup in a video pipeline is unrelated to Gemma4 device-map placement." + "reason": "Python-version incompatibility is not the same as a minimum PEFT version mismatch." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization inconsistency and embedding resize propagation are distinct behaviors, not the same bug." + "reason": "Serialization of tied weights and resize_token_embeddings propagation are distinct issues." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Both involve Qwen3-family models, but one is loading failure and the other is save_pretrained key serialization; not the same issue." + "reason": "Both are multimodal/model bugs, but one is pipeline processor selection and the other is device placement in Gemma4." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to RTDetrLoss infeasibility." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasible cost matrix." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are different defects." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." - }, - { - "left": "issue:46082", - "right": "issue:46512", - "accept": false, - "reason": "Explicit head_dim validation has no overlap with from_config dtype/config staleness." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "A missing HybridCache export and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + "reason": "Same model family, but one is loading failure and the other is incorrect save_pretrained visual key serialization." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading issues." + "reason": "AutoTokenizer repository selection bug and Mistral regex patch crash are different tokenizer subsystems." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-VL loading failure and GLM-4.7-Flash test loading failure are model-specific, separate bugs." + "reason": "Config validation for head_dim is unrelated to a kernel-registration crash in Qwen3.5." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "A placeholder issue and an FP8 inference bug are unrelated." + "reason": "Config validation and stale model.config.dtype after from_config are different bugs." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Router load-balancing loss and Gemma4 mm_token_type_ids defaults are different model-training issues." + "reason": "A specific missing import vs broad import errors after upgrade; not the same root cause." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer junk fill and FP8 weight_scale omission are both corruption issues, but with different mechanisms and fixes." + "reason": "Non-persistent buffer initialization corruption is not the same as missing weight_scale application for FP8 checkpoints." }, { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors scaling." + "reason": "Nonspecific placeholder issue vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." + "reason": "MoE load-balancing loss gating and Gemma4 token-type defaults are separate model/training bugs." } ] }, @@ -13436,13 +13407,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 44, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -13459,25 +13430,25 @@ "issue:43673", "issue:43761", "issue:43784", - "issue:43824", "issue:43873", "issue:43881", "issue:43901", + "issue:43931", "issue:43976", "issue:44016", "issue:44186", - "issue:44188", "issue:44246", "issue:44261", "issue:44263", + "issue:44291", "issue:44336", "issue:44623", "issue:44671", + "issue:44683", "issue:44749", "issue:44779", "issue:45081", "issue:45103", - "issue:45325", "issue:45372", "issue:45397", "issue:45542", @@ -13496,245 +13467,245 @@ "issue:47217" ], "soft_pairs": [ + "issue:43931|issue:47145", + "issue:44016|issue:44291", + "issue:44683|issue:45542", "issue:45081|issue:45907", "issue:45588|issue:47000", + "issue:43873|issue:47145", "issue:44336|issue:46851", "issue:43441|issue:45834", - "issue:45859|issue:46851", - "issue:45103|issue:45372", "issue:43479|issue:43525", - "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:45859|issue:46851", "issue:33290|issue:45656", "issue:42994|issue:43317", "issue:44623|issue:44749", - "issue:42175|issue:43976", "issue:44246|issue:47217", - "issue:44623|issue:45397", "issue:44671|issue:44779", - "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44623|issue:45397", "issue:44016|issue:45823", "issue:45542|issue:45800", + "issue:44261|issue:44263", "issue:44186|issue:47000", - "issue:43673|issue:43761", - "issue:43525|issue:43881", "issue:43784|issue:45542", - "issue:45600|issue:45712", - "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:43673|issue:43761", "issue:43901|issue:44246", + "issue:45600|issue:45712", "issue:43525|issue:43643", - "issue:42796|issue:43441", - "issue:45325|issue:46851", "issue:43575|issue:47145", - "issue:43824|issue:43976" + "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "17307341a9d6a329ebe440cd95fa5379304a2998ec999b672c85d53a7767c5cd", + "prepared_review_unit_hash": "77ea4ba644bfb2b8a79690294f20a9f2d638e7326bdab6c17b433f3976896c1a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36712, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformer issues; they span packaging, tokenizers, model loading, offloading/quantization, docs, and runtime regressions. I do not see any soft pair that is clearly the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the most active open report with multiple inbound references and a broad runtime theme (quantization/offloading), so it is the best representative anchor for this otherwise unrelated set.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-specific regressions, tokenizer bugs, docs/backend issues, and a small quantization/offloading subset. None of the soft pairs look like the same concrete bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the broadest and most active item here, centered on quantization/offloading, so it is the closest thing to an umbrella representative for the only loosely related subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest issue anchor by activity/refs and centrality, but only as a representative\u2014not as a true duplicate target.", + "best_issue_reason": "43873 is the best single representative because it is the most general, actively discussed issue in the set and closest to the small offloading/quantization theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape loading failure vs FP8 checkpoint weight_scale omission; different failure modes and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized constructor mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention/torch version issue is unrelated to TensorFlow backend installation handling." + }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Different areas: Mistral tokenizer regex patching vs a Hub file-listing revision-forwarding bug." + "reason": "Mistral regex patch crash is unrelated to list_repo_files revision forwarding." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention sink handling crash and RTDetr loss infeasible-cost-matrix are unrelated code paths." + "reason": "FlashAttention s_aux=None crash is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offloading, but one is a general offload behavior complaint and the other is a specific missing weight_scale load bug." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape output in loading reports is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "ANSI escape leakage in loading_report is unrelated to variable-length position_ids handling." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error do not describe the same defect." + "reason": "Ministral FlashAttention regression is unrelated to Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Both mention position/rotary behavior, but one is CPU offload compatibility and the other is variable-length inputs; not the same bug." + "reason": "Different config initialization bugs affecting different model families and different missing/default fields." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and a mistral_common import error are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are different config initialization bugs." + "reason": "auto_docstring annotation parsing crash is unrelated to mistral_common ReasoningEffort import failure." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "General offloading/quantization issues, but one is behavior not working and the other is silent FP8 weight_scale corruption; not the same concrete bug." + "reason": "CPU offload incompatibility in rotary embedding is not the same as variable-length position_ids support." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed optimizer OOM and double optimizer-step invocation are distinct training-loop problems." + "reason": "Adafactor OOM under deepspeed is not the same as optimizer.step being invoked twice." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized load with cpu offload failure are different lifecycle stages and failure modes." + "reason": "Quantized model saving failure is separate from loading a dequantized model with auto device_map offload." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and a training-data filtering slowdown are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." + "reason": "Missing processor save files is unrelated to the Chinese-described performance regression on filtering." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Intermittent slow import and VL image-placeholder handling are unrelated runtime problems." + "reason": "Intermittent import slowdown is unrelated to VL image-placeholder parsing failures." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained failure are different bugs." + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer corruption are different model-specific bugs." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are model-specific and not the same issue." + "reason": "TensorFlow backend packaging problem is unrelated to Python version compatibility in 5.1.0." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue and GlmMoeDsaIndexer split return-values issue are unrelated." + "reason": "Processor save_pretrained missing files does not match gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Missing TensorFlow backend installation and torch/transformers incompatibility are different environment/setup problems." - }, - { - "left": "issue:44186", - "right": "issue:47000", - "accept": false, - "reason": "LayoutLMv2 tokenization crash and RTDetr loss infeasible-cost-matrix are unrelated model components." + "reason": "TensorFlow/tensorboard installation issue is unrelated to torch-version incompatibility." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Generation cache missing in chunked prefill and CLIPVision hidden_states regression are different v5 regressions in different modules." + "reason": "Missing rms_norm_eps precision issue and torch.split return-value issue are unrelated model implementation bugs." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are not the same failure path." + "reason": "Tokenizer crash on padding/truncation is unrelated to RTDetr loss infeasibility." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError and TensorFlow backend packaging issue are unrelated." + "reason": "Missing nn import in sentence-transformers is unrelated to the TensorFlow backend error." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "auto_mappings stale config references and leftover dummy classes are different maintenance/CI problems." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different configuration/loading problems." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + "reason": "Chunked prefill cache regression and CLIPVisionModel hidden_states regression affect different model APIs." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "docs mismatch for return_all_scores and sporadic slow import are unrelated." + "reason": "Documentation mismatch about return_all_scores is unrelated to import-time slowdown." }, { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are similar in theme but not the same defect." - }, - { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failure are different issues." + "reason": "Removed auto-mapping references causing CI failure is unrelated to leftover dummy_pt_objects classes." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling and the other is Qwen3.5 variable-length input handling; not a duplicate." + "reason": "pad_token_id absence in Llama4Config is unrelated to trust_remote_code missing fields in AutoConfig." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Tensor-parallel OOM on load and FP8 checkpoint corruption are different quantization/loading failures." + "reason": "Tensor-parallel OOM on model load is not the same as FP8 checkpoint loading without weight_scale." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Python 3.9+/3.10+ compatibility are unrelated." + "reason": "Tokenizer BPE-marker handling bug is unrelated to a FlashAttention failure in Ministral-3." } ] }, @@ -13748,7 +13719,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 45, "review_unit_count": 65, "status": "reviewed", @@ -13760,14 +13731,15 @@ "nodes": [ "issue:42491", "issue:42617", - "issue:42915", "issue:43299", "issue:43526", "issue:43540", "issue:43550", "issue:43723", + "issue:43824", "issue:43976", "issue:44162", + "issue:44188", "issue:44242", "issue:44246", "issue:44295", @@ -13782,6 +13754,7 @@ "issue:45072", "issue:45083", "issue:45103", + "issue:45325", "issue:45362", "issue:45397", "issue:45561", @@ -13803,269 +13776,285 @@ "issue:47176", "issue:47177", "issue:47217", - "issue:47312", "issue:47333" ], "soft_pairs": [ + "issue:44188|issue:44336", + "issue:45325|issue:46851", "issue:44589|issue:45362", + "issue:43824|issue:43976", "issue:47176|issue:47177", "issue:44336|issue:44373", "issue:43723|issue:44162", "issue:45362|issue:47333", - "issue:44297|issue:45397", "issue:44246|issue:44496", - "issue:45083|issue:46851", + "issue:44297|issue:45397", "issue:44871|issue:47145", "issue:42617|issue:43976", + "issue:45083|issue:46851", "issue:46291|issue:46399", "issue:46655|issue:46726", "issue:46399|issue:46851", "issue:45003|issue:47217", - "issue:42491|issue:43299", "issue:45072|issue:46829", + "issue:42491|issue:43299", "issue:43526|issue:45003", + "issue:44295|issue:45397", "issue:43540|issue:46752", "issue:45103|issue:46399", - "issue:44295|issue:45397", + "issue:44246|issue:44871", "issue:45588|issue:46851", "issue:45561|issue:45563", - "issue:44246|issue:44871", - "issue:46614|issue:46665", "issue:45003|issue:46821", + "issue:46614|issue:46665", "issue:44336|issue:44485", "issue:43550|issue:46506", "issue:44242|issue:45593", - "issue:43540|issue:46655", - "issue:42915|issue:47312" + "issue:43540|issue:46655" ], - "prepared_review_unit_hash": "84476abcc24c8d8c572ace8ad14b5f0c891e28a5e8727d15c42a07abfc2ec735", + "prepared_review_unit_hash": "d6e3d62ac103a8438a5807313703e37d8089a0fa8522b4724d0520ced59481e1", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35950, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37267, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only a broad subsystem or version context, not the same underlying bug or change. I would not merge any of the soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear duplicate anchor for the whole cluster; if forced, #42491 is the most concrete compatibility regression report with explicit hf4.x\u2192hf5.x context.", + "summary": "Mostly a mixed cluster of unrelated Transformers issue reports, with one clear duplicate-like pocket around Qwen3 MoE model loading regressions on the hf5.x / 5.0.0.dev0 line.", + "confidence": 0.79, + "canonical_issue_reason": "43299 is the best issue anchor because it clearly states the shared Qwen3 MoE loading regression and the breaking Transformers version, making it the most general representative of the only strong duplicate pocket.", "canonical_pr_reason": null, - "best_issue_reason": "#42491 is the strongest representative issue: it is specific, actionable, and directly describes a user-facing regression tied to a concrete version transition.", + "best_issue_reason": "43299 is the strongest representative overall: it is specific, self-contained, and broadly covers the Qwen3 MoE loading breakage that also shows up in 42491.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems: torch.compile attention-kernel branching vs ANSI codes in loading_report." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen position handling, but they describe different bugs in different model families and code paths." + }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: Float8 storage deserialization vs Qwen3.5 chat crashes; no shared code path." + "reason": "Unrelated failures: missing Float8 storage vs Qwen3.5 chat crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific VL class is unrelated to the Python version compatibility issue." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both security-related, but command-substitution bypass and tar/zip-slip are distinct vulnerabilities with different fixes." + "reason": "Both are security-related, but one is command substitution bypass and the other is archive path traversal; different vulnerabilities." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code generation in loading_report is unrelated to a wrong docstring for position_ids." + "reason": "ANSI code emission in loading_report is unrelated to a docstring typo." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage affect different APIs and model paths." + "reason": "Tokenizer loading regression and ESM2 breakage are distinct issues." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3-30B save failure are different bugs." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 ZeRO3 from_pretrained issues." + "reason": "Qwen3.5 chat crash and disk-offloaded save failure are different code paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness is not the same as an unrecognized-model config error." + "reason": "Import latency and unrecognized model config are not the same bug." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Both are Qwen-family, but one is a feature-extractor length helper bug and the other is variable-length position_ids handling." + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "EOS token inconsistency and FP8 weight_scale omission are unrelated model-loading problems." + "reason": "Gemma eos_token mismatch and FP8 weight_scale omission are separate model-loading problems." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "A script execution failure is not the same as a Python-version compatibility break." + "reason": "3d_parallel.py runtime failure is unrelated to the Python version support issue." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen and positions, but one is a helper-length bug and the other is variable-length input handling." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel dependency/version requirements and a missing decorator in Qwen3.5 kernels registration are different issues." + "reason": "Kernel import failure and missing decorator registration are different root causes." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding math and missing vision-backend handling are separate processor/AutoProcessor problems." + "reason": "Video padding calculation and missing vision-backend image processor handling are unrelated." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration failure is unrelated to variable-length position_ids handling." + "reason": "One is kernel registration failure, the other is position_ids handling for variable-length inputs." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access and VL image-placeholder parsing are different code paths." - }, - { - "left": "issue:42491", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen MoE compatibility regressions, but one is LoRA reuse across versions and the other is Qwen3VL MoE loading; not the same concrete bug." + "reason": "Unsafe sys.modules access is unrelated to image-placeholder parsing in user text." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch and hidden_states assignment are unrelated." + "reason": "dtype mismatch in inference and wrong hidden_states field are different model/output bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both describe the same underlying Qwen3 MoE loading incompatibility on newer Transformers versions (hf5.x / 5.0.0.dev0), with 42491 being the LoRA-specific manifestation." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction and sys.modules access are unrelated." + "reason": "BEiT label reduction bug is unrelated to sys.modules access." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 zero3 from_pretrained failure are not the same issue." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and empty-chat-template IndexError are different failures." + "reason": "Qwen3OmniMoe video ValueError and empty-list chat_template crash are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." + "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Reading position_ids after buffer registration and Gemma-4 ZeRO3 loading are different bugs." + "reason": "Import slowness does not match the Gemma eos_token configuration bug." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention s_aux=None crashes and variable-length position_ids failures are distinct." + "reason": "Flash-attention crash on sink-less models is unrelated to Qwen3.5 variable-length position_ids." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race is not the same as a stale warning in generate()." + "reason": "pytest-xdist race on captured_info.txt and a stale warning in generate() are different bugs." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Both concern optional losses, but they are different models and different gating conditions; not the same bug." + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state and from_pretrained inconsistency are unrelated." - }, - { - "left": "issue:45003", - "right": "issue:46821", - "accept": false, - "reason": "sys.modules access and TimesFM window_size AttributeError are unrelated." + "reason": "Stale phonemizer language state and from_pretrained behavior inside Python classes are different problems." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting and GLM-5 RoPE implementation are not the same issue." + "reason": "ANSI code formatting in a utility is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile SDPA failure and CPU/CUDA result mismatch are different model/runtime bugs." + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Same broad idea of missing auxiliary loss, but the model code paths and triggers differ enough that they are not duplicates." + "reason": "Both involve missing auxiliary losses, but for different models and different triggering conditions." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both video-related, but Qwen3OmniMoe video input validation and SmolVLM padding calculation are distinct." - }, - { - "left": "issue:42915", - "right": "issue:47312", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and kernel-version incompatibility are unrelated." + "reason": "Both involve video processing, but they are model-specific and have different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge, 42491\u219443299, is plausibly the same Qwen3 MoE loading regression on newer Transformers versions, and the other pairs are rejected with sufficiently cautious, title-based reasoning. No obvious overstatement beyond the evidence shown." + }, + "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": 27, + "component_count": 28, "review_unit_index": 46, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -14073,6 +14062,7 @@ "issue:41950", "issue:42757", "issue:42886", + "issue:42915", "issue:43257", "issue:43295", "issue:43352", @@ -14094,7 +14084,6 @@ "issue:44779", "issue:44877", "issue:44987", - "issue:44995", "issue:45003", "issue:45137", "issue:45200", @@ -14115,234 +14104,235 @@ "issue:46726", "issue:46752", "issue:47217", + "issue:47312", "issue:47321" ], "soft_pairs": [ - "issue:42886|issue:46132", "issue:44779|issue:45292", - "issue:41950|issue:44220", - "issue:46726|issue:47217", + "issue:42915|issue:47312", "issue:43901|issue:45003", + "issue:46726|issue:47217", "issue:43257|issue:45137", + "issue:42886|issue:46132", + "issue:41950|issue:44220", "issue:44479|issue:46655", "issue:36246|issue:43596", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:45375|issue:45759", "issue:44451|issue:46752", - "issue:44295|issue:44749", + "issue:43295|issue:45292", "issue:45292|issue:45701", + "issue:44295|issue:44749", "issue:44162|issue:45200", - "issue:43295|issue:45292", - "issue:43352|issue:45250", "issue:45137|issue:45600", "issue:44466|issue:45335", "issue:46170|issue:47321", "issue:44060|issue:44077", + "issue:43352|issue:45250", "issue:45003|issue:45561", "issue:43475|issue:46369", "issue:44877|issue:45375", "issue:44623|issue:46726", "issue:44038|issue:46506", - "issue:44987|issue:45459", - "issue:44995|issue:45200" + "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "f33b85928319fd95019b07c0ece3b8fcfc0708b40d9c419dc95f07676d62d1e4", + "prepared_review_unit_hash": "6ab5a90c25072d864e528d492a2ccd0524046785cb349f9f482e832b65ec51a4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35396, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "serialized_chars": 35911, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a bag of unrelated transformer bugs and regressions with superficial topical overlap (Qwen, video, Deepspeed, config/import issues). None of the soft pairs look like the same underlying bug or change, so no duplicate merge is justified.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is noisy: the issues mostly share surface wording around Qwen/VL, configs, tokenization, video, or import/load failures, but they point to different code paths and different bugs. I would not merge any of the proposed soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue is a clear duplicate hub for this set; the items span unrelated failures across models, configs, tokenizers, and runtime environments.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone report in the group: it describes a concrete v5 regression, has a clear user-facing behavioral change, and includes inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated failure modes." + "reason": "Tokenizer behavior regression and resize_token_embeddings/output_embeddings mismatch are different code paths and fixes." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:42915", + "right": "issue:47312", "accept": false, - "reason": "One is a tokenizer regression; the other is resize_token_embeddings not updating output embeddings." + "reason": "FP8 config failure for Qwen3-Moe is unrelated to the kernel compatibility issue in 0.16." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Video-classification processor selection and _torch_extract_fbank_features are different code paths and symptoms." + "reason": "Docs mismatch for return_all_scores is not the same bug as unsafe sys.modules access in modeling_utils." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend import handling is distinct from empty user-text image placeholder handling." + "reason": "Missing vision backend handling in AutoProcessor is separate from the empty image-placeholder-in-text crash." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as unsafe sys.modules access." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and ZeRO3 BertModel index errors are different failures." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache token loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion with accelerate and the other is a zero3 deque IndexError." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Broad Qwen video-input regression is different from SmolVLM's video padding bug." + "reason": "Both are video-related, but they involve different model families and different failure modes/code paths." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import failure and BertModel zero3 IndexError are unrelated." + "reason": "Qwen2_5_VLImageProcessor import error is unrelated to the ZeRO3/BertModel empty-index issue." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen image processor symbol is unrelated to huggingface_hub.is_offline_mode import failure." + "reason": "Missing transformer model symbol and missing huggingface_hub symbol are different import failures." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing APIs with different causes." + "reason": "Qwen2_5_VLImageProcessor and HybridCache are distinct missing exports with different underlying causes." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "A missing config field in Qwen3.5-Moe vision config is not the same as AutoModelForCausalLM text_config unwrapping." + "reason": "Both touch Qwen multimodal configs, but one is strict-field dropping and the other is from_config unwrapping behavior; not the same concrete bug." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and apply_chat_template empty-list IndexError are unrelated." + "reason": "Model loading failure and empty-list apply_chat_template crash are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Position_ids buffer access and a 5.3.0 preprocessing slowdown are different bugs." + "reason": "Processor.tokenizer regression and embedding resize propagation are different problems." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings behavior is unrelated to tokenization output changes across versions." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma 4 token_type_ids defaulting are separate model-specific issues." + "reason": "A resize_token_embeddings bug is not the same as a version-dependent tokenization change." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Processor/tokenizer regression is not the same as output_embeddings not tracking resized embeddings." + "reason": "Reading position_ids after buffer registration and a data-processing slowdown are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Lack of FA2 support for NemotronH is different from the generic Flash Attention 2.0 topic." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed zero3 deque error and removed Sam3LiteText auto-mapping references are unrelated." + "reason": "ZeRO3 initialization error in BertModel and stale auto_mappings references are separate bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "lm_head serialization inconsistency and t5gemma decoder.embed_tokens resizing are different embedding issues." + "reason": "Serialization of tied weights by device and resize_token_embeddings not updating decoder.embed_tokens are different behaviors." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Windows ROCm torch.distributed import problems are unrelated to AMD quark class updates." + "reason": "Windows ROCm torch.distributed import/type errors are unrelated to the AMD quark class update issue." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not yet supporting Flash Attention 2.0 is not the same as the generic Flash Attention 2.0 topic." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist captured_info.txt races are different failure modes." + "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 video encoder missing attribute and SAM 3 LiteText memory overflow are distinct problems." + "reason": "SAM3 Video attribute error and SAM3 LiteText memory overflow are different issues." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict granite_speech config loading and Qwen vision config field loss are not the same bug." + "reason": "Strict config rejection of granite_speech and Qwen3_5MoeVisionConfig field dropping are separate config problems." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Missing files in processor.save_pretrained and unrecognized image processor backend handling are different issues." + "reason": "Loading physical-intelligence/fast failure and protobuf-related tokenizer error masking are different bugs." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Model loading failure and tokenizer error masking from protobuf fallback are unrelated." + "reason": "Qwen3-VL-Moe bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 token_type_ids defaults." + "reason": "Different missing imports from different packages; no shared underlying bug." } ] }, @@ -14356,13 +14346,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 47, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -14391,7 +14381,7 @@ "issue:44877", "issue:44977", "issue:44995", - "issue:45103", + "issue:45200", "issue:45229", "issue:45397", "issue:45412", @@ -14410,200 +14400,205 @@ "issue:46431", "issue:46710", "issue:46851", - "issue:46858", "issue:47068", "issue:47145", "issue:47312" ], "soft_pairs": [ - "issue:44242|issue:44857", + "issue:44995|issue:45200", "issue:44479|issue:46170", "issue:29870|issue:30333", + "issue:44242|issue:44857", "issue:45397|issue:45656", "issue:44877|issue:46170", "issue:44368|issue:44977", "issue:44995|issue:45588", "issue:43653|issue:44162", - "issue:42199|issue:46851", - "issue:45685|issue:46431", "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:42199|issue:46851", + "issue:42994|issue:47312", "issue:45412|issue:46123", "issue:42886|issue:45229", - "issue:42994|issue:47312", "issue:43723|issue:46710", "issue:43065|issue:43408", - "issue:44188|issue:46202", "issue:43931|issue:44368", - "issue:43906|issue:46202", + "issue:44188|issue:46202", "issue:45987|issue:46082", + "issue:43906|issue:46202", "issue:46132|issue:47145", "issue:44368|issue:45563", "issue:44483|issue:46202", - "issue:44188|issue:46421", "issue:44361|issue:44749", - "issue:45593|issue:47068", - "issue:45103|issue:46858" + "issue:44188|issue:46421", + "issue:45593|issue:47068" ], - "prepared_review_unit_hash": "0e9b617f94da7457c0804a23d222e6f64abcf7f294c953d5af217ad7b1fa8c2c", + "prepared_review_unit_hash": "f7c99c892dd14466f6dde839f8498b7026310c3ce1e45b80351a03bb585f0540", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35921, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "serialized_chars": 35233, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: tokenizer, generation, cache, config, quantization, and model-specific bugs are mixed together. None of the soft pairs look like the same underlying defect, so there is no credible canonical duplicate target here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is a set of unrelated issues that were only loosely similar by wording; none of the soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated subsystems and bug classes (tokenizers, SAM, Qwen, Gemma, detection, deepspeed, chat APIs, etc.), and the proposed links do not describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be used as the representative anchor, issue:44479 is the strongest standalone regression report by scope and discussion activity, but it should not be treated as a duplicate hub for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both mention losses, but they affect different models and failure modes (router load-balancing loss vs LwDETR AMP crash). No shared code-path bug is evident." + "reason": "Stale indexer-cache crash and mm_token_type_ids defaulting are unrelated bugs in different paths." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import dependency issue." + "reason": "Video-input regression and Windows/ROCm import dependency are different failure modes with no shared code path." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are entirely different subsystems and symptoms." + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and LwDetrImageLoss AMP crash are distinct model/training issues." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed, but one is a Gemma-4 zero3 from_pretrained issue and the other is a duplicate optimizer-step problem; not the same bug." + "reason": "Gemma-4 zero3 loading and double optimizer-stepping with deepspeed are not the same bug." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and a Windows ROCm torch.distributed dependency error are unrelated." + "reason": "Strict config loading for granite_speech and a Windows ROCm import error do not match." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A warning about tie_word_embeddings in LoRA fine-tuning is not the same as a flash-attention generation regression." + "reason": "A config warning about tie_word_embeddings is unrelated to a flash-attention generation failure." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on a second forward pass and an AttributeError in flash_attention for sink-less models are distinct code paths." + "reason": "Stale cache indexing and flash_attention crash on s_aux=None affect different code paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model bugs." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model problems." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and different failure modes." + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and Qwen3OmniMoe video ValueError are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "An MPS histogram kernel type error and a missing chat template ValueError are unrelated." + "reason": "MoE MPS histogram int failure and missing chat template support are unrelated." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality checks and Qwen3.5 variable-length position_ids are different model behaviors." + }, + { + "left": "issue:42994", + "right": "issue:47312", "accept": false, - "reason": "SAM3 video encoder attribute errors and Qwen3OmniMoe video processing errors do not indicate the same underlying bug." + "reason": "Quantized model saving failure and kernel-version incompatibility are not the same underlying defect." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on deletion and a final partial batch being dropped are unrelated issues." + "reason": "RT-DETR memory leak on deletion and MaskGenerationPipeline partial-batch dropping are unrelated." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:42994", - "right": "issue:47312", - "accept": false, - "reason": "Quantized model saving failure and kernel compatibility are not the same concrete defect." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are separate issues." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are different problems." + "reason": "Tokenizer loading in v5 and a DeepSeek accuracy regression are not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate config/architecture issues." - }, - { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "torch.compile attention-kernel branching divergence and a Gemma pipeline roundtrip issue have no shared code path." + "reason": "Dummy Conv2d in Sam3PixelDecoder and model-type mismatch warning are different SAM3 issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tied embeddings are unrelated." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning do not describe the same problem." }, { - "left": "issue:43906", + "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma token roundtrip failure are not the same bug." + "reason": "torch.compile attention-kernel divergence and Gemma roundtrip failure are unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return-type mismatch and LlamaConfig head_dim validation are distinct API issues." + "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are different config/runtime issues." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as Gemma pipeline roundtrip failure." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior changes and FP8 weight_scale loading corruption are unrelated." + "reason": "AttentionInterface.register behavior change and FP8 weight_scale loading corruption are unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A Qwen3.5 config warning and a stale paging warning in generate() are different issues." + "reason": "A configuration warning and a stale generate() warning for num_return_sequences are different issues." }, { "left": "issue:44483", @@ -14612,10 +14607,22 @@ "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a data-filtering performance regression are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "auto_docstring future-annotations crash and cache seq-length device-tensor arithmetic are separate utilities/code paths." + "reason": "Attention branching under torch.compile and cache-lazy-init recompilation are different performance/correctness problems." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and a Python conditional causing host sync in deepspeed loss are unrelated." } ] }, @@ -14629,7 +14636,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 48, "review_unit_count": 65, "status": "reviewed", @@ -14642,7 +14649,6 @@ "issue:28282", "issue:30990", "issue:39692", - "issue:41628", "issue:43065", "issue:43232", "issue:43475", @@ -14662,8 +14668,8 @@ "issue:44749", "issue:44869", "issue:44871", - "issue:44933", "issue:44964", + "issue:45103", "issue:45137", "issue:45230", "issue:45310", @@ -14682,254 +14688,258 @@ "issue:46752", "issue:46821", "issue:46851", + "issue:46858", "issue:46877", "issue:47000", "issue:47020", "issue:47217" ], "soft_pairs": [ + "issue:45103|issue:46858", "issue:46752|issue:47020", "issue:43994|issue:46726", "issue:43701|issue:44749", - "issue:44749|issue:45656", "issue:44297|issue:44623", + "issue:44749|issue:45656", "issue:43065|issue:46123", "issue:43646|issue:44162", "issue:44623|issue:45656", - "issue:43475|issue:46821", + "issue:44964|issue:45137", "issue:43475|issue:43643", + "issue:43475|issue:46821", "issue:43784|issue:46399", - "issue:44964|issue:45137", - "issue:44373|issue:46851", "issue:39692|issue:46726", "issue:44871|issue:46132", - "issue:44188|issue:46851", - "issue:28282|issue:30990", + "issue:44373|issue:46851", "issue:46463|issue:46877", + "issue:28282|issue:30990", "issue:45561|issue:47217", "issue:45375|issue:45478", + "issue:44188|issue:46851", "issue:45230|issue:45397", - "issue:43723|issue:46326", - "issue:44038|issue:44623", "issue:46877|issue:47000", - "issue:43232|issue:43673", - "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:43723|issue:46326", "issue:45310|issue:45375", - "issue:41628|issue:44933" + "issue:44869|issue:45356", + "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "485bff594196e9acdf57ed10e0dc9d86090cd1cf65179b8fdca5d26abc631785", + "prepared_review_unit_hash": "27a83904d76dc10a27457bb828a53de42f04a7078a64d05144a7064e3403ea43", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35280, - "estimated_input_tokens": 8820, - "estimated_eval_tokens": 17896 + "serialized_chars": 35442, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports across model loading, generation, tokenizers, vision, and docs. The only clear duplicate-like group is the Qwen3.5 Moe from_pretrained regression, where one report provides the specific root cause and the others are generic symptoms.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45375 is the strongest canonical representative for the Qwen3.5 Moe loading regression because it names the specific missing field and strict-schema behavior, while nearby reports are broader symptom reports.", + "summary": "This is a noisy, heterogeneous cluster of Transformers bug reports: mostly unrelated model-specific regressions, loading failures, and a few utility/doc issues. I don\u2019t see any soft pair that clearly shares the same concrete code-path bug, so none of the candidate merges look safe.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest v5 regression report in the set and the best approximate anchor, but the cluster itself is too heterogeneous to represent one true duplicate family cleanly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best issue to anchor this cluster\u2019s only real duplicate set: it is the most specific description of the Qwen3.5 Moe from_pretrained failure and plausibly subsumes the generic duplicate reports.", + "best_issue_reason": "issue:43646 has the widest scope and best summarizes the general Transformers 5.0 custom-model breakage theme present in part of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failures: auto-docstring annotation introspection vs cache length tensor arithmetic in prefill." + }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template handling and a tokenizer constructor type mismatch are different bugs in different code paths." + "reason": "Empty chat-template input crash and XLMRobertaTokenizer/Unigram init mismatch are unrelated bugs." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both touch vision models, but one reports bad outputs from AutoModel/pipeline usage while the other is an AutoProcessor/backend import error." + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline is not the same as AutoProcessor failing when a vision backend is missing." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and a data-processing slowdown regression are unrelated." + "reason": "Checkpoint key mismatch during resume is unrelated to the reported training slowdown after upgrade." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Performance regression in filtering is not the same as DeepSpeed causing optimizer.step to run twice." + "reason": "Tokenizer metadata mismatch and processor save_pretrained missing files are different save-path issues." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and processor file omission are different serialization bugs." + "reason": "Performance regression in filtering data is not the same as DeepSpeed calling optimizer.step twice." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy layer setup and MaskGenerationPipeline final-batch dropping are unrelated issues." + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are different code paths." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "trust_remote_code config-field loss and ESM2 breakage do not describe the same failure mode." + "reason": "Custom model initialization breakage and ESM2 runtime/import breakage are separate model-specific regressions." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor persistence and DeepSpeed optimizer stepping are unrelated." + "reason": "Processor serialization missing files does not match the DeepSpeed double-step optimizer bug." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different model families and different attribute errors; no shared concrete bug." + "reason": "Phi-4 multimodal loading failure and ZeRO3 deque underflow are unrelated failures." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 VisionEncoderOutput missing an attribute is not the same as AutoConfig losing fields under trust_remote_code." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." + "reason": "Missing fpn_position_embeddings on a SAM3 output object is not the same as trust_remote_code dropping config fields." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Phi-4 multimodal loading failure and a ZeRO3 deque error are different code paths." + "reason": "SAM3 attribute loss and TimesFM window_size attribute errors involve different models and code paths." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length input bug." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example mistakes are not the same as a missing vision backend causing AutoProcessor import/recognition errors." + "reason": "Documentation/example errors for SigLIP2 are not the same as missing-vision-backend processor loading behavior." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are different bugs." + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are different problems." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Missing PyTorch import error and loading getting stuck are unrelated symptoms." + "reason": "A docstring typo is not the same as a runtime position_ids bug in Qwen3.5." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Wrong error text for T5 validation is unrelated to auto_docstring printing diagnostics at import time." + "reason": "T5 decoder validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and a sentence-transformers loading hang are not the same failure." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist file race and VL placeholder handling are unrelated." + "reason": "pytest-xdist file-race and VL image-placeholder handling are completely different issues." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Both describe the same Qwen3.5 Moe from_pretrained regression; 45375 provides the specific missing-field/root-cause detail and 45478 is a generic symptom report." + "accept": false, + "reason": "A missing field in Qwen3.5MoeVisionConfig is not clearly the same bug as the generic Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel branching and Qwen3.5 variable-length position_ids are different bugs." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report and Gemma-4 ZeRO3 loading failure are not the same issue." + "reason": "A generic bug report and a gemma-4 ZeRO3 loading issue do not match the same underlying defect." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Tokenizer loading regression and continue_final_message behavior for mistral_common are different problems." + "reason": "auto_docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained failure and processor save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe loading problems and processor save_pretrained missing files are different subsystems." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "AutoTokenizer v5 loading regressions and continue_final_message tokenizer behavior are not the same bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing cache in chunked_prefill are different generation bugs." + "reason": "Generic Qwen3.5 Moe from_pretrained error and a specific Qwen3.5MoeVisionConfig field-drop issue are not proven to be the same code-path failure." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper word timestamp decode crash and Kimi tokenizer codec regression are different tokenizer issues." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "These are the same Qwen3.5 Moe loading regression; the later report is the more specific root-cause version of the generic from_pretrained error." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer/decoding problems." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Top-level AutoImageProcessor import failure and a missing image_utils import symbol are related in area but not the same concrete bug." + "reason": "sync_gpus-related kwargs update and chunked_prefill cache absence are separate generation bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it characterizes most items as unrelated and limits the duplicate claim to the Qwen3.5 Moe from_pretrained reports, which do line up by title/body. The soft-edge rejections are generally conservative given the limited title-level 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": 27, + "component_count": 28, "review_unit_index": 49, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -14945,7 +14955,6 @@ "issue:42831", "issue:42898", "issue:43232", - "issue:43278", "issue:43704", "issue:43784", "issue:43824", @@ -14977,256 +14986,258 @@ "issue:46202", "issue:46701", "issue:46877", + "issue:47000", "issue:47059", "issue:47068", "issue:47085" ], "soft_pairs": [ + "issue:41628|issue:44933", "issue:43873|issue:44945", "issue:42371|issue:45092", "issue:36010|issue:41628", "issue:44661|issue:47059", - "issue:43278|issue:45137", - "issue:45406|issue:46202", + "issue:45137|issue:47000", "issue:45081|issue:45103", - "issue:46202|issue:46701", + "issue:45406|issue:46202", "issue:44857|issue:46877", + "issue:46202|issue:46701", "issue:45593|issue:46877", "issue:44038|issue:45310", "issue:41628|issue:44351", "issue:44945|issue:45753", - "issue:43232|issue:44792", "issue:44222|issue:45310", + "issue:43232|issue:44792", "issue:45561|issue:47059", "issue:42175|issue:44933", + "issue:30333|issue:33290", + "issue:45405|issue:46877", "issue:44743|issue:47068", "issue:42831|issue:44222", - "issue:45405|issue:46877", - "issue:30333|issue:33290", "issue:42898|issue:44568", "issue:43784|issue:43824", - "issue:42175|issue:45712", "issue:42673|issue:43704", + "issue:42175|issue:45712", "issue:43976|issue:44933", "issue:44496|issue:45561", "issue:30990|issue:35141", "issue:44568|issue:47085", "issue:44843|issue:47085" ], - "prepared_review_unit_hash": "7e570b319255e6d597dcb41684a87eadd745a3d60a81c709f61e46afe2f8e714", + "prepared_review_unit_hash": "2db8d4fe45e901c23b975e204da0af548d01e78ee73d9cf4871d1bca029205b7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36076, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "soft_pair_count": 31, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair appears to be a true duplicate: the two Qwen3ForCausalLM VRAM leak issues. The rest are related at most by subsystem or version, but they describe different concrete failures.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it is the earlier report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is a duplicate of it.", + "summary": "This cluster is mostly a grab-bag of unrelated transformers issues: import errors, tokenizer regressions, model-specific bugs, and training/runtime failures. Only one soft pair is a clear duplicate: the Qwen3ForCausalLM VRAM leak reported twice.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 42673 is the best canonical issue because it is the earlier report of the exact same Qwen3ForCausalLM multi-dataloader VRAM leak as 43704, with the same symptom and model path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue candidate overall because it is an exact duplicate target with a specific, reproducible bug title and the earlier report in the pair.", + "best_issue_reason": "Issue 42673 is the strongest representative of the only true duplicate pair in this set; it is clearer and earlier than 43704, while the rest of the items are largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols in different modules and do not look like the same underlying bug." + }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs pipeline-parallel output correctness." + "reason": "One is about offloading with quantization; the other is about incorrect output under pipeline parallelism. Different code paths and failure modes." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated failures: TF32 settings guidance vs meta-init incompatibility for old InternVL2 checkpoints." + "reason": "TF32 settings and meta-initialization compatibility are unrelated issues despite both touching recent v5 behavior." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and code paths (`GenerationMixin` vs `AutoImageProcessor`)." + "reason": "Both are import errors, but they involve different exported names and likely different breakages." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Different subsystems: tokenizer mapping/model registration vs Hugging Face CLI completion API breakage." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Distinct bugs: dtype drift during evaluate vs DeepSpeed ZeRO3 deque underflow." + "reason": "A tokenizer-mapping bug and a huggingface_hub CLI regression are not the same underlying problem." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Both mention Gemma, but one is a processor attribute crash and the other is a token roundtrip regression." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr cost-matrix infeasibility are unrelated training failures." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different areas: Mistral regex/tokenizer loading crash vs auto_docstring annotation handling." + "reason": "These are both crashes, but one is in Mistral regex patching and the other is in auto-docstring annotation handling." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different pipeline failures with different symptoms and model components." + "reason": "Gemma processor attribute failure and Gemma pipeline roundtrip tokenization failure are different bugs." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Unrelated: AMP/CUDA loss crash vs noisy docstring diagnostics at import time." + "reason": "CUDA AMP crash in a model loss and docstring lint output at import time are completely unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a tokenizer roundtrip issue and the other is an image-text pipeline failure." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Different issues: D-FINE loss configuration vs auto_docstring import-time stdout output." + "reason": "A D-FINE loss bug and auto_docstring stdout logging are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but not the same concrete bug or code path; one targets Qwen3-VL-Moe and the other Qwen3.5 MoE from_pretrained." + "reason": "Both mention Qwen3 MOE models, but the model/version combinations and reported failures differ enough that this is not clearly one bug." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different exported names and different fixes." + "reason": "Two different import/export regressions affecting different classes; not the same concrete issue." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different model behavior bugs: pipeline parallelism output error vs an infinite loop on a specific image." + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image loop are different inference bugs." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE loading are distinct problems." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Different code paths: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained loading." + "reason": "Generation kwargs sync bug and a Janus image-generation test failure are unrelated." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "Separate failures: pytest-xdist file race vs CLI completion attribute error." + "reason": "A pytest-xdist file race and a CLI completion attribute error do not share the same underlying code path." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Different packaging/import problems: missing TensorFlow backend vs missing image_utils import." + "reason": "Package extra dependency resolution and image_utils import exposure are unrelated." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Different runtime bugs: recurrent-state reset in Qwen3.5 cache handling vs host synchronization in deepspeed_sp_compute_loss." + "reason": "MLflow reporting after training failure and DeepSpeed OOM with Adafactor are different training issues." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained issue." + "reason": "PEFT version pinning and docstring lint output are unrelated." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Unrelated: dependency version bump problem vs docstring logging noise." + "reason": "A Qwen3.5 recurrent-state cache bug and a CUDA host-synchronization concern are different generation/runtime issues." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Different failures: MLflow reporting on failed jobs vs DeepSpeed OOM with Adafactor." + "reason": "Both involve FP8, but one is an accuracy issue and the other is a save_pretrained serialization bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different tokenizers." + "reason": "Both are tokenizer-related behavior changes, but they affect different APIs and symptoms." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures for different modules/classes; not the same underlying bug." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Related to packaging/minimal installs, but one is missing TensorFlow backend and the other is leftover dummy PT objects." + "reason": "These are separate import errors for different symbols and different downstream packages/models." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak bug." + "reason": "Exact same title and same underlying bug: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Different problems: Python version compatibility vs a nonexistent import from image_utils." + "reason": "Python version compatibility and image_utils import exposure are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model config loading failure vs pytest-xdist file-race bug." + "reason": "Model config recognition and xdist file-race failures are not the same bug." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Different bugs: Sentence-Transformers load hang vs embedding resize/reinit behavior." + "reason": "Sentence Transformers loading hang and token-embedding resizing reinitialization are unrelated issues." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token regression and tokenizer thread-safety are separate issues." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are different problems." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Different failures: offline Mistral regex patching vs tokenizer thread-safety regression." + "reason": "Offline-mode Mistral regex patching and Rust tokenizer thread-safety are distinct failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The duplicate call on issue:42673 / issue:43704 is supported by identical titles and earlier timestamp, and the other soft-edge rejections are phrased conservatively as different concrete failures. No clear overstatement of evidence." + "feedback": "The duplicate call on issue:42673/issue:43704 is grounded in the packet (same title and same bug), and the remaining soft-edge verdicts stay conservative by rejecting only weak topic similarity without overstating evidence. The overall summary is also supported by the item set." }, "evaluator_used": true, "retried": false, @@ -15237,13 +15248,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 50, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -15256,6 +15267,7 @@ "issue:39692", "issue:42222", "issue:42673", + "issue:42796", "issue:42898", "issue:43116", "issue:43295", @@ -15282,13 +15294,12 @@ "issue:45125", "issue:45200", "issue:45310", - "issue:45405", "issue:45600", "issue:45656", - "issue:45712", "issue:45812", "issue:46077", "issue:46123", + "issue:46132", "issue:46231", "issue:46693", "issue:46829", @@ -15299,236 +15310,243 @@ "soft_pairs": [ "issue:43479|issue:46829", "issue:42898|issue:45812", - "issue:44186|issue:47085", "issue:44623|issue:45310", + "issue:44186|issue:47085", "issue:42673|issue:46693", - "issue:39692|issue:46909", "issue:43723|issue:44568", + "issue:39692|issue:46909", "issue:45600|issue:47059", "issue:44016|issue:46231", "issue:43479|issue:44869", - "issue:43479|issue:44079", - "issue:46077|issue:46123", - "issue:42673|issue:47085", - "issue:42898|issue:44779", "issue:30333|issue:34689", + "issue:42898|issue:44779", "issue:27957|issue:30333", - "issue:44060|issue:45125", + "issue:42673|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44079", "issue:42898|issue:43295", "issue:42898|issue:44448", "issue:30333|issue:36331", - "issue:44295|issue:45656", - "issue:42222|issue:45200", + "issue:44060|issue:45125", "issue:22355|issue:28282", + "issue:44295|issue:45656", "issue:43874|issue:45092", + "issue:42222|issue:45200", "issue:44734|issue:45103", "issue:43116|issue:44190", "issue:44075|issue:46231", "issue:44222|issue:44297", - "issue:45405|issue:45712" + "issue:42796|issue:43723", + "issue:44448|issue:46132" ], - "prepared_review_unit_hash": "71aec1cdac6a7c4b9ee46f1bcbc41b447b0eadc3dea819259ed9b506e57f1c39", + "prepared_review_unit_hash": "932628328e62a73d9990c11839b950441250c0628c54da0f211099480f00e998", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36583, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "soft_pair_count": 30, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues spanning tokenizers, multimodal models, docs/examples, training, and runtime regressions. The soft edges are largely false positives from broad textual similarity rather than shared root causes.", - "confidence": 0.89, - "canonical_issue_reason": "If a representative issue is needed, issue 42898 is the broadest and most general v5 tokenizer-regression report, but this set does not form a true duplicate cluster.", + "summary": "This cluster is heterogeneous: most pairs share only broad Transformers/v5/tokenizer surface themes, not the same underlying bug or change. No soft edge looks like a safe duplicate merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true canonical duplicate anchor; the set is too mixed. If forced to pick the broadest representative, issue 43723 is the closest because it covers a general v5 tokenizer-loading regression, but it still does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the best representative because it is a concrete regression tied to a major version change and is broader than the more model-specific or documentation-only reports.", + "best_issue_reason": "Issue 43723 is the best overall representative because it is the broadest tokenizer/v5-loading regression in the set. Even so, it is only a loose thematic fit, not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different bugs in different model families: config initialization defaults vs misassigned hidden_states in video classification output." + "reason": "Different model families and different failure modes: config initialization vs output field mismatch." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and models; not the same underlying bug." - }, - { - "left": "issue:44186", - "right": "issue:47085", - "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to fast tokenizer thread-safety regressions." + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failures." + "reason": "Processor save/export files missing is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and tokenizer thread-safety are different bugs." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "One is a VRAM leak in Qwen3ForCausalLM with dataloader threads; the other is a long-context FA2 performance regression." + "reason": "VRAM leak in multi-thread dataloading is not the same as FA2 long-context performance regression." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Both are documentation example problems, but they are different examples with different failure modes." + "reason": "Both involve tokenizers in v5, but one is loading/from_pretrained and the other is add_special_tokens behavior." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a from_pretrained loading issue and the other is add_special_tokens behavior." + "reason": "Both are documentation examples, but they are different models and different example errors." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "CI breakage from removed config references is unrelated to a huggingface_hub CLI compatibility failure." + "reason": "auto_mappings CI breakage is unrelated to a huggingface_hub CLI compatibility failure." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error is unrelated to a documentation parameter-name mismatch in set_training()." + "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Different subsystems: multimodal config defaults vs ModelOutput key assignment semantics." + "reason": "Different subsystems: multimodal config defaults vs Whisper timestamp decode crash." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Bidirectional attention mask construction is unrelated to MaskGenerationPipeline partial-batch handling." + "reason": "MLflow reporting on failed training is unrelated to Llama model loading regression." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "A memory leak in generation is not the same as tokenizer thread safety; different layers of the stack." + "reason": "Both are tokenizer v5 regressions, but the affected behavior and models are different." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and symptoms, so they are not the same bug." + "reason": "Flash Attention 2 model behavior and MLflow failure reporting are unrelated." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 vision model loading breakage." + "reason": "A memory leak in Qwen3ForCausalLM is not the same as tokenizer thread safety." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." + "reason": "Bidirectional attention mask construction and partial-batch pipeline termination are different issues." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." + "reason": "Config defaulting bug vs ModelOutput key assignment bug; no shared code path." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer spacing behavior and the other is processor/tokenizer API compatibility." + "reason": "Both are v5 regressions around tokenizer/processor behavior, but they affect different APIs and symptoms." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different model-specific regression: tokenizer cleanup behavior versus Pegasus output changes between versions." + "reason": "Shared v4\u2192v5 regression framing is too broad; Pegasus output change is not the same bug as cleanup-space behavior." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature incompatibility." + "reason": "MLflow failure reporting and CustomTrainer signature mismatch are unrelated training issues." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Position_ids buffer access and double optimizer stepping under deepspeed are unrelated training/runtime bugs." + "reason": "Wrong tied-weights warning and missing tensor-parallel plan are separate Qwen3-related bugs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different model families and failure modes." + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different import-time failures." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + "reason": "Position_ids buffer access and duplicated optimizer steps are unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method in GLM46V processor is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Missing image-patch helper and remote-code meta-init incompatibility are different multimodal loading problems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing and auto-docstring annotation handling are unrelated." + "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash have no shared underlying bug." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Classification example returning empty results is unrelated to image-classification script failing to load a local dataset." + "reason": "An example script returning empty multi-label results and a local-dataset loading failure are different example bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD optimizer args is unrelated to a docs parameter-name mismatch." + "reason": "Optimizer step argument handling is unrelated to a documentation parameter-name typo." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer.save_pretrained class metadata are different save-path bugs." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer class metadata." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading are different tokenizer paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "A PEFT version pin issue is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." } ] }, @@ -15542,13 +15560,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 51, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -15556,7 +15574,6 @@ "issue:38175", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", "issue:42907", "issue:43122", @@ -15574,7 +15591,6 @@ "issue:44327", "issue:44360", "issue:44373", - "issue:44448", "issue:44484", "issue:44485", "issue:44623", @@ -15584,7 +15600,7 @@ "issue:45092", "issue:45245", "issue:45310", - "issue:45357", + "issue:45405", "issue:45656", "issue:45712", "issue:45834", @@ -15593,261 +15609,256 @@ "issue:46132", "issue:46209", "issue:46305", + "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46762", + "issue:46909", "issue:46932", "issue:47059", "issue:47276" ], "soft_pairs": [ - "issue:42796|issue:43723", - "issue:44448|issue:46132", + "issue:45405|issue:45712", "issue:44297|issue:45656", "issue:42831|issue:44623", "issue:43479|issue:43644", "issue:44933|issue:45712", - "issue:45245|issue:46132", "issue:44222|issue:44623", + "issue:45245|issue:46132", "issue:46209|issue:46431", "issue:44373|issue:44485", "issue:44297|issue:45310", - "issue:43723|issue:44977", "issue:43122|issue:46209", + "issue:43723|issue:44977", "issue:41628|issue:42757", - "issue:43504|issue:47059", "issue:43232|issue:47276", + "issue:43504|issue:47059", "issue:45071|issue:46082", "issue:46614|issue:46932", "issue:44360|issue:46762", "issue:44222|issue:44484", - "issue:44190|issue:46082", - "issue:43232|issue:45834", "issue:30990|issue:38175", - "issue:44295|issue:44623", + "issue:44190|issue:46082", "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:43232|issue:45834", "issue:44263|issue:45092", "issue:44327|issue:47059", "issue:44263|issue:44373", "issue:43232|issue:46424", - "issue:45092|issue:45357", - "issue:42907|issue:46050" + "issue:42907|issue:46050", + "issue:46369|issue:46909" ], - "prepared_review_unit_hash": "2f1c1e2991843f53fa532f58c898c6f2e71a0dfd634f00854ab90b1615f07f09", + "prepared_review_unit_hash": "32be66ea058651118e6bb639b987cb9a929da4b29f460d6031c20b1138694add", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36651, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 30, + "serialized_chars": 36275, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated bugs that happen to share broad themes like loading, saving, imports, or v5 regressions. I do not see a true duplicate pair among the proposed soft edges.", - "confidence": 0.96, - "canonical_issue_reason": "No single true duplicate stands out; if one issue must represent the cluster, issue 43723 is the broadest user-facing regression around tokenizer loading in v5.", + "summary": "This cluster is a false-positive grouping of mostly unrelated issue reports. The apparent similarity comes from broad shared terms like v5, save/load, tokenizer, and multimodal, but the underlying bugs and code paths differ enough that none of the soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No true duplicate candidate stands out. If one issue must represent the cluster, #45092 is the closest umbrella because it is a concrete Transformers v5 load-time regression involving meta initialization and old checkpoints, but it still does not match most other items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and centered on a common v5 loading failure mode rather than a model-specific edge case.", + "best_issue_reason": "#45092 is the most representative issue in this set: it is a clear, user-facing v5 regression with a specific failure mode and a plausible connection to several other load/compatibility reports. It is still only a representative, not a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is a v5 AutoTokenizer loading issue." - }, - { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Different problems: output regression for Pegasus vs behavior change in AttentionInterface.register." + "reason": "Unrelated problems: PEFT version pin vs leftover dummy classes/check-repo cleanup." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer-step duplication report." + "reason": "Tokenizer save_pretrained metadata bug vs DeepSpeed optimizer stepping twice; different code paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and missing processor save files are different code paths." + "reason": "FP8 accuracy regression vs missing processor save files; not the same bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization with None is not the same as non-persistent buffers being filled with junk." + "reason": "Multimodal config default-init issue vs non-persistent buffer corruption; unrelated." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both mention imports, but one is a missing image_utils import and the other is leftover dummy class cleanup." + "reason": "Missing image_utils import vs dummy pt object cleanup; no shared underlying defect." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Category-count overflow and attention registration behavior are unrelated bugs." + "reason": "FP8 moe save_pretrained failure vs processor save_pretrained missing files; different serialization failures." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "FP8 save_pretrained for MoE and generic processor.save_pretrained file loss are different failures." + "reason": "Category limit/runtime error vs AttentionInterface.register behavior change; not the same change or bug." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "B200 FP8 inference failure and missing chat template support are unrelated." + "reason": "FP8 inference-on-B200 bug vs missing chat template error; distinct features and failures." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue about position_ids is not the same as the GLM-5 RoPE implementation bug." + "reason": "Docstring issue for position_ids vs GLM-5 RoPE implementation discussion; no common concrete bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata mismatch is distinct from Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer config mismatch on save vs Qwen3.5 Moe from_pretrained error; only broad tokenizer overlap." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Both are loading/generation related, but one is tokenizer loading in v5 and the other is flash-attention generation behavior." + "reason": "Tokenization change across versions vs FP8 inference on B200; unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 inference on B200." + "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation bug; different code paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing symbols from different dependencies: AutoImageProcessor vs is_offline_mode." + "reason": "Import failure for AutoImageProcessor vs import failure for is_offline_mode; both imports, but different symbols and causes." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:43232", + "right": "issue:47276", "accept": false, - "reason": "Legacy-field model loading failure is unrelated to a huggingface_hub CLI test breakage." + "reason": "Generation kwargs sync issue vs misleading warning message; one is behavior, the other is messaging." }, { - "left": "issue:43232", - "right": "issue:47276", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "Generation state update after sync_gpus is a different bug from a misleading warning message." + "reason": "Legacy field blocks pretrained load vs Hugging Face Hub CLI test failure; unrelated subsystems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is type checking in PretrainedConfig and the other is LlamaConfig head_dim validation." + "reason": "PretrainedConfig type checking regression vs LlamaConfig head_dim validation; not the same bug." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer language state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Stale phonemizer backend vs Gemma4 quantized embedders dtype casting; different models and failures." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Missing ReLU in the DSA indexer is a different issue from numerical differences in Minimax MSA attention." + "reason": "DSA indexer ReLU discussion vs Minimax attention numerical mismatch; different implementation issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is shard-size defaults." + "reason": "FP8 save_pretrained bug vs why max_shard_size defaults to 50GB; unrelated save concerns." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Local dataset loading in an example script has nothing to do with LlamaConfig head_dim validation." + "reason": "SentenceTransformers loading hang vs zero probabilities in SigLIP2; different symptoms and models." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Generation kwargs handling is unrelated to the Kosmos2.5 long-OCR index error." + "reason": "Local dataset loading issue vs LlamaConfig head_dim validation; unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "SentenceTransformers loading hangs and zero-probabilities in SigLIP2 are different model issues." + "reason": "Missing fpn_position_embeddings attribute vs sliding_window_mask off-by-one; different model internals." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading registered position_ids buffers is not the same as missing processor save files." + "reason": "Buffer registration/read error vs processor.save_pretrained missing files; not the same underlying bug." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "SAM 3 video output attribute missing and MoonshineStreaming window masking are unrelated." + "reason": "Generation kwargs bug vs Kosmos2.5 long OCR index error; unrelated generation and input-length issues." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split indexing bug is not the same as remote-code checkpoint meta-init incompatibility." + "reason": "torch.split return semantics in GlmMoeDsaIndexer vs v5 meta-init checkpoint incompatibility; different failures." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k bounds error is unrelated to the CLI completion breakage." + "reason": "QA decode_spans top_k bounds error vs CLI completion attribute error; unrelated." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer split-return bug and a position_ids docstring issue are clearly different." + "reason": "Indexer split-values bug vs position_ids docstring fix; no shared code-path problem." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "sync_gpus generation handling and cache max length semantics are different features." + "reason": "Generation sync issue vs cache_config max_cache_length semantics; different areas of generation/caching." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "These are both InternVL/Qwen-related loading problems, but one is meta initialization compatibility and the other is incorrect visual encoder keys on save." + "reason": "Dequantized Ministral/Devstral save failure vs sinq quantized model save/load breakage; both serialization-related but different mechanisms." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Both involve saving quantized/dequantized models, but they target different quantization paths and failure modes." + "reason": "sam3-litetext memory overflow vs broken documentation example; completely different scopes." } ] }, @@ -15861,22 +15872,22 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 52, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:22355", "issue:27957", "issue:28218", - "issue:39379", "issue:39401", "issue:41628", + "issue:42757", "issue:42796", "issue:42831", "issue:42886", @@ -15903,256 +15914,256 @@ "issue:44829", "issue:44964", "issue:45092", + "issue:45278", "issue:45310", + "issue:45357", "issue:45381", "issue:45406", "issue:45600", "issue:45753", "issue:46002", - "issue:46172", "issue:46305", "issue:46328", "issue:46369", "issue:46402", "issue:46655", "issue:46726", - "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:46369|issue:46909", + "issue:45092|issue:45357", "issue:44279|issue:46328", "issue:46305|issue:46655", + "issue:22355|issue:27957", "issue:43986|issue:46726", "issue:42831|issue:45310", - "issue:22355|issue:27957", - "issue:44263|issue:44360", "issue:45381|issue:46305", "issue:43408|issue:46402", + "issue:44263|issue:44360", "issue:41628|issue:43824", - "issue:44483|issue:45406", - "issue:44964|issue:47059", "issue:42831|issue:44038", + "issue:44964|issue:47059", "issue:44829|issue:46002", + "issue:44483|issue:45406", "issue:44261|issue:45092", - "issue:43576|issue:43784", "issue:22355|issue:28218", - "issue:44188|issue:44373", + "issue:43576|issue:43784", "issue:43784|issue:45600", + "issue:44188|issue:44373", "issue:42831|issue:45753", "issue:39401|issue:44568", + "issue:43644|issue:46305", "issue:43986|issue:47217", "issue:42796|issue:43122", - "issue:43644|issue:46305", "issue:43756|issue:44060", - "issue:42886|issue:42994", "issue:42886|issue:43066", - "issue:39379|issue:46172", - "issue:43408|issue:46369" + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:42757|issue:45278" ], - "prepared_review_unit_hash": "f77aa0e03258f5d8ce35f0af4dfd34679d76126a1e386bca9db33277949d4c5d", + "prepared_review_unit_hash": "b9674bf7a4a8864a2ab70488aa80a09af4f806e9c834ef2557149853b61deeeb", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36114, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 36148, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: most items are unrelated regressions, API/import failures, or tokenizer quirks that only share broad subsystem wording. I don\u2019t see any soft pair that clearly represents the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.24, - "canonical_issue_reason": "Issue #43122 is the broadest tokenizer-regression report in the set and best represents the recurring v5 tokenization subset, but the overall cluster is too mixed for a strong canonical choice.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports around imports, tokenizers, processors, and model-loading behavior, but the soft pairs do not collapse to the same concrete bug/change.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster: it describes multiple import failures after a major Transformers upgrade, which matches the dominant theme of version-regression reports here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43122 is the most generally phrased issue about a version-to-version tokenization regression, making it the best representative issue if one must be chosen.", + "best_issue_reason": "Issue 45278 is the best single issue to anchor triage because it is the most general, user-facing regression report in the set and can subsume several of the narrower breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken DIA docs example are different problems." + "reason": "Both are multimodal model breakages, but one is a meta-init/load incompatibility and the other is incorrect saved visual encoder keys; different code paths." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency issue and a SequenceFeatureExtractor.pad performance issue are not the same bug." + "reason": "Generic dependency complaint vs a SequenceFeatureExtractor.pad performance bug; unrelated symptoms and fixes." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different media processors and different defects: off-by-one future-frame attention vs padding math." + "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is a padding calculation error." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve processor loading and missing vision deps, but the concrete failures and affected paths differ." + "reason": "Both involve missing vision backends in AutoProcessor, but one is about torchvision for video models and the other about unrecognized image processors; different failures." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are unrelated." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Both mention DSA indexer code, but one is about torch.split outputs and the other about a missing ReLU." + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming mask indexing are different code paths." + "reason": "Different model families and different bugs: Qwen2.5-VL position IDs vs MoonshineStreaming mask indexing." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A sam3 model-type warning and missing text-encoder weights are not the same issue." + "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem name, but one concerns torch.split return values and the other a missing ReLU in the indexer; distinct fixes." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing imports for different symbols; no shared concrete defect." + "reason": "Both are import errors, but for different exported symbols and likely different regressions." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated." + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3-VL-Moe loading behavior." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model-loading failure and CLI breakage from huggingface_hub are different bugs." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FP8 accuracy degradation and Qwen3-VL-Moe from_pretrained errors are not the same problem." + "reason": "Phi-4 multimodal loading and a huggingface_hub CLI regression are unrelated code paths." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration and NaNs on init/checkout are distinct failure modes." + "reason": "Both mention classification/training issues, but one is flash_attention_3 degeneration and the other NaNs after checkout/init; not the same defect." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "RMS norm epsilon precision mismatch and remote-code meta-init incompatibility are different issues." + "reason": "API request rejection and Gemma4Processor attribute crash are different server-side failures." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Broken `transformers env` and a sentence-transformers import NameError are unrelated." + "reason": "MLA layernorm epsilon precision mismatch is unrelated to InternVL meta-initialization incompatibility." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX import failure and added-token spacing are different tokenizer/package problems." + "reason": "Module import failure vs tokenizer adding an extra space after added tokens; unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "torch.compile attention divergence and a wrong docstring are not duplicates." + "reason": "Broken env CLI command and a NameError importing sentence-transformers are different breakages." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError and auto_mappings CI breakage come from different code paths." + "reason": "Import-time NameError and auto_mappings CI breakage both involve imports, but not the same underlying issue." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring typo are unrelated." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy and a Qwen3_5 image infinite loop are unrelated regressions." + "reason": "Different model families and different symptoms: FP8 accuracy vs infinite-loop generation." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset-mapping errors and missing BOS/EOS insertion are different tokenizer bugs." + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is special-token insertion; distinct bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization and video sliding-window masking are unrelated." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Missing torchvision error handling and VL placeholder-in-user-text failures are not the same defect." + "reason": "Both concern VL models, but one is missing torchvision backend handling and the other is image-placeholder placement in user text; different code paths." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is model-specific BPE marker handling and the other is a broader version-change report." - }, - { - "left": "issue:43644", - "right": "issue:46305", - "accept": false, - "reason": "Non-persistent buffer initialization and sliding-window masking are unrelated." + "reason": "Tokenizer BPE-marker handling may be related thematically, but the reports are about different models and do not clearly describe the same bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Missing RoPE layers and a tied-weights warning are different model-architecture bugs." + "reason": "RoPE layer dropping and tied-weights warnings in Qwen3-Next are unrelated." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and quantized model saving are separate workflows and failures." + "reason": "Offline tokenizer cache loading and tokenizer decoder type in v5 are different tokenizer regressions." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Offline tokenizer cache loading and wrong decoder type in v5 are different tokenizer issues." + "reason": "Both are SAM3-related, but one is a warning about model type mismatch and the other is a memory overflow when calling sam3-litetext." }, { - "left": "issue:39379", - "right": "issue:46172", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "mllama mask handling and deepseek-v4 comb transpose/dtype behavior are unrelated." + "reason": "Offline cache loading failure and quantized model saving failure are unrelated." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "A sam3 model-type warning and a memory overflow in sam3-litetext are not the same bug." + "reason": "A missing huggingface_hub export is a dependency-version issue, not the same underlying problem as broad Transformers import regressions after upgrade." } ] }, @@ -16166,13 +16177,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 53, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -16181,10 +16192,10 @@ "issue:29159", "issue:30990", "issue:33357", + "issue:39379", "issue:39401", "issue:41628", "issue:42371", - "issue:42757", "issue:42907", "issue:43122", "issue:43329", @@ -16209,6 +16220,7 @@ "issue:44521", "issue:44625", "issue:44704", + "issue:44779", "issue:44829", "issue:44945", "issue:44964", @@ -16225,9 +16237,9 @@ "issue:47059" ], "soft_pairs": [ - "issue:42757|issue:45278", - "issue:27957|issue:30990", + "issue:39379|issue:46172", "issue:45381|issue:46909", + "issue:27957|issue:30990", "issue:43540|issue:46909", "issue:43646|issue:46002", "issue:30990|issue:33357", @@ -16237,240 +16249,241 @@ "issue:43122|issue:46326", "issue:43976|issue:44945", "issue:44625|issue:44829", - "issue:42907|issue:44945", "issue:39401|issue:44488", - "issue:39401|issue:44521", + "issue:42907|issue:44945", "issue:41628|issue:45278", + "issue:39401|issue:44521", "issue:44117|issue:44704", - "issue:42907|issue:43937", "issue:43122|issue:44521", "issue:42371|issue:44263", - "issue:44704|issue:45290", + "issue:42907|issue:43937", "issue:22355|issue:29159", + "issue:44704|issue:45290", "issue:43408|issue:43475", "issue:42907|issue:43452", "issue:44038|issue:44297", - "issue:44360|issue:44485", "issue:43824|issue:44351", + "issue:44360|issue:44485", "issue:44038|issue:44295", - "issue:46172|issue:46762", "issue:45216|issue:45478", - "issue:44038|issue:44222" + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779" ], - "prepared_review_unit_hash": "ab05c589f366140a0b355f466cb203c1628b54971d919f2e64b353be643530a4", + "prepared_review_unit_hash": "7f0545b335651a7dce7115d61c7320c3f9f44cf5e65b5326db5ad070795ce4d4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35921, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different subsystems; I found no soft pair that appears to be the same underlying bug or change. No PRs were provided.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is active, detailed, and has multiple inbound references, while the rest of the set is too heterogeneous to form one clear duplicate cluster.", + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers bugs; none of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45278 is the broadest and most cluster-central report: a generic post-upgrade import regression that best serves as an umbrella issue for nearby import-error complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most substantial, current, and well-scoped bug report in the set.", + "best_issue_reason": "issue:45278 has the highest global usefulness as a representative issue because it is broad, user-facing, and naturally groups several import-related failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "45278 is a broad post-upgrade import-regression report; 42757 is one specific missing symbol. Related theme, but not the same bug." + "reason": "Different model/code paths: mllama multimodal mask handling vs deepseek-v4 tensor transpose in DSA/comb." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Different models and failure modes: Flash Attention 2 support vs loading hangs." + "reason": "Qwen2.5-VL video position-id bug vs a broken DIA documentation example; not the same defect." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Video position-id bug vs a broken documentation example; unrelated." + "reason": "Flash Attention 2 on XLM-Roberta and Sentence Transformers loading are unrelated failures." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-processing error does not match a DIA docs issue." + "reason": "Qwen3OmniMoe video-input ValueError vs documentation example issue; different scopes entirely." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Both mention initialization, but the concrete bugs differ: custom model init vs NaNs in classification heads." + "reason": "Custom model initialization regression and NaNs in classification heads are distinct bugs with different failure modes." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading stall in sentence-transformers is not the same as a Mac bus error on a CLIP model." + "reason": "Sentence Transformers loading hang vs MacOS bus error on a CLIP community model; unrelated symptoms and code paths." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position-ids buffer access and tokenizer_class mismatch are separate save/load problems." + "reason": "Reading a registered position_ids buffer vs tokenizer_class mismatch in saved config; different save/load problems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure for Ministral/Devstral is unrelated to loading Phi-4 multimodal." + "reason": "Dequantized model save failure vs loading microsoft/Phi-4-multimodal-instruct; different model families and operations." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "A multimodal token counting bug is unrelated to a CLI/test failure from huggingface_hub." + "reason": "Undefined variables in multimodal token counting vs CLI completion breakage from huggingface_hub; unrelated subsystems." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug in mistral_common tokenizers." + "reason": "General version-dependent tokenization drift vs mistral_common continue_final_message behavior; same broad area, different concrete bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are different problems." + "reason": "Python-version compatibility complaint vs incorrect outputs under pipeline parallelism; no shared code path." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Save/export failure and incorrect pipeline-parallel inference output are not the same code-path." + "reason": "num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration are different bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug vs a model-load problem for cjvt/sleng-bert." + "reason": "Qwen3 offset_mapping bug vs failure to load cjvt/sleng-bert; unrelated tokenizer vs model-loading issues." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Both involve tokenizers, but offset_mapping and assistant_masks are distinct behaviors and likely distinct fixes." + "reason": "Dequantized save bug vs pipeline-parallelism output corruption; different mechanisms and symptoms." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor export is only one symptom; 45278 is a broader import-regression report." + "reason": "Both are import-related, but they concern different missing APIs and different underlying regressions." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader issues." + "reason": "Wrong offset_mapping and all-zero assistant masks are separate tokenizer/chat-template bugs." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "A save-pretrained dequantization issue is unrelated to invalid GenerationConfig handling." + "reason": "TOKENIZER_MAPPING_NAMES None in from_pretrained vs AutoProcessor not forwarding kwargs to cached_file; different plumbing." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer regressions: general tokenization drift vs multimodal assistant mask generation." + "reason": "Tokenization drift across versions vs multimodal assistant mask generation; not the same underlying issue." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split/indexer bug are unrelated." + "reason": "TF32 settings warning/deprecation vs torch.split return-value handling in GlmMoeDsaIndexer; unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "AutoProcessor cached_file forwarding and chat-template tool-call crashes are separate areas." + "reason": "Dequantized save failure vs GLM-5 GenerationConfig validation error; different code paths." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Package import failure for transformers.onnx vs slow/fast tokenizer inconsistency." + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs apply_chat_template crash with tool-call assistant messages; different APIs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 model-type mismatch warning and missing fpn_position_embeddings are different SAM3 video bugs." + "reason": "Wrong model class warning for sam3_video vs missing fpn_position_embeddings attribute; both SAM3-related but not the same bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file loading failures are not the same issue." + "reason": "Dequantized save bug vs gguf_file breaking from_pretrained; different loaders and failure modes." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading and tokenizer save metadata mismatch do not match." + "reason": "Qwen3-VL-Moe issue vs tokenizer_class mismatch on save_pretrained; unrelated." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "DSA ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "Both are import errors, but they are for different symbols and likely different export/regression paths." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and likely different fixes." + "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; unrelated model components." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no shared underlying defect." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different models and different numerical issues; not the same change." + "reason": "Both involve Qwen3.5 and 5.4.0+, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; too different to merge." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error share a family, but the concrete code paths are different." + "reason": "Deepseek-v4 comb transpose bug vs Minimax MSA attention numerical mismatch; unrelated attention implementations." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate bugs." + "reason": "Generic tokenizer regression across versions vs Deepseek-specific tokenizer output bug; same broad area but not the same concrete issue." } ] }, @@ -16484,13 +16497,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 54, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -16508,13 +16521,13 @@ "issue:42898", "issue:43066", "issue:43116", - "issue:43122", "issue:43232", "issue:43278", "issue:43493", "issue:43611", "issue:43937", "issue:43976", + "issue:44038", "issue:44188", "issue:44351", "issue:44483", @@ -16544,223 +16557,223 @@ ], "soft_pairs": [ "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:39401|issue:46614", - "issue:42175|issue:44938", "issue:22355|issue:29127", + "issue:39401|issue:46614", "issue:43278|issue:44945", + "issue:42175|issue:44938", "issue:42222|issue:47312", - "issue:36296|issue:43116", "issue:42757|issue:44351", + "issue:36296|issue:43116", "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:28348|issue:46640", - "issue:44483|issue:47217", + "issue:43976|issue:45446", "issue:42898|issue:46614", + "issue:44483|issue:47217", "issue:43611|issue:46002", - "issue:43976|issue:45446", - "issue:42673|issue:45072", "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:28348|issue:46640", "issue:45357|issue:45478", "issue:44625|issue:46002", "issue:43937|issue:44485", "issue:43066|issue:44779", "issue:44995|issue:46697", "issue:45083|issue:45446", - "issue:43116|issue:43493" + "issue:43116|issue:43493", + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "c2ff881bf7304476e6553b5edc5ab576dab78897c3276877c176c940459ab300", + "prepared_review_unit_hash": "171d1597f624c019c941b69bec6b4c46b4ddac7e88a70b8f5f453d72d9c3e325", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34723, - "estimated_input_tokens": 8681, - "estimated_eval_tokens": 17618 + "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 not a true duplicate group: the soft edges mostly connect unrelated issues that only share broad keywords like tokenization, import errors, or model regressions. None of the pairs look like the same concrete bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits well here; the items span unrelated subsystems and model-specific regressions, so collapsing them into one duplicate target would be misleading.", + "summary": "This cluster is mostly heterogeneous. Several pairs share broad themes like import errors, tokenizer regressions, or Qwen-related issues, but none look like the same concrete bug/change closely enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42757 is the clearest concrete regression report in the cluster: a specific import failure with a narrow, reproducible symptom and a likely dependency/version mismatch path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42757 is the cleanest standalone triage candidate: a specific import error with a clear symptom and likely fix path. It is not representative of the whole cluster, just the most actionable individual issue.", + "best_issue_reason": "Issue 42757 is the best representative issue because it is specific, actionable, and self-contained; it is easier to triage than the broader or more ambiguous reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification script behavior is unrelated to Gemma 4 multimodal token IDs." + "reason": "Different failures in different paths: example classification script output vs Gemma 4 text-only fine-tuning input handling." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both are tokenization regressions, but they affect different models and likely different code paths." + "reason": "Unrelated topics: missing transformers.onnx module vs unclear LayoutLMv3 box-validation error messaging." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend caching are different tokenizer bugs." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Package/backend installation issue is unrelated to Python 3.14 loading failure." + "reason": "Different subsystems and symptoms: Qwen3 tokenizer offset mapping vs Wav2Vec2 phonemizer language state leakage." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Different code paths: dtype change between train/eval vs incorrect output under pipeline parallelism." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Training/eval dtype change is not the same as incorrect pipeline-parallel generation output." + "reason": "One is packaging/backend dependency coverage, the other is Python 3.14 load failure; not the same bug." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "VitPose breakage and kernel compatibility are different failures with no shared code path." + "reason": "VitPose breakage and kernel compatibility are too different to be the same underlying issue." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the classification example script issue." + "reason": "Both are import errors, but for different missing symbols in different packages and likely different dependency breaks." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages." + "reason": "Tensor parallel training bug is unrelated to the multi-label example script returning empty results." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwargs after sync_gpus are separate generation issues." + "reason": "mllama mask handling and generation kwargs update after sync_gpus are separate code paths." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 parity gap vs Qwen3.5 infinite loop." + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to Qwen3_5 infinite-loop behavior on a specific image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and feature-extractor padding performance are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to padding performance in SequenceFeatureExtractor." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "A docstring parameter mismatch is not the same as import-time doc-lint output." + "reason": "Both are docs/tooling related, but one is a docstring parameter mismatch and the other is import-time lint output; not the same bug." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Flash-Attn 2 support request for GPT2LMHeadModel is not the same as an unspecified flash-attention bug." + "reason": "Python-version compatibility failure is not the same as an incorrect PyTorch version gate for AuxRequest import." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Chat-completions API rejection and image-placeholder handling in VL models are different problems." + "reason": "Tokenizer cleanup behavior change and stale phonemizer language state are unrelated regressions." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Tokenizer cleanup behavior changes and stale phonemizer language caching are unrelated." + "reason": "API request rejection and VL placeholder handling are different failure modes." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct issues." + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate compatibility bugs." + "reason": "Missing layer_type_validation import is a specific symbol regression; 45278 is a broad bundle of import errors after upgrade." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in inference." + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is unrelated to dtype mismatches in bfloat16 inference." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "A specific missing import and a broad post-upgrade import-breakage report are not the same concrete bug." + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained visual encoder key regression and from-pretrained Moe loading error affect different paths." + "reason": "Both involve Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different bugs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are not the same issue." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to the RoPE implementation discussion." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type regression and Deepseek tokenization errors are model-specific, separate problems." + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer output regressions are different concrete problems." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Swin2SR over-padding." + "reason": "Stale indexer cache crash and over-padding image processor behavior are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length computation and an AuxRequest import version check are unrelated." + "reason": "qwen3_omni_moe output-length helper behavior is unrelated to AuxRequest import version checks." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification script output and SigLIP2 implementation parity are different areas and bugs." + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both reference Qwen3 MoE, but the model/version context and reported failures differ enough that they are not the same bug." } ] }, @@ -16774,13 +16787,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 55, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -16803,24 +16816,25 @@ "issue:43874", "issue:43937", "issue:43992", - "issue:44038", "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44355", + "issue:44380", "issue:44466", "issue:44610", "issue:44704", "issue:44936", "issue:45071", + "issue:45081", "issue:45092", "issue:45405", "issue:45446", - "issue:45478", "issue:45563", "issue:45588", "issue:46002", + "issue:46077", "issue:46231", "issue:46328", "issue:46710", @@ -16833,217 +16847,224 @@ "issue:47116" ], "soft_pairs": [ - "issue:44610|issue:46909", "issue:44075|issue:44936", - "issue:44038|issue:45478", + "issue:44610|issue:46909", "issue:44355|issue:46231", - "issue:43618|issue:46829", "issue:43066|issue:46710", - "issue:43116|issue:43825", "issue:42371|issue:43874", "issue:46726|issue:46981", "issue:42673|issue:42796", + "issue:43116|issue:43825", + "issue:43618|issue:46829", + "issue:43827|issue:45446", "issue:43992|issue:44704", "issue:46328|issue:47116", - "issue:43827|issue:45446", "issue:33453|issue:39401", - "issue:39379|issue:43688", "issue:43824|issue:46981", - "issue:43673|issue:46328", - "issue:45092|issue:46762", "issue:45405|issue:45446", - "issue:43064|issue:43673", + "issue:39379|issue:43688", "issue:44291|issue:45071", + "issue:43673|issue:46328", + "issue:43064|issue:43673", + "issue:45092|issue:46762", "issue:44117|issue:45588", "issue:43937|issue:45563", "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:42222|issue:47000", "issue:44263|issue:46762", - "issue:42222|issue:47000" + "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "fc44e83f4534d043efaa1373ae3fe70cbabc623312d2cb4e70a6c11621a04965", + "prepared_review_unit_hash": "307edc89bb99e1f3484d32ff560420cf7aacf503669c3c95e38db1a0e59e2815", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34751, - "estimated_input_tokens": 8688, - "estimated_eval_tokens": 17632 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35803, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad Transformer/tokenizer/loading vocabulary, but each describes a different bug, model, or subsystem. I do not see any true duplicate pairs here.", - "confidence": 0.9, - "canonical_issue_reason": "issue:33453 is the most generic high-level regression report in the set, while the others are narrower model/API-specific bugs or docs issues.", + "summary": "This cluster is not a true duplicate set; most items are unrelated regressions across different models, tokenizers, and APIs. None of the soft pairs are close enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best cluster representative because its title is broad and regression-oriented, making it the closest umbrella item among otherwise unrelated reports.", + "best_issue_reason": "issue:43066 is the best single representative because it is a clear, user-facing v5 tokenizer regression; the rest of the items are mostly distinct, unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44610", - "right": "issue:46909", - "accept": false, - "reason": "Processor input-size bug vs documentation example bug; different artifacts and failure modes." - }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer arguments not used vs trainer.evaluate() failure after train(); not the same bug." + "reason": "Optimizer SGD argument handling and a train/evaluate lifecycle failure are different bugs and different code paths." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Both involve Qwen/MoE, but they are different model versions and different from_pretrained failures." + "reason": "An image-size mismatch in OmDet-Turbo is unrelated to a broken DIA documentation example." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file runtime errors vs a documentation parameter-name mismatch." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Different output-field regressions in different model classes; no shared codepath shown." + "reason": "Compiled Python file errors and a docs parameter-name mismatch are not the same underlying issue." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression vs model accuracy regression; too broad and not the same issue." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example-script classification bug vs pipeline error-message wording; unrelated failures." + "reason": "Tokenizer decoder type regression and a DeepSeek accuracy regression are too broad and distinct to be the same bug." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings behavior vs missing image-processor method; completely different areas." + "reason": "TF32 configuration guidance and a missing image-processor method are unrelated problems." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both hit AutoProcessor.from_pretrained, but one is backend-missing handling and the other is 429 retry behavior." + "reason": "Missing-backend error handling and repeated HTTP 429 retries are different AutoProcessor failure modes." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in dataloader threads vs tokenizer BPE-marker handling; no same underlying bug." + "reason": "A VRAM leak in Qwen3 inference threads is unrelated to a tokenizer BPE-marker handling bug." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Separate from_pretrained/cached_file issues with different objects and symptoms." + "reason": "Empty multi-label classification outputs and an incorrect pipeline error message are separate issues." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "SequenceFeatureExtractor padding inefficiency vs streaming pipeline regression; unrelated." + "reason": "Both concern output fields, but they affect different models and different output attributes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing removed pipeline API vs a PyTorch version-check bug." + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same defect." + "reason": "A missing encoder weight in from_pretrained and AutoProcessor kwargs forwarding are different code paths." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance issue and a streaming pipeline regression are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different model-specific computation bugs with no shared failing path." + "reason": "Generic tokenizer loading regression and wrong offset_mapping in Qwen3 are related only at a high level, not the same defect." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing class vs HTTP-429 retry behavior; different failure modes." + "reason": "An import error for a specific class and HTTP 429 retry behavior are unrelated." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Generation cache issue vs sequence feature extractor padding inefficiency; unrelated." + "reason": "A dependency version bump problem is unrelated to a PyTorch version check in flex_attention." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "Meta-init incompatibility for remote-code checkpoints vs attention numerical differences; not duplicates." + "reason": "Incorrect mllama row-mask handling and auxiliary-loss normalization are different model bugs." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-initialization TypeError and PretrainedConfig type-checking breakage are distinct v5 issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Dependency version bump problem vs flex_attention import-version check bug." + "reason": "Missing generation cache and a SequenceFeatureExtractor padding slowdown are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption vs generation cache missing; distinct trainer/generation bugs." + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache are different subsystems and failures." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Both touch v5 loading/config validation, but they target different errors and codepaths." + "reason": "Meta-initialization incompatibility and attention numerical differences are not the same underlying bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None assumption vs flash_attention sink-less-model crash; unrelated." + "reason": "Tokenizer mapping None handling and flash-attention auxiliary-state crashes are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning text in paged generate(); different issues." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are separate generation issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights vs NaNs in classification heads; not the same bug." + "reason": "State serialization/tied-weights behavior is unrelated to NaNs in classification heads." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split return handling vs Minimax attention numeric drift; different components." + "reason": "GPT2 attention scaling ignored by backends and Gemma4 bidirectional-mask construction are different attention bugs." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated." + "reason": "VitPose import/breakage and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue and Minimax attention numerical mismatch are different defects." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and a Mistral regex patch crash are unrelated tokenizer code paths." } ] }, @@ -17057,13 +17078,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 56, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -17083,11 +17104,11 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44117", + "issue:44075", "issue:44220", "issue:44261", - "issue:44380", "issue:44410", + "issue:44484", "issue:44496", "issue:44704", "issue:44779", @@ -17096,14 +17117,13 @@ "issue:44964", "issue:44977", "issue:45071", - "issue:45081", "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45561", "issue:45632", - "issue:46077", + "issue:45656", "issue:46231", "issue:46298", "issue:46328", @@ -17117,231 +17137,231 @@ "issue:47110" ], "soft_pairs": [ - "issue:44380|issue:46077", "issue:42222|issue:43441", - "issue:44117|issue:45081", "issue:39379|issue:46897", - "issue:42222|issue:46752", "issue:43937|issue:44977", + "issue:42222|issue:46752", "issue:45071|issue:46512", - "issue:42617|issue:45341", "issue:43450|issue:43986", + "issue:42617|issue:45341", "issue:39401|issue:44779", "issue:43408|issue:43742", - "issue:45632|issue:46981", "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:45071|issue:47059", + "issue:45632|issue:46981", "issue:44704|issue:47110", - "issue:45341|issue:46328", "issue:45341|issue:45561", + "issue:45341|issue:46328", "issue:44877|issue:46231", "issue:43208|issue:46894", "issue:38617|issue:41628", - "issue:43122|issue:46298", "issue:39401|issue:43421", + "issue:43122|issue:46298", "issue:43937|issue:44496", "issue:38617|issue:44220", - "issue:44261|issue:46762", "issue:42371|issue:44261", - "issue:44964|issue:45278" + "issue:44964|issue:45278", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:44484|issue:45310" ], - "prepared_review_unit_hash": "8f56d99b660d3be79ac9eb950eb411c71a31e923d410422ce1c6fc05413dd018", + "prepared_review_unit_hash": "8d19853febc912c496829ad932e525a837cce3972541031ba44fdbfb6c970588", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35996, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "serialized_chars": 35222, + "estimated_input_tokens": 8806, + "estimated_eval_tokens": 17868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports and regressions spanning imports, tokenizers, configs, model-specific loading issues, and training/attention behavior. The soft pairs share broad subsystem themes, but none look like the same concrete bug or change.", - "confidence": 0.39, - "canonical_issue_reason": null, + "summary": "This cluster is loosely related by Transformers regressions, but the paired items mostly describe different code paths, models, or symptoms. I found no soft pair that clearly represents the same underlying bug/change, so all candidate duplicate edges should be rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster because it captures a general post-upgrade import-regression theme that overlaps with several other items better than the model-specific or utility-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative umbrella issue because it describes a broad post-upgrade import regression and is the closest fit to the cluster\u2019s general symptom pattern.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster since it is a general user-facing regression report and not tied to one narrow model or helper function.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Both concern attention behavior, but one is GPT2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; different code paths and fixes." - }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "A broken VitPose model import/load issue is not the same as a Ministral FlashAttention failure; they affect different models and failure modes." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-internal bugs with different root causes." + "reason": "Different failures: VitPose model breakage versus Ministral-3 FlashAttention behavior. Same library, but not the same bug." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "Both mention sequence/loss masking, but mllama mask handling and Florence2 double-shift training loss are distinct bugs." + "reason": "Both mention training-related masking/loss issues, but they affect different models and the described mechanisms are different." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated issues in different subsystems." + "reason": "GLM-5 generation config validation and Qwen3.5 FlashAttention generation issues are separate model-specific problems." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and Qwen3.5 flash-attention generation problems are different failures." + "reason": "VitPose import/breakage and empty-chat-template IndexError are unrelated code paths." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking regression and stale dtype on from_config are different config-handling bugs." + "reason": "Type-checking regression in PretrainedConfig is not the same as dtype bookkeeping in from_config()." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + "reason": "Incorrect batched video processor output shape is distinct from AutoProcessor crashing without torchvision installed." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Video processor batching shape error and AutoProcessor crashing without torchvision are both video-related, but not the same concrete bug." + "reason": "3d_parallel.py execution failure and a small testing_utils bug do not look like the same underlying defect." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and symptoms: offset_mapping vs incorrect tokenization results." + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general output divergence for a different model." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 model-type warning and MobileLLM load KeyError are separate loading/config issues." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Cache-path collisions for trust_remote_code and repeated HTTP 429 retries in AutoProcessor are unrelated." + "reason": "A model-type warning for sam3_tracker is unrelated to the MobileLLM key error during loading." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model-specific bugs." + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained failure are different loading/model-definition problems." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention 3 causing degenerate training and an incorrect save_pretrained checkpoint are not the same fix." + "reason": "FlashAttention-3 training degeneration is unrelated to save_pretrained producing an incorrect Qwen3.5 checkpoint." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "A config type-checking regression and a CLI compatibility failure with huggingface_hub are unrelated." + "reason": "PretrainedConfig type-checking and a CLI compatibility break with huggingface_hub are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are not the same as repeated 429 retry behavior in AutoProcessor." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a mapping are different API bugs." + "reason": "Missing kwargs propagation in AutoProcessor and a special_tokens list/dict type error are different bugs." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "A testing_utils bug and SequenceFeatureExtractor.pad inefficiency are unrelated, one functional and one performance-oriented." + "reason": "A small testing_utils bug and an xdist race on captured_info.txt are not the same issue." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "Both touch testing utilities, but one is a generic bug report and the other is a pytest-xdist race; different underlying problems." + "reason": "Testing utility behavior and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are not the same issue." + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model/training issues." + "reason": "The xLSTM report bundles multiple training blockers; the CohereASR issue is a specific double-shift bug in a different model." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Tokenizer behavior changed across versions and a noisy logging message are unrelated." + "reason": "Wrong offset_mapping and runtime post-processor updates for special tokens are distinct tokenizer issues." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Offset mapping errors and runtime post-processor updates for special tokens are different tokenizer problems." + "reason": "Tokenizer output differences and a noisy logging message are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json loading are different config validation failures." + "reason": "Invalid GenerationConfig and unrecognized-model config loading are different validation failures." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Layer-type import failure and _torch_extract_fbank_features issues are unrelated import vs feature-extraction bugs." + "reason": "Missing layer_type_validation export and _torch_extract_fbank_features() problems are not the same code path." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA RMS norm epsilon precision are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A Phi-4 multimodal model-load issue is not the same as a broad import-regression report." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Missing rms_norm_eps precision handling and Minimax attention numerical differences are different technical issues." + "reason": "Different numerical mismatch causes: one is missing rms_norm_eps, the other is attention-implementation discrepancy." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "TF32 API guidance and MLA layernorm epsilon handling are unrelated." + "reason": "SGD argument handling and double optimizer.step() under deepspeed are separate optimizer bugs." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "A specific Phi-4 multimodal load failure and broad import errors after upgrade are related only at a very high level, not the same bug." + "reason": "max_shard_size defaults are unrelated to a Qwen3.5 from_pretrained error." } ] }, @@ -17355,13 +17375,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 57, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -17384,7 +17404,6 @@ "issue:43931", "issue:43986", "issue:44038", - "issue:44075", "issue:44077", "issue:44117", "issue:44246", @@ -17400,267 +17419,269 @@ "issue:44987", "issue:45003", "issue:45071", - "issue:45310", "issue:45341", + "issue:45440", "issue:45464", "issue:45478", "issue:45588", - "issue:45656", "issue:45753", + "issue:46050", "issue:46172", "issue:46369", "issue:46752", "issue:46897", "issue:46981", - "issue:47116" + "issue:47116", + "issue:47312" ], "soft_pairs": [ - "issue:44075|issue:45656", - "issue:44483|issue:45464", - "issue:44484|issue:45310", - "issue:42371|issue:42831", "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44483|issue:45464", "issue:43066|issue:43122", "issue:44410|issue:45478", "issue:44263|issue:44485", "issue:44077|issue:46981", "issue:43931|issue:44410", "issue:43673|issue:45341", - "issue:46752|issue:47116", "issue:41628|issue:45071", - "issue:43441|issue:44829", + "issue:46752|issue:47116", "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", "issue:43012|issue:43577", - "issue:27957|issue:43352", "issue:43874|issue:44261", - "issue:43097|issue:43452", + "issue:27957|issue:43352", "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43208|issue:46897", "issue:44117|issue:44987", - "issue:44261|issue:44485", "issue:43531|issue:45341", + "issue:44261|issue:44485", "issue:43986|issue:45341", - "issue:45003|issue:45341", "issue:43097|issue:45588", + "issue:45003|issue:45341", "issue:44246|issue:46981", - "issue:45753|issue:46369" + "issue:43097|issue:46050", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43986|issue:47312" ], - "prepared_review_unit_hash": "c3a2dd859d4d8a231a0bafb07cecf365c8ac81e81681bd5b8224731f21fade3b", + "prepared_review_unit_hash": "5566b14b18ef689e674bc6c65823d38d04b10314e963dcc36ced33ebefd91288", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 32, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate bug reports spanning unrelated subsystems and models. Even where titles sound similar, they usually point to different concrete failure modes, so I would reject all soft edges. If a single representative is needed, #44246 is the broadest discussion-driven issue, but there is no strong true canonical across the set.", - "confidence": 0.79, - "canonical_issue_reason": "#44246 is the broadest, most discussion-heavy user-facing regression report in the set and is the closest thing to a cluster representative, though the cluster itself is not a single duplicate family.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated API regressions, model-specific bugs, numerics issues, and utility failures across different code paths. I would not collapse any of the soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "None: the items are too heterogeneous to promote a single canonical issue for deduplication.", "canonical_pr_reason": null, - "best_issue_reason": "#44246 is the best issue to anchor triage because it is broadly scoped and has significant discussion, but it should not be treated as a duplicate umbrella for the other issues.", + "best_issue_reason": "None: there is no clear global best issue because the cluster does not center on one underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both involve optimizers, but one is about SGD args being ignored and the other about deepspeed causing double optimizer steps; different bugs." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both affect chat/completions, but one is a general v5 API rejection and the other is a streaming inference failure on Qwen3.5-0.8B." - }, - { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Save-pretrained sharding size defaults and Qwen3.5 MoE from_pretrained loading errors are unrelated." + "reason": "Removed v5 API vs unexpected position-id key mismatch; different failure modes." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "Both mention precision settings, but TF32 API behavior and FineGrainedFP8 accuracy are different issues." + "reason": "TF32 behavior warning vs FineGrainedFP8 accuracy regression; unrelated numerics issues." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are separate model/config regressions." + "reason": "chat/completions request rejection vs streaming inference failure; different surfaces and causes." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to v5 tokenizers but not the same failure." + "reason": "Wrong decoder type vs changed tokenization outputs across versions; not the same bug." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different loading failures; not the same code-path bug." + "reason": "Missing qwen3next projections vs Qwen3.5-MoE from_pretrained error; different model-path problems." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "torch.split return-value bug vs GLM-5 RoPE implementation; unrelated code paths." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Optional post_init validation and repeated 429 retries are unrelated concerns." + "reason": "post_init policy validation vs AutoProcessor 429 retry behavior; not the same issue." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing attn projections in qwen3next are different model-loading bugs." + "reason": "Qwen3-VL weight-shape mismatch vs qwen3next projection omission; different model loading failures." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a testing_utils bug." + "reason": "Generation cache regression vs testing_utils bug; unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import vs PretrainedConfig type checking; different API breakages." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty chat-template input IndexError and streaming pipeline regression are different failure modes." + "reason": "Empty-list chat template crash vs streaming pipeline regression; different code paths." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated API regressions." + "reason": "Qwen3-VL load mismatch vs Qwen3-VL-Moe bug; separate model-specific failures." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is model support failure and the other is degenerate training behavior." + "reason": "FlashAttention support issue in Ministral vs degenerate training with flash_attention_3; different symptoms and likely causes." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Both are Qwen3-VL related, but the reported model and loading error differ." + "reason": "API removal vs gguf_file loading breakage; different code paths and failure modes." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch float32 warning during compile and BLIP2 dtype propagation bugs are not the same issue." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both involve Flash Attention 2 support, but they concern different models and different compatibility paths." + "reason": "bfloat16 compile warning vs BLIP2 dtype propagation bug; unrelated precision issues." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch helper in a processor and an MLA rms_norm_eps precision issue are unrelated." + "reason": "Missing image-patch helper vs MLA q_a_layernorm epsilon mismatch; different components." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Embedding-tie removal and gguf_file breaking from_pretrained are different loading regressions." + "reason": "Flash-Attention questions for different models; not the same concrete bug or change." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size default behavior and Qwen3.5 MoE from_pretrained errors are not the same bug." + "reason": "save_pretrained shard-size question vs Qwen3.5-MoE from_pretrained error; unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different low-level tensor-manipulation bugs in different model code paths." + "reason": "torch.split return-value issue vs DeepSeek comb transpose bug; different code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer missing ReLU and DeepSeek transpose/cast behavior are unrelated." + "reason": "DSA indexer ReLU omission vs DeepSeek transpose bug; unrelated model internals." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are separate model-specific training issues." + "reason": "xLSTM training blockers vs Florence2 double-shift loss bug; different models and failure mechanisms." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None and loading physical-intelligence/fast failing are related to loading, but not the same concrete defect." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs loading a specific model; not the same underlying defect." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Missing rms_norm_eps in MLA and GLM-5 RoPE implementation are distinct numerical/model bugs." + "reason": "Qwen3-MoE sliding-window issue vs testing_utils bug; unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path." + "reason": "Missing rms_norm_eps in MLA vs GLM-5 RoPE implementation; different bugs." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor without torchvision and a testing_utils change are unrelated." + "reason": "AutoProcessor/torchvision crash vs testing_utils bug; different areas entirely." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + "reason": "Unsafe sys.modules access vs testing_utils bug; not duplicates." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44246", + "right": "issue:46981", "accept": false, - "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different bugs." + "reason": "Import latency vs repeated 429 retries; unrelated performance and networking behavior." }, { - "left": "issue:44246", - "right": "issue:46981", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Import-time slowness and repeated HTTP 429 retries are both performance-related but not the same underlying failure." + "reason": "Removed embedding-tie API vs quantized model save/load corruption; different regression classes." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are unrelated model issues." + "reason": "Infinite loop on a specific image vs memory overflow; separate multimodal failures." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Remote DeepSeekV3 divergence vs DeepSeek-V4 transpose bug; different models and code paths." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "Missing torchvision crash vs kernel 0.16 incompatibility; unrelated dependency problems." } ] }, @@ -17674,7 +17695,7 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 58, "review_unit_count": 65, "status": "reviewed", @@ -17690,6 +17711,7 @@ "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43208", "issue:43502", @@ -17697,6 +17719,7 @@ "issue:43673", "issue:43873", "issue:43874", + "issue:43906", "issue:43986", "issue:43992", "issue:44038", @@ -17709,15 +17732,14 @@ "issue:44410", "issue:44451", "issue:44484", + "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", "issue:45375", - "issue:45440", "issue:45712", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46178", @@ -17730,32 +17752,28 @@ "issue:46710", "issue:46752", "issue:46821", - "issue:47116", - "issue:47312" + "issue:47116" ], "soft_pairs": [ - "issue:45440|issue:46172", - "issue:43097|issue:46050", - "issue:43986|issue:47312", "issue:44410|issue:45375", + "issue:43097|issue:43873", "issue:43874|issue:44263", "issue:43673|issue:46123", - "issue:43097|issue:43873", "issue:44062|issue:44117", "issue:44038|issue:44410", "issue:43012|issue:46821", - "issue:38617|issue:42757", "issue:44117|issue:46701", - "issue:46655|issue:46664", + "issue:38617|issue:42757", "issue:43064|issue:44315", + "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:43986|issue:44484", "issue:46172|issue:46710", - "issue:42890|issue:46298", + "issue:43986|issue:44484", "issue:38617|issue:44351", + "issue:42890|issue:46298", "issue:44936|issue:46365", - "issue:44704|issue:45103", "issue:43502|issue:43992", + "issue:44704|issue:45103", "issue:44451|issue:47116", "issue:43208|issue:43550", "issue:44380|issue:46421", @@ -17763,216 +17781,212 @@ "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:43012|issue:43550", - "issue:45712|issue:46298" + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "5038ed103396d63a6fdc5c5e94cfd8b093e8c3e34859d92034f18e6d3fa08344", + "prepared_review_unit_hash": "ecd5c920ea5269480837d1f84c3f9eed63729ec9eba96bf7b163542d8e8ec43a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36379, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "soft_pair_count": 29, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The item set is highly heterogeneous, and every soft pair appears to describe a different bug, regression, or feature request rather than the same underlying change. No soft merge should be accepted.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43873 is the strongest weak canonical anchor: it is open, discussion-heavy, and has the most inbound references, but the overall set is too diverse for a true duplicate canonical.", + "summary": "This cluster is heterogeneous: the soft-similar pairs mostly share broad themes like import errors, v5 regressions, or model-specific bugs, but they do not look like the same underlying defect. I do not see a true duplicate set here.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents the whole set; the items span unrelated bugs and regressions rather than one duplicate root cause.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue must represent the group, 43873 is the best representative by activity and breadth of impact; otherwise there is no meaningful shared canonical issue among these unrelated reports.", + "best_issue_reason": "No issue is a strong global canonical for duplicate-triage purposes; the closest broad regression report still does not cover the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "Different DeepSeek-related failures: model divergence vs a dtype/transpose bug." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Unrelated problems: removed config flag vs quantized save/load breakage." - }, - { - "left": "issue:43986", - "right": "issue:47312", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different domains: missing torchvision dependency crash vs kernel compatibility issue." + "reason": "Different Qwen-family config/model bugs: missing attention projections vs missing deepstack_visual_indexes." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Separate Qwen model bugs affecting different config/model fields." + "reason": "Both relate to Transformers v5 behavior changes, but one is an embedding-tie removal complaint and the other is a quantization/offloading problem." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM issues: missing processor method vs wrong torch.split behavior." + "reason": "Both mention GLM components, but they are distinct failures in different code paths (`get_number_of_image_patches` vs `torch.split`)." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both involve generation/pipeline flow, but the concrete failures are distinct." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Different root causes: removed API field vs offloading/quantization behavior." + "reason": "Cache handling during chunked prefill is unrelated to MaskGenerationPipeline's final partial-batch bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer import/constructor bug vs tokenizer mapping returning None." + "reason": "Separate tokenizer bugs: AddedToken construction error vs `TOKENIZER_MAPPING_NAMES` returning None." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen bugs: generic v5 compatibility vs missing projections in one layer." + "reason": "Both are Qwen-related, but they describe different model/config regressions and not the same defect." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Precision warning on compile vs TimesFM window_size AttributeError." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules." + "reason": "A PyTorch bfloat16 warning is not the same as a TimesFM `window_size` AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping bug vs pipeline output incompatibility; unrelated failures." + "reason": "Tokenizer mapping failure and an image-text-to-text pipeline failure are different problems." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Same subsystem, but padding calculation and num_frames semantics are different bugs." + "reason": "Both are import errors, but they are for different symbols from different modules." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP optimizer-state issue vs Liger Kernel not applied with model_init." + "reason": "Training-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied with `model_init`." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Noisy logging vs apply_chat_template empty-list crash are unrelated." + "reason": "Both are SmolVLM video-processor issues, but padding calculation and `num_frames` semantics are separate bugs." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Video processor import crash vs save_pretrained shard-size question." + "reason": "Noisy logging and an `apply_chat_template` empty-list crash are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Low-level tensor op bug vs accuracy regression; not the same underlying defect." + "reason": "A DeepSeek dtype/transpose issue is not the same as an accuracy regression after upgrade." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Test flakiness due to missing seed vs logging noise are unrelated." + "reason": "AutoProcessor needing torchvision and save_pretrained shard-size behavior are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different transformer internals." + "reason": "Different missing imports (`layer_type_validation` vs `HybridCache`) with different underlying causes." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Trainer lifecycle bug vs dependency-conflict import failure." + "reason": "A test flake from missing `set_seed()` is unrelated to a logging-message complaint." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Argument forwarding bug vs auto_docstring annotations crash." + "reason": "Trainer lifecycle failure after `train()` is different from an import conflict involving `datasets`." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/network leakage vs missing weight loading are different issues." + "reason": "Offline-mode network leakage and missing `embed_tokens.weight` are different failures." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to `cached_file` and an auto-docstring crash under future annotations are unrelated." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model load failure for ScandiBERT vs streaming pipeline regression." + "reason": "A model-loading failure for ScandiBERT is not the same as a streaming pipeline regression." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba SDPA/torch.compile failure." + "reason": "xLSTM small-model training bugs and a Bamba torch.compile SDPA failure are distinct issues." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling ignored vs lazy cache recompilation are different code paths." + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load issue vs backend mapping validation error." + "reason": "Python 3.14 import failure and invalid `tensorflow_text` backend mapping are different bugs." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer distributed optimizer bug vs streaming pipeline regression." + "reason": "Optimizer-state corruption in training is unrelated to a streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save/load bug vs Qwen image infinite loop." + "reason": "Dequantized-save failure and Qwen3_5 infinite-loop behavior are separate model-specific bugs." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compile warning on bfloat16 vs SDPA compile failure are not the same bug." + "reason": "A compile warning on bfloat16 models is not the same as a Bamba SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy-class cleanup issue vs unrelated noisy log message." + "reason": "Dummy leftover classes in `dummy_pt_objects.py` are unrelated to noisy logging." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save-path problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same change or bug." } ] }, @@ -17986,29 +18000,29 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 59, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:36010", "issue:36683", + "issue:38617", "issue:42175", "issue:42757", "issue:42831", "issue:42890", - "issue:42907", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43208", "issue:43352", + "issue:43502", "issue:43526", "issue:43582", "issue:43618", @@ -18017,7 +18031,6 @@ "issue:43824", "issue:43825", "issue:43827", - "issue:43906", "issue:43976", "issue:43992", "issue:44038", @@ -18046,258 +18059,254 @@ "issue:47276" ], "soft_pairs": [ - "issue:42907|issue:44655", - "issue:43066|issue:43906", - "issue:43825|issue:44655", "issue:43012|issue:44368", - "issue:43992|issue:44484", - "issue:43827|issue:47116", + "issue:43825|issue:44655", "issue:43352|issue:43976", "issue:45584|issue:46365", + "issue:43992|issue:44484", + "issue:43827|issue:47116", "issue:44734|issue:47116", "issue:44038|issue:44230", - "issue:44162|issue:46172", "issue:44380|issue:46132", + "issue:44162|issue:46172", "issue:43352|issue:44380", "issue:44077|issue:46365", "issue:43097|issue:46298", "issue:43208|issue:43526", "issue:36683|issue:43582", - "issue:44380|issue:45479", "issue:42757|issue:43824", + "issue:44380|issue:45479", "issue:43012|issue:47276", "issue:42175|issue:46365", "issue:44222|issue:45478", - "issue:42890|issue:47059", "issue:43064|issue:44380", + "issue:42890|issue:47059", "issue:43756|issue:44485", "issue:42831|issue:44261", "issue:44483|issue:44514", "issue:36010|issue:42757", - "issue:43618|issue:43761" + "issue:43618|issue:43761", + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "f06f6d04f5b9457bc382c6fc6969a5b7966cd0f0918cf93c8f5f3a7eae11306e", + "prepared_review_unit_hash": "57f61baf9208650ca45d1a5bb68d35d63485dbd32a56edd1623b8c5dc9c07773", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36214, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a semantic false-positive grouping: the items share broad Transformers themes, but the soft pairs are different bugs, regressions, warnings, or documentation issues. No pair looks safe to merge as the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the issues point to unrelated failures across different models, APIs, backends, and docs.", + "summary": "Most items are unrelated individual bug reports. The only plausible duplicate pair is the CLIP v5 output regression pair (attentions vs hidden_states); there are no PRs in this cluster.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43761 is the clearest representative of the CLIP regression: it names the v5 regression, the affected model, and the exact missing output field, making it the best anchor for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the grouped items do not share one underlying defect or fix path.", + "best_issue_reason": "issue:43761 is the most actionable issue here: it has the most specific regression description and plausibly covers the paired CLIP output complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Different save paths: dequantized model serialization vs Pipeline.save_pretrained." + "reason": "Different symptoms and code paths: PyTorch precision warning vs tie_embeddings warning in a different model setup." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different bug reports; one is tokenizer decoder type regression, the other is just a reproduction of a separate issue." + "reason": "Both mention pipeline changes, but one is a runtime error message and the other is save_pretrained support; not the same bug." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Different code paths: pipeline() error messaging vs saving Pipeline objects." + "reason": "Unrelated issues: model Flash Attention support vs Python version compatibility." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Both mention warnings, but they are unrelated warning sources and fixes." + "reason": "Whisper generation failure and Trainer import conflict are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Load-state issue vs save_pretrained shard-size question; not the same defect." + "reason": "One is a missing checkpoint weight on load; the other is a shard-size question. Not duplicates." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs cleanup for removed pipeline() references vs runtime streaming pipeline regression." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Unrelated problems: Flash Attention support vs Python version compatibility." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper generation edge case vs Trainer import conflict with datasets." + "reason": "Docs referencing pipeline removal is different from a streaming pipeline runtime regression." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Different runtime paths: transformers serve KV-cache indexing vs streaming pipeline behavior." + "reason": "Both involve serving/pipeline areas, but the concrete failures differ: KV-cache indexing crash vs streaming regression." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a v5 bug for Qwen3-VL-Moe; the other is an fp8 inference support request." + "reason": "Different Qwen3/VL issues: one is a from_pretrained bug, the other is fp8 inference support." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Different model-specific failures with different root causes." + "reason": "Different features and failures: GPT2 attention scaling vs AttentionInterface.register behavior change." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "GPT2 attention scaling bug is not the same as AttentionInterface.register behavior change." + "reason": "Different models and failures: ESM2 breakage vs DeepSeek tensor dtype/transpose issue." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention support vs attention scaling ignored." + "reason": "Flash Attention support for Nemotron is unrelated to GPT2 attention scaling behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue." + "reason": "Different problem domains: patchtsmixer post_init validation vs Trainer import conflicts." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config flag vs noisy logging message; unrelated fixes." + "reason": "Tie-embedding removal warning and noisy logging are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Distinct model issues: xLSTM training bugs vs BEiT reduce_labels behavior." + "reason": "Different models and bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing field and Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching allocator TypeError." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different defects: attention backend scaling vs degenerate zero-loss classification." + "reason": "Both are import errors, but for different symbols and packages; not the same underlying issue." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Both are import errors, but for different symbols in different packages." + "reason": "Different bugs: backend-specific GPT2 attention scaling vs zero-loss classification behavior." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "Different warnings and different code paths." + "reason": "A precision warning and a synced_gpus warning message are not the same bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Dependency/backend installation issue vs import failure caused by datasets conflict." + "reason": "Package/backend installation issue vs import-time Trainer conflict; unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Same broad MoE area, but save_pretrained FP8 behavior and from_pretrained failure are not the same concrete bug." + "reason": "Both mention MoE/FP8/Qwen3.5, but one is save_pretrained FP8 handling and the other is from_pretrained error; too different to merge." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Flaky model test due to missing seeding vs CLI breakage from huggingface_hub API change." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug is unrelated to GPT2 attention scaling." + "reason": "Model integration test seeding issue vs CLI incompatibility with huggingface_hub are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model-specific RoPE bugs with no shared code path." + "reason": "Both touch RoPE, but they concern different models and likely different code paths." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "Both are precision-related, but they affect different models and different root causes." + "reason": "FP8 accuracy issues and MLA q_a_layernorm config precision mismatch are different bugs." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request handling vs batched chat template crash are different paths." + "reason": "Chat/completions request handling and batched chat template crashes are separate code paths." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages." + "reason": "Different missing imports from different modules; not the same underlying breakage." }, { "left": "issue:43618", "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regressions about model outputs not being populated/assigned; they appear to share the same forward/output code path and could plausibly be fixed together." + }, + { + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate code paths." + "reason": "Different import vs offline-mode/API-request behaviors; not duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The CLIP pair acceptance is appropriately hedged as plausible rather than definitive, and the remaining soft-edge rejections are reasonably justified by distinct titles/symptoms. No issue/PR claims are overstated, and the summary correctly notes there are no PRs in this cluster." + }, + "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": 27, + "component_count": 28, "review_unit_index": 60, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -18305,14 +18314,13 @@ "issue:33453", "issue:36296", "issue:36683", - "issue:38617", + "issue:41669", "issue:42994", "issue:43010", "issue:43064", "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "issue:43575", "issue:43618", @@ -18321,6 +18329,7 @@ "issue:43992", "issue:44075", "issue:44077", + "issue:44246", "issue:44355", "issue:44380", "issue:44393", @@ -18351,273 +18360,287 @@ "issue:47337" ], "soft_pairs": [ - "issue:38617|issue:43502", "issue:45276|issue:46077", "issue:43299|issue:43867", "issue:43618|issue:44380", - "issue:44655|issue:47321", "issue:44625|issue:46365", - "issue:42994|issue:44655", + "issue:44655|issue:47321", "issue:44655|issue:47332", + "issue:42994|issue:44655", "issue:44625|issue:46077", - "issue:43352|issue:45593", "issue:36683|issue:43475", - "issue:44355|issue:46877", + "issue:43352|issue:45593", "issue:36683|issue:44077", + "issue:44355|issue:46877", "issue:43976|issue:44938", "issue:43867|issue:45216", "issue:46077|issue:46512", "issue:44938|issue:47059", - "issue:43618|issue:45216", "issue:36683|issue:47110", + "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:29870|issue:36296", "issue:44908|issue:46851", - "issue:43992|issue:47317", "issue:44355|issue:44855", "issue:43010|issue:45278", + "issue:43992|issue:47317", + "issue:44075|issue:46365", "issue:43064|issue:44492", - "issue:43992|issue:45310", "issue:43867|issue:46202", - "issue:44075|issue:46365", - "issue:44393|issue:47000", + "issue:43992|issue:45310", "issue:29870|issue:33453", + "issue:44393|issue:47000", "issue:44393|issue:47337", "issue:36296|issue:43575", - "issue:43867|issue:45375" + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976" ], - "prepared_review_unit_hash": "30671e62682b0b38a65501cedbff56022ad73e79ee8422587271f44997753a23", + "prepared_review_unit_hash": "be7234b0d055957092a8c25278da1c8da272d5497542097f3026939090db74da", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37427, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "soft_pair_count": 36, + "serialized_chars": 37980, + "estimated_input_tokens": 9495, + "estimated_eval_tokens": 19246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs are mostly superficial thematic matches, not true duplicates. I would not merge any of the candidate pairs as the same underlying bug/change.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 36683 is the closest anchor because it is one of the most connected items in the set, but the cluster is not a real duplicate group; the apparent similarities are mostly broad config/attribute regressions.", + "summary": "These items only share broad themes like loading, saving, config fields, and model-specific regressions. None of the soft pairs looks like the same underlying bug/change, so all soft edges should stay split.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the clearest, version-scoped regression report in the set and the most concrete anchor among the save_pretrained-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the best representative by connectivity and specificity, but only as a loose anchor for a mixed cluster, not as a true canonical duplicate.", + "best_issue_reason": "issue:45216 is the most actionable and specific issue here: it names the affected model, API, and regression version, making it the strongest representative report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Different bugs: import-time symbol breakage vs local_files_only still triggering API requests." - }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but different code paths: resize_token_embeddings propagation vs bidirectional attention mask construction." + "reason": "Both are Gemma4-related, but one is about resize_token_embeddings propagation and the other about bidirectional attention masks; different code paths and failures." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different failures: Qwen3VL MoE loading regression vs generic state_dict sorting/load error." + "reason": "One is a Qwen3-VL MoE loading regression, the other is a generic state_dict sorting load error; too different to be the same bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Unrelated regressions: CLIP attentions field handling vs GPT2 attention scaling under SDPA/FlashAttention." + "reason": "CLIPOutput attentions being unset is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure from datasets are unrelated issues." }, { "left": "issue:44655", "right": "issue:47321", "accept": false, - "reason": "Pipeline save_pretrained serialization vs AMD quark class update; not the same bug." + "reason": "Saving Pipeline objects and an AMD quark class update bug do not share the same underlying code path." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:44655", + "right": "issue:47332", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import conflicts are unrelated issues." + "reason": "Both mention saving, but one is Pipeline save_pretrained and the other is disk-offloaded Qwen3-VL model saving; different failures." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized model saving and pipeline object saving are different failure modes." + "reason": "Quantized model saving and Pipeline object saving are both save-related, but they affect different object types and likely different serialization paths." }, { - "left": "issue:44655", - "right": "issue:47332", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both concern saving, but generic pipeline saving and disk-offloaded Qwen3-VL saving are different code paths." + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 causal-mask construction." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Different subsystems: Qwen3.5 config propagation vs Gemma4 attention masking." + "reason": "Both are missing-attribute reports, but they concern different models and different fields with no shared bug path." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support gating is unrelated to auxiliary loss computation when denoising is off." + "reason": "Flash Attention 2 support gating and missing auxiliary losses are unrelated model-feature bugs." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:44077", "accept": false, - "reason": "Both are missing-attribute reports, but for different models and different fields." + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init being disallowed." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors and auto_docstring stdout diagnostics are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Different bugs: missing config attribute vs patchtsmixer post_init allowance." + "reason": "Compiled-file import errors and auto_docstring printing diagnostics at import time are different import-time problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility issues, but they affect different versions and fail differently." + "reason": "Both are Python-version compatibility complaints, but they target different versions and different failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are load/save regressions, but one is state_dict ordering and the other is Qwen3.5 save_pretrained corruption." + "reason": "A generic load error with sorted state_dict is not the same as a Qwen3.5 save_pretrained regression." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Gemma4 bidirectional masking and stale config.dtype after from_config are unrelated." + "reason": "Gemma4 bidirectional attention masking and stale config.dtype after from_config are unrelated." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure and CLI completion breakage from huggingface_hub are different issues." + "reason": "Python 3.14 load failure and a cli test breakage with huggingface_hub 1.22.0 are separate environment issues." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "CLIP attentions assignment and Qwen3.5 checkpoint saving are unrelated regressions." + "reason": "Missing vocab_size on Gemma3Config is unrelated to special_tokens being a list instead of a dict." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Missing vocab_size on a config is not the same as special_tokens being a list." + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression are different components and failure modes." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are config attribute errors, but they involve different attributes, models, and fixes." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are similar in style but not the same model or defect." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated." + "reason": "BART generate decoder_attention_mask initialization and tensor-parallel training bugs are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to variable-length input handling with position_ids." - }, - { - "left": "issue:43992", - "right": "issue:47317", - "accept": false, - "reason": "UMT5 missing a weight during from_pretrained and PPFormulaNet training-loss bug are unrelated." + "reason": "Scheduler kwargs being ignored and variable-length position_id handling are different subsystems." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both surface at import time, but compiled Python errors and the Python 3.13 torch.jit comment parsing failure are different root causes." + "reason": "Compiled-file import failures and Python 3.13 decorator parsing with @torch.jit.script are distinct issues." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration and broad import errors after upgrade are not the same bug." + "reason": "A cache update no_grad concern is unrelated to broad import errors after upgrading transformers." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43992", + "right": "issue:47317", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a cache strategy typo are unrelated." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading has nothing to do with a PPFormulaNet training-loss bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different Qwen3.5 regressions: missing UMT5 weights vs MoE from_pretrained failure." + "reason": "Ignored SGD args and inability to import Trainer because of datasets are unrelated." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Generic load-model error and Gemma pipeline roundtrip failure on \u2581 are different problems." + "reason": "FSDP2/PEFT optimizer state corruption and a typo in cache strategies are not the same bug." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Optimizer argument handling and Trainer import conflict are unrelated." + "reason": "A state_dict sorting load error and Gemma pipeline roundtrip failure on \u2581 are different serialization issues." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL bbox output issues and RTDetrLoss cost-matrix infeasibility are different detection bugs." + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are unrelated model-loading bugs." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate decoder_attention_mask error and tokenizer-loading regression are unrelated." + "reason": "BART generate decoder_attention_mask and tokenizer loading regression do not share the same root cause." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination/error and RTDetrLoss infeasible cost matrix are different vision bugs." }, { "left": "issue:44393", "right": "issue:47337", "accept": false, - "reason": "The flaky bbox range test is a test symptom, not the same bug as the Qwen3-VL bbox hallucination/error report." + "reason": "The flaky bbox range test and the Qwen3-VL bbox issue are not the same failure, just superficially bbox-related." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + "reason": "Tensor parallel training bug and OOM while loading a large model with tp are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * usage from models and intermittent import slowness are not the same change or bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init restrictions are unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic load-model error and missing deepstack_visual_indexes in config are different failure modes." + "reason": "Generic load error on sorted state_dict and Qwen3_5MoeVisionConfig missing deepstack_visual_indexes are different loading/config bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A no_grad decoration issue for cache/layer updates is unrelated to Python version compatibility failures." } ] }, @@ -18631,13 +18654,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 61, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -18646,12 +18669,14 @@ "issue:30990", "issue:31795", "issue:33453", - "issue:41669", + "issue:36296", "issue:42548", "issue:42890", "issue:42898", "issue:43010", "issue:43065", + "issue:43232", + "issue:43299", "issue:43502", "issue:43525", "issue:43576", @@ -18660,12 +18685,9 @@ "issue:43824", "issue:43867", "issue:43874", - "issue:43976", "issue:44062", - "issue:44077", "issue:44112", "issue:44222", - "issue:44246", "issue:44351", "issue:44355", "issue:44360", @@ -18687,296 +18709,289 @@ "issue:46285", "issue:46617", "issue:46664", + "issue:46726", "issue:47110", "issue:47317" ], "soft_pairs": [ - "issue:41669|issue:44246", - "issue:43618|issue:44077", "issue:42890|issue:45561", - "issue:43010|issue:43976", "issue:43867|issue:45357", "issue:43010|issue:45850", "issue:28282|issue:33453", "issue:44222|issue:45125", "issue:43618|issue:46285", "issue:44360|issue:45440", - "issue:45125|issue:45478", "issue:42548|issue:44351", + "issue:45125|issue:45478", "issue:43502|issue:44062", - "issue:45125|issue:45375", "issue:43525|issue:47317", + "issue:45125|issue:45375", "issue:42890|issue:44112", "issue:42890|issue:44964", - "issue:42898|issue:46664", "issue:44734|issue:46617", - "issue:45071|issue:47317", + "issue:42898|issue:46664", "issue:43723|issue:44556", + "issue:45071|issue:47317", "issue:44387|issue:44556", "issue:43010|issue:43065", - "issue:43576|issue:46132", "issue:43824|issue:46617", "issue:43502|issue:44485", + "issue:43576|issue:46132", "issue:45850|issue:47110", "issue:43874|issue:46617", "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:30990|issue:31795" + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296" ], - "prepared_review_unit_hash": "c403d99341d8be58d92d08f4788d516fb9783f9306ddd105f3bd42bdb05943cd", + "prepared_review_unit_hash": "fcfe7a76497c699d081b16dafdeabf85eee105070ac89c449390227c83a5ad29", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36608, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "soft_pair_count": 33, + "serialized_chars": 37216, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of Transformers issues. The only notable soft match is the import-time slowdown pair (41669/44246), but the evidence is still similarity-based rather than an explicit duplicate link; the rest look unrelated or too broad to safely merge.", - "confidence": 0.71, - "canonical_issue_reason": "issue:41669 is the best issue anchor for the import-slowdown pair because it is the more specific report and names a concrete potential cause (`import *` in models), while 44246 is the broader intermittent import-latency complaint.", + "summary": "This cluster is a false positive for duplication: it mixes many unrelated Transformers issues across loading, tokenization, generation, multimodal processors, CI/test flakiness, and model-specific regressions. The only broad umbrella is a generic \u201cv5 breaks many models\u201d complaint, but it is too vague to be a true canonical duplicate.", + "confidence": 0.95, + "canonical_issue_reason": "No single underlying bug is shared across the cluster; the titles point to distinct regressions and feature issues rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best overall issue representative because it gives the clearest concrete symptom/cause pairing among the soft matches; 44246 is related but less specific.", + "best_issue_reason": "issue:45850 is the broadest umbrella representative of the cluster\u2019s version-regression theme, but it is too general to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both describe slow `transformers` imports; 41669 is the more concrete report and plausibly covers the same underlying slowdown theme as 44246." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Different bugs: CLIPOutput attentions assignment versus a `patchtsmixer` post-init policy change." - }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both involve test flakiness, but they are separate test failures with different causes." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update decoration and Python-version compatibility are unrelated problems." + "reason": "Both are flaky test/CI failures, but one is SamHQ seed handling and the other is an xdist file-capture race; different code paths." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are load/save related, but they affect different code paths and failure modes." + "reason": "Both concern model-loading/key handling, but one is sorted state_dict loading and the other is incorrect visual-encoder save_pretrained keys." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache-update issue is not the same as a broad complaint that many models break." + "reason": "One is a specific no_grad cache-update bug; the other is a broad version-breaking complaint, not the same defect." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing-library import error is unrelated to a tokenizer-loading regression." + "reason": "Missing PyTorch import vs tokenizer loading regression are different subsystems and symptoms." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both touch Qwen/MoE, but one is about FP8 save_pretrained and the other about tensor-parallel metadata." + "reason": "Both touch Qwen/MoE areas, but one is FP8 save_pretrained and the other is tensor-parallel plan metadata." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but they describe different regressions and not the same bug." + "reason": "Both are CLIP-related, but one is an attentions regression and the other is a structure inconsistency." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA-indexer/ReLU discussion is unrelated to the DeepSeekV3MoE implementation divergence." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Similar model family, but one is a missing `_tp_plan` and the other is a broader from_pretrained error." + "reason": "Both are import errors, but for different missing symbols with different causes." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Different missing exports with different causes (`PreTrainedModel` vs `HybridCache`)." + "reason": "Same family, but one is missing tensor-parallel metadata and the other is a from_pretrained load failure; not clearly the same bug." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading network requests and `AddedToken` argument duplication are separate bugs." + "reason": "Offline-loading/network leakage vs AddedToken keyword conflict are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43525", + "right": "issue:47317", "accept": false, - "reason": "Both concern Qwen3.5 MoE vision config, but the missing fields and failures are different." + "reason": "Llama config pad_token_id vs PPFormulaNet training-loss bug are unrelated." }, { - "left": "issue:43525", - "right": "issue:47317", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "A missing config attribute and a PPFormulaNet training-loss bug are unrelated." + "reason": "Both are Qwen3.5 config issues, but one is _tp_plan and the other is missing deepstack_visual_indexes." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test issues, but they are different tests and different flake mechanisms." + "reason": "Both are CI flakiness, but they affect different tests and failure modes." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A seeded test flake is unrelated to a model-loading regression for Phi-4 multimodal." - }, - { - "left": "issue:42898", - "right": "issue:46664", - "accept": false, - "reason": "Tokenization-space behavior and video `num_frames` semantics are different API regressions." + "reason": "SamHQ seed flake vs Phi-4 multimodal load failure are unrelated." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing and trust_remote_code cache file lookup are different failure paths." + "reason": "KV-cache continuation crash vs cache FileNotFoundError on trust_remote_code are different paths." }, { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." + "reason": "Tokenization-space behavior change vs video-processor num_frames inconsistency are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both mention loading after v5 upgrades, but one is tokenizer-specific and the other is a broader checkpoint reload issue." + "reason": "Both are loading regressions, but tokenizer.from_pretrained vs checkpoint reload compatibility are different defects." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 OOM behavior is a different failure mode from checkpoint reload compatibility." + "reason": "Quantization memory OOM vs model reload after upgrade are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "No meaningful overlap between cache-update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder." + "reason": "Generation cache no_grad fix vs Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific VL class vs FileNotFoundError loading trust_remote_code cache are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline request suppression vs GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken `transformers env` output and `AttentionInterface.register` behavior are separate features/issues." + "reason": "CLI env command breakage vs AttentionInterface.register behavior change are different code paths." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Missing model export and trust_remote_code cache file loading are different problems." + "reason": "Broad \u201cmany models break\u201d complaint vs special_tokens attribute error is not the same bug." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor method causing multimodal token-count failure is unrelated to cache file lookup." + "reason": "Missing image-processor method vs cache file lookup failure are unrelated." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "A broad complaint about v5 breaking many models is not the same as the specific `special_tokens` type error." + "reason": "MLflow reporting on failed training vs tokenizer loading regression are different areas." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file execution errors and slower filtering after upgrade are unrelated." + "reason": "Compiled Python file errors vs upgrade-induced slowdown are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hangs and forward-argument documentation confusion are different topics." + "reason": "Sentence Transformers loading hang vs documentation issue for model.forward args." }, { - "left": "issue:43723", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Tokenizer loading regressions and trust_remote_code cache file-not-found failures are different load paths." + "reason": "Both are generation-state issues, but one targets cache.update no_grad and the other sync_gpus kwargs handling." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Offline network requests and GLM-5 RoPE implementation are unrelated." + "reason": "Both are processor-related, but one is num_frames semantics and the other backend-missing recognition." }, { - "left": "issue:43824", - "right": "issue:45357", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "A missing Qwen model export is not the same as incorrect visual encoder keys being saved." + "reason": "Both are version-upgrade loading regressions, but one is Qwen3VL Moe-specific and the other is general checkpoint compatibility." }, { - "left": "issue:43010", - "right": "issue:45440", + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request suppression vs FP8 save_pretrained MoE are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Cache update no-grad decoration and DeepSeekV3MoE divergence are unrelated code paths." + "reason": "MLflow reporting vs tensor-parallel training bug are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. The data only gives soft-similarity signals and issue titles/bodies; it does not establish that issue:41669 and issue:44246 are the \"only true duplicate pair\" or that 41669 definitively provides the root cause/fix for 44246. That relationship is plausible, but should be phrased more conservatively. Several other soft pairs are also only similarity-based, so the cluster conclusion should avoid implying confirmed duplicate status without explicit linkage or stronger evidence." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "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": 27, + "component_count": 28, "review_unit_index": 62, "review_unit_count": 65, "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-10000-529", "nodes": [ "issue:29870", - "issue:30333", "issue:31795", "issue:33453", "issue:34689", @@ -18985,9 +19000,6 @@ "issue:41628", "issue:42548", "issue:42757", - "issue:43010", - "issue:43232", - "issue:43299", "issue:43352", "issue:43475", "issue:43502", @@ -18996,23 +19008,28 @@ "issue:43673", "issue:43824", "issue:43827", + "issue:43867", "issue:43901", "issue:44038", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", "issue:44485", "issue:44492", - "issue:44556", + "issue:44623", "issue:44961", "issue:45071", "issue:45125", + "issue:45230", "issue:45362", "issue:45375", + "issue:45381", "issue:45468", + "issue:45542", "issue:45850", "issue:46095", "issue:46143", @@ -19020,24 +19037,18 @@ "issue:46209", "issue:46617", "issue:46664", - "issue:46726", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:43010|issue:43232", - "issue:46664|issue:46726", - "issue:43299|issue:44556", - "issue:43502|issue:44222", - "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43827|issue:44961", "issue:33453|issue:34689", - "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:41628|issue:42548", - "issue:43502|issue:44961", + "issue:46143|issue:46144", "issue:44355|issue:45071", + "issue:43502|issue:44961", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:42757|issue:43576", @@ -19053,240 +19064,242 @@ "issue:45362|issue:45850", "issue:44485|issue:44961", "issue:44961|issue:45468", - "issue:43673|issue:44492", "issue:43525|issue:47110", + "issue:43673|issue:44492", "issue:43352|issue:44961", - "issue:44315|issue:46209" + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44485|issue:46664", + "issue:45381|issue:46664" ], - "prepared_review_unit_hash": "8beb8bf3428e3e2ddf99d4bd334bbd597c7ffacac108eb10d2a6f48a35956a22", + "prepared_review_unit_hash": "a1e9282632e92a21202cd0bff8fa3f7032f645648024e913a45bf3753dced1bf", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36692, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous overall, with a broad v5 regression umbrella plus many unrelated import, loading, docs, and model-specific bugs. The RoFormer pair is adjacent but not clearly the same concrete fix, so it should be rejected as a duplicate/merge candidate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the cluster\u2019s overall v5-regression theme, even though it is too generic to represent any one specific fix.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The soft pairs share only broad themes like imports, v5 regressions, loading, or cache behavior, but not the same concrete bug or change, so none should be merged.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43576 is the broadest, highest-signal item here: a v5 CLI regression with inbound references, making it the best anchor for this mixed cluster even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative high-level cluster anchor because it summarizes the broad breakage theme across multiple model regressions.", + "best_issue_reason": "issue:43576 is the most representative cluster anchor because it captures a broad v5 breakage theme and has external references; it is stronger as a summary issue than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both are generation-related, but they describe different bugs: cache update decoration vs sync_gpus/_update_model_kwargs_for_generation behavior." - }, - { - "left": "issue:46664", - "right": "issue:46726", - "accept": false, - "reason": "Different components and failure modes: video processor frame semantics vs AutoProcessor backend-missing import behavior." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both are loading regressions, but they concern different model/version breakages and do not look like one concrete bug." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Unrelated problems: unwanted network requests with local_files_only versus FP8 save_pretrained/moe support." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow job reporting and tensor-parallel training are separate issues." - }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A runtime generation error and a documentation confusion issue are not the same bug." + "reason": "Same general model area, but one is a runtime generate() error and the other is documentation confusion about forward() args." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue 'racoon'." + "reason": "Docs referencing pipeline() and an unrelated 'racoon' issue are not the same bug or change." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they target different paths and model families." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Related RoFormer area, but one is about kwargs propagation and the other about the attention interface; from the packet they are not clearly the same concrete bug." + "reason": "Both are loading regressions, but they affect different models and failure modes; not the same underlying defect." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained/moe handling and FP8 inference support are different concrete problems." + "reason": "Both mention fp8/MoE, but one is about save_pretrained and the other about inference support; different code paths." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different root causes." + "reason": "Both are import errors, but for different symbols and likely different root causes." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "local_files_only network behavior is unrelated to the 'racoon' issue." + "reason": "Both involve RoFormer, but one is kwargs forwarding and the other is attention-interface implementation; separate bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python execution errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Compiled Python-file errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage and the unrelated 'racoon' report do not match." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken env CLI command and PretrainedConfig type-checking are separate regressions." + "reason": "Both are v5 regressions, but one is the env command and the other is type checking; different failures." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is unrelated to the Qwen2_5_VL import failure." + "reason": "CLI/env breakage and a Qwen2.5-VL import error are not the same underlying issue." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different failures: huggingface_hub offline-mode import vs transformers env command behavior." + "reason": "Both touch utility/CLI layers, but one is is_offline_mode importability and the other is the env command behavior." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both involve CLI/package compatibility, but the specific failures and code paths differ." + "reason": "Both are CLI regressions, but they affect different commands and dependencies; not mergeable as one fix." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + "reason": "Documentation confusion in model.forward and an import error for layer_type_validation are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3 Moe, but one is a broad v5/model breakage report and the other is a specific tensor-parallel bug." + "reason": "Both involve Qwen/MoE, but one is a generic bug report and the other is a missing tensor-parallel plan for a specific class." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline docs about return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and pipeline docs for return_all_scores are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 video encoder field mismatch and trust_remote_code cache FileNotFoundError are different bugs." + "reason": "SAM 3 video attribute error and trust_remote_code cache loading are different failure classes." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import and cache FileNotFoundError are distinct import/loading failures." + "reason": "Importing HybridCache and cache FileNotFoundError are distinct problems." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Model_init/Liger Kernel application and DSA indexer ReLU absence are unrelated." + "reason": "Liger Kernel model_init behavior and DSA indexer activation discussion are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models and DeepSeek weight-conversion tooling are different topics." + "reason": "FP8 inference support and a weight-conversion script question are different concerns." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "A missing Qwen3_5MoeVisionConfig field is not the same as a special_tokens list/keys error." + "reason": "A missing config field and a special_tokens/list shape error are not the same bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash is not the same concrete bug as the broad 'many models break' meta-issue." + "reason": "Specific Qwen chat crash vs. a broad 'v5 breaks too many models' complaint; too generic to treat as one bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + "reason": "GLM-5 RoPE implementation and an unrelated racoon issue do not match." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No relation between 'racoon' and Gemma-4 audio positional encoding." + "reason": "Racoon and Gemma4AudioRelPositionalEncoding are unrelated reports." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and a Cache strategies typo are not the same bug." + "reason": "Missing pad_token_id in Llama4Config and special_tokens list/key handling are different issues." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Llama4Config pad_token_id missing and special_tokens list/keys error are different issues." + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same code-path problem." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2.0 support limitation and 'racoon' are unrelated." + "reason": "Flash Attention support for Nemotron and the racoon issue are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different failures." + "reason": "Liger Kernel application and FP8 inference on B200 are separate model/runtime problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "A sorted state_dict loading error and special_tokens key handling are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and the TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are separate model-specific bugs." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but they concern different models and different parameters; not the same defect." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Overall cluster framing is reasonable, but the output is not conservative enough on the only accepted soft pair. issue:46143 is about kwargs propagation, while issue:46144 is about the RoFormer attention interface; from the packet alone they look related but not clearly the same concrete bug or a single mergeable PR. The canonical reason also leans on a body quote that is not visible in the packet. Please tighten the evidence threshold." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19294,13 +19307,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 63, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -19309,13 +19322,13 @@ "issue:41669", "issue:42371", "issue:42890", + "issue:43298", "issue:43408", "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", - "issue:43867", "issue:43976", "issue:44077", "issue:44246", @@ -19324,59 +19337,54 @@ "issue:44297", "issue:44315", "issue:44351", + "issue:44360", "issue:44393", "issue:44466", "issue:44485", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44704", + "issue:44829", "issue:44861", "issue:44908", "issue:45003", "issue:45071", - "issue:45092", "issue:45230", + "issue:45310", "issue:45341", - "issue:45381", - "issue:45542", + "issue:45468", "issue:45753", "issue:45850", "issue:46018", + "issue:46095", "issue:46172", "issue:46218", "issue:46328", "issue:46655", - "issue:46664", + "issue:46894", "issue:47059", - "issue:47110", "issue:47176" ], "soft_pairs": [ - "issue:43867|issue:47110", - "issue:44273|issue:45542", - "issue:44485|issue:46664", - "issue:44623|issue:45230", - "issue:45381|issue:46664", "issue:44273|issue:45003", "issue:41669|issue:43673", - "issue:43525|issue:45850", "issue:44393|issue:45753", + "issue:43525|issue:45850", "issue:44393|issue:45071", "issue:44466|issue:44556", "issue:43572|issue:45850", "issue:44077|issue:44861", - "issue:44556|issue:45092", + "issue:43576|issue:44556", "issue:42371|issue:44492", "issue:45850|issue:47059", - "issue:44492|issue:45850", "issue:44246|issue:44273", + "issue:44492|issue:45850", "issue:43408|issue:44315", "issue:41669|issue:46218", - "issue:44492|issue:46328", "issue:42890|issue:44908", "issue:43976|issue:44393", + "issue:44492|issue:46328", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:44704|issue:44908", @@ -19384,284 +19392,306 @@ "issue:43576|issue:47176", "issue:44908|issue:45071", "issue:41669|issue:45341", - "issue:44655|issue:44861", "issue:41669|issue:44351", + "issue:44655|issue:44861", "issue:43976|issue:46218", "issue:31795|issue:33453", "issue:43976|issue:47176", "issue:46018|issue:46172", - "issue:43519|issue:46655" + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43298|issue:46095" ], - "prepared_review_unit_hash": "8a69d3fcd5b08b9914e4457d9a54be35a39989362077701333812fb0fd14e58e", + "prepared_review_unit_hash": "8fb0c993da4271836a9e28e16785832525832222f0dc839c0a47a7adeb4853c0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38130, - "estimated_input_tokens": 9533, - "estimated_eval_tokens": 19322 + "soft_pair_count": 39, + "serialized_chars": 38837, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated or only loosely related issues. There are a few thematic pockets around v5 migration regressions and import/lazy-loading behavior, but the proposed soft edges are generally false positives rather than true duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it describes widespread breakage after v5 and can loosely absorb several migration/regression reports, even though it is vague.", + "summary": "This cluster is mostly a collection of unrelated regression reports. The only plausible duplicate pair is the import/lazy-loading slowdown reports; the rest are too broad or point to different concrete bugs. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44273 is the best hub for the small import/lazy-loading subset because it names the underlying mechanism, while nearby reports like issue:44246 look like symptoms of the same slowdown.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most representative of the overall cluster theme, but it is still too generic to be a strong canonical by itself.", + "best_issue_reason": "issue:44273 is the most representative issue in the set: it is specific enough to anchor triage yet broad enough to cover the shared import-time performance complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43867", - "right": "issue:47110", - "accept": false, - "reason": "Different failures: state_dict loading/order handling versus a special_tokens structure error." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Both touch import behavior, but one is lazy loading and the other is a TensorFlow backend dependency problem." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "Different model/code paths: GLM-5 RoPE logic versus SmolVLM video padding/num_frames handling." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "One is about missing files in processor.save_pretrained; the other is too vague to identify the same bug." - }, - { - "left": "issue:45381", - "right": "issue:46664", - "accept": false, - "reason": "Both are multimodal video issues, but they target different bugs: vision_position_ids versus padding/num_frames semantics." - }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Related to import/lazy-loading area, but one is a performance complaint and the other is unsafe sys.modules access." + "reason": "Both are import-related, but one is lazy-loading/performance and the other is unsafe sys.modules access; not the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance from import * removal is not the same as a missing GenerationMixin cache in chunked_prefill." + "reason": "Different regressions: import * bloat vs chunked_prefill cache handling." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "One is a specific missing pad_token_id attribute; the other is a broad v5 breakage report." + "reason": "Both involve Qwen vision models, but the symptoms and code paths differ (2D bbox output vs infinite loop on a specific image)." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Same model family, but different concrete issues: 2D bbox output errors versus an infinite-loop bug on a specific image." + "reason": "One is a specific missing config attribute for Llama4; the other is a broad complaint about v5 breaking many models." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A model-specific output bug and a PretrainedConfig type-checking regression are not the same underlying problem." + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Both involve serialization/loading, but one is tied-weight serialization inconsistency and the other is checkpoint reload incompatibility across versions." + "reason": "Both are v5 serialization/loading complaints, but they describe different failure modes and code paths." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A specific StableLmConfig attribute regression is not the same as a broad \"many models break in v5\" report." + "reason": "Specific StableLmConfig attribute breakage is not the same as a general v5 compatibility complaint." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Different bugs in model internals: post_init policy validation versus _get_tied_weight_keys crashing on list input." + "reason": "Different issues: patchtsmixer post_init policy vs tied-weights helper crashing on list input." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Both are upgrade incompatibilities, but they affect different loading/meta-init paths and different model setups." + "reason": "Broken env CLI and checkpoint reload failure are unrelated." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior and cache-strategy typo are unrelated." + "reason": "TF32 API migration and a cache-strategy typo are unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 breakage is not the same as a specific CLI incompatibility with huggingface_hub 1.22.0." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo in cache strategy text is not the same as a broad version regression report." + "reason": "General v5 breakage and a CLI incompatibility with huggingface_hub are not the same bug." }, { "left": "issue:44246", "right": "issue:44273", + "accept": true, + "reason": "Both point to the same import-time slowdown/lazy-loading problem; one is a symptom report, the other names the likely underlying cause." + }, + { + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Both concern import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly." + "reason": "A cache-strategy typo is not the same as a broad v5 regression report." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different model initialization issues: wrong model type warning versus Liger Kernel not being applied with model_init." + "reason": "Model-type warning in SAM3 tracker initialization and Liger kernel application in model_init are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time bloat from import * removal is unrelated to a missing Qwen3_5ForCausalLM import symbol." - }, - { - "left": "issue:44492", - "right": "issue:46328", - "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad numpy/list conversion are unrelated." + "reason": "Import star cleanup causing import bloat is unrelated to a missing Qwen3_5 module import." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs being ignored." + "reason": "Test flakiness from missing set_seed calls is unrelated to scheduler kwargs being ignored." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and a Qwen3-VL bbox bug are unrelated." + "reason": "Python version support issue and Qwen3-VL bbox output bug are different problems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and inefficient SequenceFeatureExtractor.pad are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer access on position_ids is a concrete bug; the other report is too generic to match it." + "reason": "Reading a registered buffer and a generic bug report do not establish the same bug." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained is specific; the paired report is too vague to treat as the same bug." + "reason": "Tokenizer_class mismatch on save_pretrained is unrelated to the generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both mention kwargs, but cached_file forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env breakage and scheduler kwargs handling are unrelated." + "reason": "Broken env CLI and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass." + "reason": "Broken env CLI and shell-operator allowlist bypass are unrelated security/CLI issues." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "A scheduler bug and a PretrainedConfig type-checking regression are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time performance and a testing_utils bug are unrelated." + "reason": "Import-time model cleanup and a small testing_utils bug are unrelated." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key attribute handling are different code paths." + "reason": "Import performance cleanup and a missing HybridCache export are different import problems with different causes." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Import * performance regression is not the same as failing to import HybridCache." + "reason": "Pipeline save_pretrained issue and tied-weight-keys AttributeError are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Python version compatibility and Qwen3_5 import failure are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version compatibility and shell allowlist bypass are unrelated." + "reason": "Python support matrix issue and shell command substitution bypass are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-v4 related, but they describe different concrete implementation bugs." + "reason": "DeepSeek-V4 gating logic and a comb.transpose bug are different code paths." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are vision/video-related, but one is timestamp calculation and the other is padding in the SmolVLM video processor." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer behavior and Gemma-4 audio relative positional encoding are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading/import slowdown are distinct regressions." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same issue." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio encoding and CohereASR double-shift training-loss bug are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft-edge pair, issue:44246 vs issue:44273, is a plausible import/lazy-loading duplicate based on the titles, while the other pairwise rejections do not overclaim sameness. No PR mergeability concerns apply because there are no PRs in the packet." + }, + "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": 27, + "component_count": 28, "review_unit_index": 64, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -19676,6 +19706,7 @@ "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -19684,44 +19715,36 @@ "issue:43576", "issue:43606", "issue:43618", + "issue:43668", "issue:43704", + "issue:43717", "issue:43976", + "issue:44031", "issue:44230", "issue:44263", "issue:44273", - "issue:44315", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", - "issue:44829", "issue:44861", "issue:44908", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", "issue:45341", "issue:45468", "issue:45850", - "issue:46095", + "issue:46018", + "issue:46144", "issue:46218", - "issue:46894", "issue:47059", "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ - "issue:44315|issue:44829", - "issue:44485|issue:47176", - "issue:44360|issue:45468", - "issue:43576|issue:44273", - "issue:43298|issue:46095", - "issue:45230|issue:45310", - "issue:45468|issue:46894", "issue:43976|issue:47177", "issue:43519|issue:44485", "issue:44485|issue:47177", @@ -19734,12 +19757,12 @@ "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:43704|issue:44485", - "issue:42371|issue:43704", "issue:44861|issue:47110", + "issue:42371|issue:43704", "issue:43352|issue:47177", "issue:43502|issue:43519", - "issue:43606|issue:45468", "issue:42913|issue:43066", + "issue:43606|issue:45468", "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", @@ -19762,324 +19785,303 @@ "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", - "issue:43298|issue:44230" + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "f334aef7ee04c6b3dc7995366a1201386b908debb3a7518db4599d9dc4136976", + "prepared_review_unit_hash": "749aa73004e17aa1bf96a0108a4333fe49745d210bfa2b7401394685cea2ed34", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41328, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "soft_pair_count": 44, + "serialized_chars": 39948, + "estimated_input_tokens": 9987, + "estimated_eval_tokens": 20230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated issues. The soft pairs share only broad keywords (e.g. loading, model bugs, imports, Flash Attention) but not the same concrete bug or change, so none should be merged as duplicates.", + "summary": "The set is very heterogeneous: most items are unrelated model bugs, CLI/import issues, or broad v5 regressions. No soft edge looks like a true duplicate pair with the same concrete code path, so all candidate merges are rejected.", "confidence": 0.91, - "canonical_issue_reason": "issue:31515 is the most general and most connected node in this set, but the cluster is heterogeneous; it is the best umbrella representative for the loading/from_pretrained complaint family.", + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style complaint in the set (\u201cSince 5.0 version it breaks too many models\u201d), but the cluster is too mixed to justify a real duplicate canonical beyond that.", "canonical_pr_reason": null, - "best_issue_reason": "issue:31515 is the closest thing to a cluster anchor because it is broad, user-facing, and loosely connected to several other loading-related reports.", + "best_issue_reason": "issue:45850 is the best loose representative only because it summarizes the widest v5-breakage theme; it is not a precise duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Different feature areas: Liger kernel application vs flash-attention training degeneration." - }, - { - "left": "issue:44485", - "right": "issue:47176", - "accept": false, - "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated subsystems." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer math issue vs Gemma-4 audio positional encoding bug." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "CLI env command failure vs lazy-loading behavior; not the same bug." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support vs DeepSeek weight conversion; different changes." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic placeholder report vs specific Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Different model families and failures: audio positional encoding vs training-loss shift." - }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility vs tar/zip slip RCE; no shared code path." + "reason": "Python version compatibility and shell-command injection are unrelated defects." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL vs GLM-5 RoPE implementation." + "reason": "Different processors/models: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE correctness bug vs archive extraction security bug." + "reason": "RoPE implementation discussion is unrelated to tar/zip command injection." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math vs scheduler parameter propagation." + "reason": "Processor timestamp bug does not match scheduler kwarg handling." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs model loading regression for Llama 3.2 Vision." + "reason": "Documentation confusion in forward() is not the same as a Llama 3.2 model-loading regression." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command vs import error for Qwen3_5ForCausalLM." + "reason": "Broken env command and missing Qwen3_5 import are both v5 complaints, but not the same underlying bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup is unrelated to a Qwen3 VRAM leak." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model-specific math bugs; only both are positional/rope-adjacent." + "reason": "Different vision/audio model bugs with different code paths." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad regression complaint vs command/file-write security vulnerability." + "reason": "A broad v5-breakage complaint is not the same as a security file-write vulnerability." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Generic version regression vs shell operator allowlist bypass." + "reason": "General v5 regression complaint does not match a shell-operator allowlist bypass." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Memory leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE behavior." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "TF32 API guidance vs VRAM leak; unrelated issues." + "reason": "Tied-weight-key crash and special_tokens list/dict error are different failures." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Weight-key helper crash vs special_tokens list/dict attribute error." + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention support gap vs archive slip RCE; unrelated." + "reason": "Flash Attention support for Nemotron and command-injection security are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unwanted network access on local_files_only vs timestamp calculation bug." + "reason": "local_files_only network leakage is unrelated to timestamp calculation." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "CPU offload device mismatch vs audio relative positional encoding." + "reason": "Both mention tokenizer/v5, but one is a behavior regression and the other a decoder-type bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Generic tokenizer behavior change vs wrong decoder type in v5." + "reason": "CPU offload device mismatch is not the same bug as Gemma4Audio positional encoding." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad breakage report vs specific module import failure." + "reason": "A generic v5 breakage complaint is not the same as a specific Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Qwen3VL timestamp math vs processor.save_pretrained missing files." + "reason": "Processor timestamp handling and missing save_pretrained files are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer vs Gemma-4 audio encoding." + "reason": "torch.split return-value handling is unrelated to audio positional encoding." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weights helper crash vs CLI failure from huggingface_hub upgrade." + "reason": "Tied-weight crash and CLI completion breakage are unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in model runtime vs a testing utility bug." + "reason": "VRAM leak in model usage is unrelated to a testing_utils bug." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support gap vs import failure for a different model class." + "reason": "Flash Attention 2.0 support request and Qwen3_5 import failure are different changes." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import breakage vs Qwen3_5ForCausalLM import breakage." + "reason": "HybridCache import failure and Qwen3_5 import failure are separate import-path issues." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 FA2 support request vs generic Flash Attention 2.0 issue." + "reason": "Both concern Flash Attention 2.0, but one is GPT2-specific while the other is too generic to confirm the same concrete fix." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "AttributeError in weight-key code vs chat template tool-call crash." + "reason": "Tied-weight-key crash and chat-template tool-call crash are unrelated." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated low-signal placeholder issue." + "reason": "Scheduler kwarg bug is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unemployment placeholder vs archive extraction RCE." + "reason": "No substantive overlap; one is noise, the other is a security vulnerability." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Unemployment placeholder vs command-substitution bypass." + "reason": "No substantive overlap; one is noise, the other is a security vulnerability." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated placeholder issue." + "reason": "Typo in cache strategies does not match the unrelated 'Unemployment' issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request vs processor save_pretrained file omission." + "reason": "fp8 inference support and missing processor save_pretrained files are different bugs." }, { - "left": "issue:43606", + "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "Device mismatch bug vs unrelated placeholder issue." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Different models and different FA2 requests; not one concrete fix." + "reason": "Both mention Flash Attention 2.0, but they target different models and concrete changes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs missing layer_type_validation import." + "reason": "Slow from_pretrained checkpoint loading is unrelated to an import error for layer_type_validation." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained regression." + "reason": "fp8 support request and Qwen3.5 from_pretrained error are related to Qwen models but not the same defect." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generation decoder mask crash vs slow checkpoint loading." + "reason": "BART generate decoder_attention_mask crash and slow checkpoint loading are different issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure on job crash vs checkpoint loading performance issue." + "reason": "MLflow reporting on failed jobs is unrelated to from_pretrained performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow from_pretrained load vs tensor parallel training bug." + "reason": "Checkpoint loading slowness and tensor parallel training bug are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading speed vs forward-API documentation confusion." + "reason": "Loading speed and forward() documentation confusion are unrelated." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support vs fp8 inference support; different changes." + "reason": "Continuous batching for audio models and fp8 support for Qwen3-VL/Qwen3.5 are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug and DeepSeek-V4 shared-expert gating bug are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint correction and tokenizer regex warning are unrelated." } ] }, @@ -20093,13 +20095,13 @@ { "label": "issue", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 65, "review_unit_count": 65, "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-10000-529", "nodes": [ @@ -20107,16 +20109,11 @@ "issue:42936", "issue:43240", "issue:43668", - "issue:43717", "issue:43813", "issue:44031", - "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -20127,106 +20124,88 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "1fbbde444952019e4e9018d098f0f734195ab7cd0823a53e7aa45312ba7995f6", + "prepared_review_unit_hash": "a6047227bbc143531e4959b635f65a876f7206e0153267ee48c39154bf29b95c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011287, - "estimated_input_tokens": 252822, - "estimated_eval_tokens": 505900 + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8613, - "estimated_input_tokens": 2154, - "estimated_eval_tokens": 4564 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6640, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention/loss wiring problems. The soft-similarity scores are superficial; none of the pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These issues are not duplicates of one another; they span unrelated components (Mask2Former, ModernBERT, RoFormer, tokenizers, config typing, a typo, and a loss kwargs bug). No coherent duplicate cluster emerges from the soft-similarity edges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical because the set is heterogeneous and the titles describe different subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "None of the issues is a strong global representative; if forced, the most general bug report is still too specific to its own model/subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Different subsystems and bug shapes: weight initialization in Mamba/Mamba-2 vs attention-interface usage in RoFormer." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific issues." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "A type-hint bug in ModernBERTConfig is unrelated to tokenizer regex warning behavior." - }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is a missing ignore_value usage in Mask2Former; the other is kwargs not forwarded to a loss function." + "reason": "Different bugs in different areas: Mask2Former ignore_value handling vs loss kwargs not being forwarded." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs forwarding and RoFormer attention-interface usage affect different code paths and components." + "reason": "Unrelated code paths: loss-function kwargs forwarding vs RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value logic is unrelated to tokenizer regex warning regressions." + "reason": "Different subsystems and symptoms: Mask2Former loss config vs tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different models and unrelated implementation problems; no shared fix." + "reason": "Different model components and failure modes; no shared underlying bug is evident." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling and a quantization-typo issue are not the same bug." + "reason": "A model bug vs a typo in a conversion/quantization field; not the same issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and a quantization attribute typo are unrelated correctness issues." + "reason": "Config type-hint problem vs a literal typo in a code string; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to a config type-hint correction." + "reason": "Different concerns: runtime kwargs propagation vs incorrect type annotation in ModernBERTConfig." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm/RMSNorm semantics is unrelated to ModernBERTConfig type hints." + "reason": "Both mention normalization-related names, but one questions L2/RMS behavior and the other is only a type hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing do not share a code path or fix." + "reason": "Distinct models and distinct defects; no same code-path problem." } ] }, @@ -20240,13 +20219,13 @@ { "label": "issue", "component_index": 2, - "component_count": 27, + "component_count": 28, "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": [ @@ -20259,52 +20238,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "5f5e0f60caebfaf77789fd736142ea938014b0ac010389bd9d108895a7fc210c", + "prepared_review_unit_hash": "b4b231ed16608b78dc143849487f01a5f5b184f0fa3a9f1576ac3af5ff804472", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests/questions across different subsystems, so none should be clustered as duplicates or share a canonical item.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The three issues are unrelated: tokenizer truncation behavior, a ReduceLROnPlateau-like feature request, and Wav2Vec2 word time offsets. No duplicate cluster here.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue exists for this cluster because the issues describe different problems/features in different areas of the library.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and actionable request, but it is still not the same underlying problem as the others.", + "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is not a true cluster canonical because the other issues are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." + "reason": "Different domains and bug classes: tokenizer truncation vs Wav2Vec2 timestamp extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Different requests in different areas: truncation direction vs ReduceLROnPlateau-like scheduler behavior." + "reason": "A truncation bug/feature request is unrelated to a ReduceLROnPlateau-style scheduler feature request." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change; one is about learning-rate scheduling, the other about speech model time offsets." + "reason": "Scheduler functionality request and Wav2Vec2 word offset question do not describe the same underlying issue." } ] }, @@ -20318,13 +20297,13 @@ { "label": "issue", "component_index": 3, - "component_count": 27, + "component_count": 28, "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": [ @@ -20336,7 +20315,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a3e8268eab6966eecd9d2c442c4c2d22c2ffbcfce34696c077075720cdf5188e", + "prepared_review_unit_hash": "7dcd492d0821eadaba0d3986f08a585a9356b23769b0cb7a24e6c286a2b1d932", "component_budget": { "node_count": 3, "item_count": 3, @@ -20358,24 +20337,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster looks heterogeneous: one tokenization mismatch, one private-model auth/download message issue, and one generic model-loading failure. I would not merge any pair; 16618 is only the broadest representative issue.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 16618 is the most generic model-loading report, so it is the closest representative of the cluster, but it is not a clear duplicate of the other two.", + "summary": "These look like three separate bugs, not duplicates: one about Tapas tokenization parity, one about a misleading private-model download/auth error, and one about failing to load bert-base-uncased. The only overlap is that they all concern model handling, but the concrete failure modes differ.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 16618 is the most broadly phrased, user-visible failure and the best cluster anchor, but it still describes a different problem than the other two.", "canonical_pr_reason": null, - "best_issue_reason": "16618 has the broadest wording and most central model-loading framing, making it the best single issue to anchor the cluster despite weak duplicate evidence.", + "best_issue_reason": "16618 is the clearest representative issue: it is concrete, broadly relevant, and more central than the highly specific tokenization mismatch or auth-message bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization behavior differs from a model-loading failure; these point to different code paths and symptoms." + "reason": "Different bug class: Tapas tokenization parity vs. model loading failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/download error is not the same as a generic \"can't load model\" report; the titles suggest different failure modes." + "reason": "Different underlying problem: private-model authentication/error messaging vs. inability to load a public model." } ] }, @@ -20389,13 +20368,76 @@ { "label": "issue", "component_index": 4, - "component_count": 27, + "component_count": 28, "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-19631-2", + "nodes": [ + "issue:19631", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372" + ], + "prepared_review_unit_hash": "5b90e4b1b8b543a3f51f665a827489241f7dbb1935f8c27e962dceb73dd0b403", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests, not duplicates: one asks to add EDSR/MDSR and the other asks to add Restormer. The shared theme is image restoration models, but they target different implementations and changes.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for different models and do not describe the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong duplicate representative; if one must be chosen, 19631 is slightly broader, but the two requests are still distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different model requests (EDSR/MDSR vs Restormer); same broad area, but not the same underlying feature change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -20405,40 +20447,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "7668e7d1ddd878d4340ab717e077212d5b08102ea5d4cbe417f2fd70efa24fc6", + "prepared_review_unit_hash": "ac094b059ad515c93cff4d583f76fa3038156eccdc50ab78c5133dea0edfc5ab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open feature-request issues: one for Flash Attention 2 support on more architectures and one for GGUF support on more architectures. They share only the broad theme of expanding architecture support, not the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the requests target different features/codepaths (Flash Attention 2 vs GGUF) and are not duplicates.", + "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support, the other for GGUF support. They target different capabilities and code paths, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative for the other; they are distinct requests rather than one duplicate set.", + "best_issue_reason": "Neither issue is a good canonical representative for the other since they request different features; if forced to pick a single issue for the cluster, 26350 has higher discussion activity but it is still not a valid merge target for 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different implementation targets; shared wording about broader architecture support is too generic to indicate duplication." + "reason": "Different feature requests with different targets: Flash Attention 2 architecture support vs GGUF architecture support. Same broad \u2018community contribution\u2019 framing only, not the same underlying bug/change." } ] }, @@ -20451,14 +20493,14 @@ }, { "label": "issue", - "component_index": 5, - "component_count": 27, + "component_index": 6, + "component_count": 28, "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-27088-10", "nodes": [ @@ -20479,8 +20521,8 @@ "issue:27088|issue:43834", "issue:27088|issue:47299", "issue:27088|issue:38435", - "issue:27088|issue:28936", "issue:28936|issue:43834", + "issue:27088|issue:28936", "issue:28936|issue:44365", "issue:28936|issue:38435", "issue:28936|issue:44370", @@ -20510,244 +20552,244 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "5aff6735a3694ded64a738da3fef598ea079b27e4bb44bbe6c81f31201763fdb", + "prepared_review_unit_hash": "c8b6e754b1fffe25116c37608596a819b50df4c4540a282487b980bc630edd13", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18656, - "estimated_input_tokens": 4664, - "estimated_eval_tokens": 9584 + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18656, - "estimated_input_tokens": 4664, - "estimated_eval_tokens": 9584 + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly i18n translation request issues that share a boilerplate template, but they do not describe the same underlying task: most are for different target languages, and several are generic/placeholder or spam-like variants. I do not see a true duplicate group strong enough to merge, though the generic template issue 43834 is the closest representative of the shared template family.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43834 is the most generic/template-like entry and is the closest match to the repeated boilerplate seen across the cluster, so it best represents the shared pattern if a single issue must be chosen.", + "summary": "These are mostly separate docs-translation requests by language, plus some garbled/spam-like variants. They look superficially similar, but I do not see the same underlying bug/change, so I reject the duplicate edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43834 is the clearest representative of the repeated placeholder i18n template and the most neutral anchor for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the best overall representative of this cluster because it is the broad template form rather than a language-specific or obviously noisy variant.", + "best_issue_reason": "issue:43834 is the best triage anchor here, but only as a representative; the language-specific issues are distinct and should not be merged as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation targets/languages; only the boilerplate request format is shared." + "reason": "Different translation request; same broad docs-i18n theme, but not the same concrete language/change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation targets/languages; same template style is not enough to make them duplicates." + "reason": "Different translation request; superficially similar template, but not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request versus a generic template issue; not the same underlying task." + "reason": "Turkish-specific request vs generic template issue; no evidence they are the same change." }, { "left": "issue:27088", "right": "issue:47299", "accept": false, - "reason": "Different target language/request content; appears to be another distinct template/spam variant." + "reason": "Different language/request and the title is garbled; no concrete duplicate relationship." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish versus Romanian translation request; separate issues, not duplicates." + "reason": "Different language-specific translation requests; not the same underlying task." }, { - "left": "issue:27088", - "right": "issue:28936", + "left": "issue:28936", + "right": "issue:43834", "accept": false, - "reason": "Turkish versus Spanish translation request; same area, but distinct tasks." + "reason": "Spanish request vs generic template; not the same concrete issue." }, { - "left": "issue:28936", - "right": "issue:43834", + "left": "issue:27088", + "right": "issue:28936", "accept": false, - "reason": "Spanish-specific request versus generic placeholder template; not the same issue." + "reason": "Different target languages, so these are separate translation requests." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request versus another distinct template-like issue; no evidence of one underlying bug/change." + "reason": "Different language/request; only the template wording overlaps." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish versus Romanian translation request; distinct language tasks." + "reason": "Spanish vs Romanian translation request; distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request versus another generic/template variant; not a duplicate." + "reason": "Different language/request; no same underlying bug or change." }, { "left": "issue:38435", - "right": "issue:43834", + "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request versus a generic placeholder issue; not the same task." + "reason": "Romanian request vs generic placeholder; not a concrete duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request and a generic template-like issue are not concrete duplicates." + "reason": "Romanian-specific request and a separate generic/template issue." }, { "left": "issue:38435", - "right": "issue:44370", + "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request versus another template variant; only boilerplate overlaps." + "reason": "Different issue content; one is a concrete language request, the other a generic template." }, { "left": "issue:38435", - "right": "issue:46226", + "right": "issue:47299", "accept": false, - "reason": "Different language/request content; shared i18n boilerplate is insufficient." + "reason": "No evidence of the same translation request; titles are too different." }, { "left": "issue:38435", - "right": "issue:47299", + "right": "issue:46226", "accept": false, - "reason": "Romanian translation request versus a noisy/placeholder-like issue; not the same underlying item." + "reason": "Different language/request; similar i18n theme only." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look template-like, but there is no evidence they are the same concrete translation request." + "reason": "Same template text, but no evidence they target the same concrete language or change." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Identical-style template titles are not enough here; likely separate issue instances." + "reason": "Same generic wording, but not enough to conclude they are the same issue." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Generic template issue versus a different noisy placeholder variant; no clear same underlying task." + "reason": "Template-like title versus unrelated garbled title; not the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Template-like titles overlap, but the issue content appears to be separate and not a concrete duplicate." + "reason": "No concrete evidence they are the same translation task; just similar placeholder spam." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Generic translation template versus a different noisy variant; no same bug/change." + "reason": "Generic template issue versus unrelated Thai title; not a duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Near-identical template titles, but without stronger evidence these look like separate submissions rather than one issue." + "reason": "Both are generic template issues, but there is no evidence they are the same concrete translation request." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Different noisy/template variants; not enough to say they are the same underlying request." + "reason": "Different titles and no shared concrete target; reject as duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template-like overlap only; no concrete duplicate evidence." + "reason": "Same broad i18n theme, but not the same specific request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Both are noisy translation issues, but they do not clearly describe the same task." + "reason": "No indication these are the same issue; titles are unrelated." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Different placeholder/noisy variants; same subsystem but not the same issue." + "reason": "Different titles and no concrete shared bug/change." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; not enough to merge as duplicates." + "reason": "Generic placeholder vs unrelated Thai title; not a duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Distinct noisy translation requests with no clear shared target change." + "reason": "No same underlying task; just similar noisy i18n clustering." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Different noisy/placeholder content; no evidence of one concrete issue." + "reason": "Different garbled titles; no concrete evidence of the same change." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template-style translation requests, but not the same underlying language/task." + "reason": "Generic template issue vs unrelated Thai title; not the same request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different noisy translation request variants; shared boilerplate is insufficient." + "reason": "No evidence of the same concrete translation task." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template issue versus a different noisy request; not a duplicate." + "reason": "Template placeholder and unrelated Thai title; not a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Highly similar-looking text, but no concrete evidence they are the same underlying issue rather than separate spam/template submissions." + "reason": "Different titles and no evidence they are the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different noisy translation request variants; not clearly the same item." + "reason": "Both are noisy/non-English titles, but there is no clear shared concrete request." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Different placeholder/noisy content; not the same bug/change." + "reason": "No evidence these represent the same translation work." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Both are noisy variants, but there is no concrete evidence of a single shared issue." + "reason": "Different garbled titles; cannot treat as the same bug/change." } ] }, @@ -20760,14 +20802,14 @@ }, { "label": "issue", - "component_index": 6, - "component_count": 27, + "component_index": 7, + "component_count": 28, "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-36718-22", "nodes": [ @@ -20851,304 +20893,334 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "ef7e30e775f2c59bed89fb3139d411d8f7c5b34cce2d9356c8b08acf5f26cd02", + "prepared_review_unit_hash": "701e4db8c9d0a4d675ae56bef58b24183292792e509591b73a230871b648a4e9", "component_budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31690, - "estimated_input_tokens": 7923, - "estimated_eval_tokens": 16102 + "serialized_chars": 31687, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 }, "budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31690, - "estimated_input_tokens": 7923, - "estimated_eval_tokens": 16102 + "serialized_chars": 31687, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly a loose set of unrelated model-request issues; the shared signal is generic \u201cadd/support model\u201d wording, not one duplicated bug or change. No PRs are present, and none of the soft links look like the same concrete underlying task.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: these requests cover different model families, modalities, and feature additions, so there is no single underlying duplicate to anchor the cluster.", + "summary": "This cluster is a loose thematic grouping of distinct model-add/support requests, not true duplicates. The pairs mostly share broad NLP/vision/audio/model-request vocabulary but target different concrete models and code paths, so no PRs are present and no pair should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate issue: the items span unrelated model requests and feature asks (keypoint matching, BERT variants, detection models, speech models, OCR, and config/features).", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; any single ticket would be only a weak representative of this heterogeneous set.", + "best_issue_reason": "issue:37334 is the broadest self-contained implementation request in the set and is a reasonable representative of the general 'add/support this model in transformers' theme, though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related by keypoint-model naming, but RoMa matcher and LoMa detector/matcher are distinct requests." + "reason": "RoMa keypoint matcher vs LoMa detector/matcher are different models and likely different implementations." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different domains: keypoint matching vs a language model architecture request." + "reason": "Keypoint matching request vs MiniCPM3 model architecture are unrelated changes." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families and code paths: EuroBert config vs DEIMv2 support." + "reason": "EuroBert config addition and DEIMv2 model support target different model families." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Unrelated requests: EuroBert config vs Qwen3-TTS support." + "reason": "EuroBert config vs Qwen3-TTS support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Both are model-add requests, but EuroBert and RF-DETR are unrelated architectures." + "reason": "EuroBert config and RF-DETR model support are different concrete additions." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "Different model families: EuroBert vs XiaoMi MiMo." + "reason": "EuroBert config vs XiaoMi MiMo are different models with no shared code path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both vision-model requests, but RF-DETR and DEIMv2 are not the same change." + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object-detection model vs audio model; no shared underlying bug or change." + "reason": "RF-DETR model support and LFM2.5 Audio support are different domains." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support is unrelated to a sparse transformer model request." + "reason": "RF-DETR vs weight-sparse transformer are unrelated model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different tasks and code paths: RF-DETR vs Qwen3-ASR." + "reason": "RF-DETR model support and Qwen3-ASR support are different tasks and implementations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different tasks and model families: RF-DETR vs Qwen3-TTS." + "reason": "RF-DETR object detection and Qwen3-TTS speech support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT vs Qwen3-ASR are different model families and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "BERT-like model addition vs sparse transformer support; not the same fix." + "reason": "NeoBERT support and the weight-sparse transformer request are not the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different domains and code paths." + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "Both are model requests, but NeoBERT and LLMDet are different model families." + "reason": "NeoBERT model request and LLMDet support are unrelated model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated architectures and features." + "reason": "RF-DETR and NeoBERT are different model requests with no shared implementation." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support and MiniCPM3 architecture addition are unrelated tasks." + "reason": "LLMDet support and MiniCPM3 architecture are separate model requests." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "Object detection vs ASR support; not the same underlying change." + "reason": "LLMDet and Qwen3-ASR are different models/tasks, not duplicates." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet and Qwen3-TTS are unrelated model integrations." + "reason": "LLMDet vs Qwen3-TTS are different model-support requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "Different model families: LLMDet vs ModernVBERT." + "reason": "LLMDet support and ModernVBERT support are different model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Language-model architecture request vs sparse-transformer support; different code paths." + "reason": "MiniCPM3 and weight-sparse transformer are different concrete model changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model families: MiniCPM3 vs ModernVBERT." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vision-model request is unrelated to Qwen3-TTS support." + "reason": "DEIMv2 and Qwen3-TTS are different model families and modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Both are BERT-like model requests, but NeoBERT and ModernVBERT are distinct model additions." + "reason": "NeoBERT and ModernVBERT are separate BERT-like model requests, not the same underlying change." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." - }, - { - "left": "issue:42503", - "right": "issue:42954", - "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." + "reason": "ModernVBERT models and Qwen3-TTS support are different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "General BERT-like RoPE support is unrelated to Voxtral TTS support." + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS-2603 are different feature/model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural feature, not the same change." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly; they are not the same concrete request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support and MiMo are unrelated." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different model requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and an off-topic personal-name issue are unrelated." + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo and SAM3-LiteText are different model requests." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." }, { "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet and MiMo are unrelated model families." + "reason": "LLMDet and XiaoMi MiMo are unrelated models and tasks." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS target different models and tasks." + "reason": "XiaoMi MiMo and Qwen3-TTS are different model families." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and MiMo are unrelated model requests." + "reason": "ModernVBERT models and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are different model integrations." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same vendor family and audio domain, but TTS and ASR are different concrete changes." + "reason": "Qwen3-TTS vs Qwen3-ASR are related by family but not the same concrete change." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-TTS are different model integrations." + "reason": "Qwen3-TTS support and Voxtral TTS support are both speech models but are different implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and sparse-transformer support are unrelated code paths." + "reason": "Qwen3-TTS support and weight-sparse transformer support are different requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they target different models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and model families." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink are different kinds of changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture work is unrelated to Voxtral TTS support." + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Both are audio models, but ASR vs TTS and different families make this non-duplicate." + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are both speech-related but not the same underlying fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model families." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet and Voxtral TTS are unrelated." + "reason": "LLMDet support and Voxtral-4B-TTS-2603 are different model requests." }, { "left": "issue:43837", @@ -21160,31 +21232,25 @@ "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model requests." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not duplicates." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo and an off-topic personal-name issue are clearly unrelated." + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and an off-topic personal-name issue are clearly unrelated." + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and an off-topic personal-name issue are unrelated." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Sparse-transformer request and EUPE are unrelated model additions." + "reason": "Voxtral-4B-TTS-2603 and Mirko Privitera are unrelated." } ] }, @@ -21197,14 +21263,14 @@ }, { "label": "issue", - "component_index": 7, - "component_count": 27, + "component_index": 8, + "component_count": 28, "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": [ @@ -21214,12 +21280,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "4a6a4611bf5d03bbea4b44043007eb745962151c8b6de1f9f679d3ad50373986", + "prepared_review_unit_hash": "030a2c964beddb409cfc27e03ab3a38af2ebc1136c144a433ed266de9daee573", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -21227,7 +21293,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -21236,18 +21302,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and should not be treated as a duplicate pair.", - "confidence": 0.98, - "canonical_issue_reason": "issue:46443 is the more substantive technical issue and the only one describing an actual code change area; issue:38740 is a docs-only request.", + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46443 best represents the cluster if one must be chosen, because it targets a concrete implementation refactor rather than a documentation addition.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: docs addition for an optimization framework vs a Vision RoPE refactor. No shared code path, target, or concrete bug/change." + "reason": "Different subjects and scopes; docs/framework listing request versus a Vision RoPE code refactor. No indication they describe the same underlying bug or change." } ] }, @@ -21260,14 +21326,14 @@ }, { "label": "issue", - "component_index": 8, - "component_count": 27, + "component_index": 9, + "component_count": 28, "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": [ @@ -21277,7 +21343,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "3a70b2e746172a9058ef1934ddd0eb8da36c062e739631b861698601815a01ef", + "prepared_review_unit_hash": "60a5d178a90f0e19b11973a444ebd4afe4a01576a0c2900537afbf2001a09a92", "component_budget": { "node_count": 2, "item_count": 2, @@ -21299,18 +21365,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying request.", - "confidence": 0.98, + "summary": "The two issues are about different topics: one concerns Set block decoding, while the other requests DeepSeek v3.2 support. There is no evidence they describe the same bug or feature request.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue here; the issues are unrelated and should not be collapsed into one duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Titles indicate different problem spaces: block decoding implementation vs model/version support. No shared target or evidence of the same underlying bug/change." + "reason": "Different underlying requests with no shared code path, filenames, targets, or explicit linkage; only weak textual similarity." } ] }, @@ -21323,14 +21389,14 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 27, + "component_index": 10, + "component_count": 28, "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": [ @@ -21340,7 +21406,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "87b0e135efebb4cd18d30e80e0f0743743e9cb7e1f0d8bb6a8d8619df6971605", + "prepared_review_unit_hash": "1bbbf945af53fa1f5199a112ae5b06d0cf6aa5653a7911fb9119f2f249c829b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21362,18 +21428,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests: one about enabling TiledFusedLogitsLoss/Liger FLCE via `from_pretrained()`, and the other about integrating TiledMLP for lower memory usage. They do not describe the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 41306 is the more concrete and self-contained request, centered on a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE; issue 41826 is a distinct TiledMLP memory-footprint feature request.", + "summary": "These two issues are about different feature requests in the same general Tiled/Liger area, but they target different components and problems: FLCE support in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the reports describe separate enhancements for different code paths and should remain distinct.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best representative because it targets a precise API behavior and a specific model-loading integration point, whereas 41826 is a broader and unrelated architecture optimization request.", + "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different features and code paths: FLCE/from_pretrained integration versus TiledMLP memory-footprint integration. They are not the same underlying bug or change." + "reason": "Different underlying changes: one is about enabling a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for memory reduction. Shared ecosystem/topic is not enough to treat them as the same issue." } ] }, @@ -21386,14 +21452,14 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 27, + "component_index": 11, + "component_count": 28, "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": [ @@ -21403,7 +21469,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "bf7e3483b7502fca9d4d10e0b233bd5c79c4990b50f46b34cc66fd83c1758a71", + "prepared_review_unit_hash": "fab555403e4786ec41767170655fb09d5d4d3700a84041b719202085c775e974", "component_budget": { "node_count": 2, "item_count": 2, @@ -21425,18 +21491,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a high level through custom-trainer extensibility, but they describe different behaviors: one about `remove_unused_column` in `Trainer`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: #43598 targets data-column pruning customizability, while #43600 targets FLOPS accounting for custom trainers; they are separate problems.", + "summary": "These two closed issues are related to Trainer customizability, but they address different concrete behaviors: one is about `remove_unused_column`, the other about FLOPs estimation for custom trainers. They do not look like duplicates of the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative for the loose theme of custom-trainer support, #43598 is the broader fit, but it does not subsume #43600.", + "best_issue_reason": "No single issue is clearly the canonical representative because the two reports describe different Trainer code paths and different fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Same broad area (custom trainers) but different concrete bugs and fixes: `remove_unused_column` behavior vs FLOPS estimation. Not a duplicate." + "reason": "Same broad area (Trainer customization), but different underlying problems: `remove_unused_column` behavior vs FLOPs estimation for custom trainers. The titles and likely fixes do not indicate the same bug." } ] }, @@ -21449,14 +21515,14 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 27, + "component_index": 12, + "component_count": 28, "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": [ @@ -21466,7 +21532,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "fcc9f99f3583e1f5e5ad64ccadf7948f24bfad5c43017734157aeab243a9c643", + "prepared_review_unit_hash": "169f01defd30eef6c128df1bb2dd80b9ed9a12c100a56cbd6a8bcf96d7000203", "component_budget": { "node_count": 2, "item_count": 2, @@ -21488,18 +21554,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues concern different Qwen model support gaps: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related to model integration but not the same bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "Neither issue is a clear duplicate of the other. If forced to choose a single representative, issue #43684 is the broader model-registration request, but it does not subsume the Qwen3.5 sequence-classification support request.", + "summary": "These are related only at a very high level (both request adding Qwen family support), but they target different model/config combinations and different AutoModel heads, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the broader, more central request: register Qwen3-Omni with core auto model classes. Issue #44405 is a narrower, distinct request for sequence-classification support on Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader canonical issue candidate because it targets core model registration in the auto classes, which is a common upstream integration task.", + "best_issue_reason": "#43684 is the better cluster representative because it concerns the more general auto-registration gap rather than a single task head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different target auto classes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Related area, but not the same underlying change." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Same broad ecosystem, but not the same concrete bug or mergeable fix." } ] }, @@ -21512,14 +21578,14 @@ }, { "label": "issue", - "component_index": 12, - "component_count": 27, + "component_index": 13, + "component_count": 28, "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": [ @@ -21536,7 +21602,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5794a45923b6c3f67d549a66240ad0331d83db1eb539067ea69e28c5395048eb", + "prepared_review_unit_hash": "1ea831ac3fc8ca747fbed8364da771fc3b68b327d847d2a1e546daaf623b6a25", "component_budget": { "node_count": 4, "item_count": 4, @@ -21558,68 +21624,71 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-information issues with mostly identical titles and no concrete repro/details, so there is not enough evidence to confidently merge them as the same underlying bug. The repeated \"huggingface \" issues look similar on the surface, but I would keep the triage conservative here.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43845 is the best placeholder canonical among the near-identical \"huggingface \" reports because it is one of the repeated-title items and is earlier than 43846/43859. That said, the evidence is weak and the cluster may simply be low-quality duplicate noise.", + "summary": "43845, 43846, and 43859 look like the same duplicate issue cluster based on the identical \"huggingface \" title; 43835 (\u201cFett\u201d) is not clearly part of that cluster. 43845 is the best anchor because it is the earliest of the identical-title huggingface reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43845 is the earliest of the identical-title \"huggingface \" issues, so it is the cleanest duplicate anchor in that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the most suitable global issue anchor only because it matches the repeated title pattern and is an early instance in that subgroup; it is not a strong semantic canonical due to missing details.", + "best_issue_reason": "issue:43845 is the strongest representative issue because it is the first of the repeated \"huggingface \" reports and has no evidence making another issue a better anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared concrete description, files, or targets; similarity is too weak to conclude the same underlying issue." + "reason": "Different titles and no concrete shared bug evidence; the similarity is too generic to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: no substantive evidence beyond vague text similarity." + "reason": "\"Fett\" is unrelated to the repeated \"huggingface \" reports, with no body or target evidence tying them together." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful issue-level evidence tying \"Fett\" to the repeated \"huggingface\" reports." + "reason": "No substantive overlap beyond weak soft similarity; the titles do not indicate the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical titles and close timing suggest possible duplicate spam, but the bodies are too sparse to confirm the same underlying bug." + "accept": true, + "reason": "Same exact title and nearly identical report shape, with no distinguishing evidence that they describe different bugs." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Very similar titles, but still no concrete problem statement or repro to prove they are the same issue." + "accept": true, + "reason": "Same exact title and clearly part of the same duplicate cluster; the next-day gap is not enough to separate them given the lack of distinguishing content." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Identical vague titles are not enough on their own; there is no substantive bug/change detail to safely merge them." + "accept": true, + "reason": "Same exact title and no evidence of a distinct underlying issue, so they look like repeated reports of the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate cluster call is plausible, but the reasoning overstates what the packet supports. 43845 is not clearly the sole \u2018longest body\u2019 in the huggingface group: 43846 has the same body length, and 43835 is longer though likely unrelated. Also, 43859 is not \u2018created minutes apart\u2019 from 43845/43846; it is the next day, so that edge should be justified more cautiously. The soft-edge decisions against 43835 look fine, but the canonical/best-issue rationale needs to stick to the observable evidence (earliest among the identical-title huggingface issues, not longest body)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 13, - "component_count": 27, + "component_index": 14, + "component_count": 28, "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-44371-6", "nodes": [ @@ -21644,12 +21713,12 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "54041e4e556c37dc7c89140cd320ad461e09ca510efc0750b54d1dce1ad76012", + "prepared_review_unit_hash": "a0b3f5bc8226a753ed9601d5d2cc7c12f2ed77a0a62e128b681bb8569367a932", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, + "serialized_chars": 7352, "estimated_input_tokens": 1838, "estimated_eval_tokens": 3932 }, @@ -21657,7 +21726,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, + "serialized_chars": 7352, "estimated_input_tokens": 1838, "estimated_eval_tokens": 3932 }, @@ -21666,84 +21735,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like true duplicates; most are clearly spam or generic outreach, and the remaining titles are too vague to establish the same underlying bug/report.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44418 is the best representative only because it is the most normal, project-like title in the set; the others are obvious spam/marketing or similarly low-signal. That said, there is not enough body detail to justify a real duplicate merge.", + "summary": "These are all low-information, spam/off-topic issue reports. The repeated similarity is not enough to prove a shared underlying bug, so I would not merge any of the soft pairs.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44371 is the oldest generic spam placeholder and is the best single representative if this cluster must have a canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "44418 is the strongest issue to keep as the cluster representative because it is the least obviously spammy and most plausibly a legitimate project issue.", + "best_issue_reason": "issue:44371 is the most representative by age and genericity; the others are similarly sparse but not better anchors for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' with no substantive body or code-path evidence; this is not enough to treat them as the same underlying issue beyond generic spam similarity." + "reason": "Same placeholder title, but there is no concrete description or code-path evidence to confirm the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: two generic spam placeholders, but no concrete shared problem or duplicate-report evidence." + "reason": "Both look like spam placeholders, but that is not enough to establish they report the same bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same issue." + "reason": "One is a placeholder spam report and the other is a documentation suggestion; no shared underlying issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a generic community benchmark tip; no shared bug or change target." + "reason": "A spam placeholder and a benchmark tip are different topics with no concrete overlap." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus an outreach-style title about 'Google LLC'; this is not the same underlying report." + "reason": "A spam placeholder and an off-topic marketing-style issue are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no concrete overlap in subject or fix." + "reason": "Documentation enhancement vs. placeholder spam; unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate pair." + "reason": "Documentation enhancement vs. placeholder spam; no evidence of the same change or bug." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they refer to the same real problem rather than repeated junk submissions." + "reason": "Same placeholder title, but the body provides no concrete shared bug description to justify duplicate treatment." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a community benchmark tip; unrelated on title alone." + "reason": "Placeholder spam and benchmark tip are different issue types with no concrete common bug." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus an advertising-like title; no shared issue context." + "reason": "Placeholder spam and off-topic promotional content are not the same underlying issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a benchmark tip; no concrete common bug or change." + "reason": "No concrete bug or change is shared between these two reports." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus an advertising-like title; not the same underlying issue." + "reason": "Different off-topic/spam-style submissions; not enough evidence they are duplicates." } ] }, @@ -21756,14 +21825,14 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 27, + "component_index": 15, + "component_count": 28, "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": [ @@ -21773,7 +21842,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "099f70767522755ba55ad458931905093da67fcd7fe3a0e968f3c0bfa9f04ea7", + "prepared_review_unit_hash": "180f692651045748f0537c441568667ce5e9db48866255f0dabcb6bada4915f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21795,35 +21864,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The packet shows two closed issues with the exact same title, very similar body lengths, and a soft-similarity signal. With no body text or issue links to distinguish them, they look like likely duplicate reports of the same topic, but the evidence is metadata-based rather than content-rich.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45145 is the better canonical issue because it appears first and has the only inbound reference, which makes it the more likely deduplication target given the limited metadata.", + "summary": "These two closed issues look like probable duplicates: they have identical titles, very similar body sizes, and only a soft textual-similarity signal between them. The packet supports keeping #45145 as the canonical anchor, but it does not strictly prove a single underlying report beyond reasonable doubt.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and has the only inbound reference, so it is the better canonical anchor for this likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the best issue candidate for the same reason: among two near-matching issues, it has the stronger linkage signal via the inbound reference and can serve as the representative record.", + "best_issue_reason": "#45145 is the best issue representative because it was created first and has slightly more reference activity than #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same exact title, similar body lengths, and a soft-similarity signal make these look like the same underlying report; the packet does not provide evidence of a meaningful distinction." + "accept": false, + "reason": "Strong similarity suggests duplication, but the packet only provides soft_similarity and deterministic_accept=false, so this should be treated as probable rather than confirmed duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is too strong for the packet. The two issues do share the exact title and a soft_similarity signal, but the packet does not provide body text to support claims that they are \"near-identical\" or have \"highly similar bodies.\" The duplicate/canonical reasoning should stay more conservative and grounded in the observed metadata (same title, similar-length bodies, soft similarity, and inbound reference), not assert evidence that isn\u2019t shown." + "feedback": "The packet supports that these issues are highly similar: identical titles, nearly identical body lengths, and a soft-similarity signal. However, the analyst overstates the evidence by asserting there is \u201cno evidence of distinct underlying problems\u201d and by fully accepting the pair despite the only explicit edge signal being soft_similarity with deterministic_accept=false. A more conservative verdict would note probable duplication, not treat it as confirmed from the packet alone." }, "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": 27, + "component_index": 16, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21876,14 +21945,14 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 27, + "component_index": 17, + "component_count": 28, "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": [ @@ -21893,30 +21962,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6f93aac706f58a53ab8055fcc455a67304f2bdf19c02b26957cc7fe968423870", + "prepared_review_unit_hash": "ccda881ba09610ca60a51c5811e153d07a27e06b08a32d4c76c5b70b6a63ad86", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates: they mention different people and different birth dates, with no shared context beyond superficial name similarity.", - "confidence": 0.98, + "summary": "The two issues are both empty, closed, and appear to be unrelated personal-name/date entries rather than the same bug report, so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21926,7 +21995,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named individuals and different dates; no evidence they describe the same underlying issue." + "reason": "Different named subjects and dates with no body, links, or shared technical context; these do not look like the same underlying issue." } ] }, @@ -21939,14 +22008,14 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 27, + "component_index": 18, + "component_count": 28, "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": [ @@ -21956,40 +22025,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "2a7bbdaf7c632aed6b9e813cd5c4f9bf7b373466eaa3d289dab3b1e69351de85", + "prepared_review_unit_hash": "c0f6c2418e1f432f397c39c2ef6ca61bf037b5174921601e22b9e9f69053276a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated sparse title-only items with different personal names and dates; there is no evidence they describe the same bug or request.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 45764 is the earlier-created item, so it is the most reasonable placeholder anchor if one must be chosen, but neither issue is a substantive canonical duplicate target.", + "summary": "The two issues are unrelated low-information items with different names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is marginally better as a cluster representative only because it was opened first; otherwise both issues are equally non-informative and unrelated.", + "best_issue_reason": "Neither issue is a strong canonical candidate because both lack body/context and do not indicate a shared underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates in the titles with no shared body, links, or technical context; they do not appear to be the same underlying issue." + "reason": "Different personal names and dates with no shared technical context; this does not look like the same underlying issue." } ] }, @@ -22002,14 +22071,14 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 27, + "component_index": 19, + "component_count": 28, "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": [ @@ -22019,7 +22088,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "782b5e1149a2f861f1fd14895f0f3197434a304c0a5a846f527b511faf4b02c3", + "prepared_review_unit_hash": "e39b1882a2064aa308f25ddfc8e9351563bd4bd147aef43a0d463b9c8e77166c", "component_budget": { "node_count": 2, "item_count": 2, @@ -22041,18 +22110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a duplicate set: one issue requests Qwen3_5ForTokenClassification support, while the other requests FP8 training support. They describe different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are two unrelated feature requests: one for adding a Qwen3.5 token-classification/value-model class, and one for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests target different capabilities and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "46295 is the broader platform-level request, but it is still unrelated to 45810 and should not be treated as the same issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: token classification/value model support vs FP8 training support. No shared concrete bug or change target." + "reason": "Different feature areas: model-class addition vs FP8 training support; no shared underlying bug or change." } ] }, @@ -22065,14 +22134,14 @@ }, { "label": "issue", - "component_index": 19, - "component_count": 27, + "component_index": 20, + "component_count": 28, "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": [ @@ -22092,12 +22161,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "90367888b08055ffe161802c1e1ab009dacfc3334538bde9b66bd3b0f9cc613b", + "prepared_review_unit_hash": "598a4c4ec7f80c1929cd598039e59ddf4899991f0f7905ddfb52c43b3060bfe8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -22105,7 +22174,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -22114,66 +22183,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks like a separate dataset/sample listing and is not the same request as the example issues.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45870 is a strong canonical representative for its duplicate pair because it is the earlier-created copy of the identical \"Example: Financial time series prediction with DataForge\" report and has slightly more discussion activity.", + "summary": "This cluster is not one single issue: it contains two exact duplicate issue pairs about different DataForge examples, plus one unrelated dataset-promo issue. The only strong duplicate matches are 45870\u219445871 and 45872\u219445873.", + "confidence": 0.91, + "canonical_issue_reason": "45870 is a clear canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it exactly matches 45871 and is the earliest of that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best issue candidate overall because it is a clean, self-contained duplicate target with the clearest generic title among the repeated example reports.", + "best_issue_reason": "45870 is the best issue representative for triage among the items because it is an exact duplicate with 45871 and appears earlier; note that 45872/45873 form a separate exact-duplicate pair, so there is no single cluster-wide canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types: a dataset/sample listing versus an example request. Same finance theme, but not the same underlying issue." + "reason": "Different requests: dataset bundle promo vs. a DataForge financial prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above; the dataset bundle request is distinct from the example issue." + "reason": "Different requests: dataset bundle promo vs. a DataForge financial prediction example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and no visible substantive difference; these look like duplicate reports of the same example issue." + "reason": "Exact duplicate titles and matching body size; same DataForge financial time series prediction example." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge finance content, but one is an example request and the other adds a scraping-service component, so they are not the same underlying issue." + "reason": "Related financial/DataForge wording, but one is an example/prediction request and the other is a scraping-service request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different requested scope: pure prediction example versus prediction plus scraping service." + "reason": "Related financial/DataForge wording, but one is an example/prediction request and the other is a scraping-service request; not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "An exact example duplicate does not match the broader scraping-service request." + "reason": "Different concrete requests despite shared DataForge/financial terminology." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same mismatch as above; these are related but distinct requests." + "reason": "Different concrete requests despite shared DataForge/financial terminology." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body shape; these appear to be duplicate reports of the same DataForge scraping-service request." + "reason": "Exact duplicate titles and matching body size; same DataForge financial time series + scraping service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles and matching body lengths, and treating 45869 as separate based on its dataset-vs-example title is reasonable." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies two clear duplicate pairs (45870/45871 and 45872/45873), avoids claiming a single cluster-wide canonical issue, and treats the remaining items as only soft matches or distinct requests. The soft-edge verdicts are also appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -22183,14 +22252,14 @@ }, { "label": "issue", - "component_index": 20, - "component_count": 27, + "component_index": 21, + "component_count": 28, "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": [ @@ -22200,40 +22269,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "b726d3cceb7021e6d7cf44cffa632af240a944fdd7f3ecd08a8fded7f038d000", + "prepared_review_unit_hash": "ebadf39d695b6b2ce7bdf7d4cb771c6416a631e5aab681ec9e1ea72c5f4e6b82", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are closely related to static-cache handling around `linear_attention`, but they describe different failure modes and do not clearly collapse into one duplicate bug report.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 46439 is the broader/root-cause style report: it describes `early_initialization` corrupting linear-attention layers and explains the resulting shape/runtime failure, which makes it a better representative for the underlying problem.", + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. They are related, but not clearly the same underlying bug from the available evidence.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a broader, more root-cause-oriented failure mode (`early_initialization` corrupting linear-attention layers and causing wrong shapes/RuntimeError), which can subsume narrower symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the best issue to keep as canonical because it is more general and diagnostic, while 46441 reads as a specific downstream manifestation (`Qwen3.5` + `KeyError: 'linear_attention'`).", + "best_issue_reason": "Issue 46439 is the best global issue candidate for deduping because its description is more general and diagnostic, while 46441 looks like a product-specific symptom report (`Qwen3.5` + `KeyError`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related but not clearly the same concrete bug: 46439 reports shape corruption/runtime error during `early_initialization`, while 46441 reports a `KeyError` in Qwen3.5 under `cache_implementation=\"static\"`. The shared subsystem is not enough to merge them as duplicates." + "reason": "Related static-cache/linear-attention breakage, but the reported errors differ materially (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`), so this is not safely the same underlying bug." } ] }, @@ -22246,14 +22315,14 @@ }, { "label": "issue", - "component_index": 21, - "component_count": 27, + "component_index": 22, + "component_count": 28, "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": [ @@ -22263,7 +22332,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "4b15dae5c56f353f83acd176a05781e85394910b32ce8244927822de6a0e4d90", + "prepared_review_unit_hash": "42050612e94f25264eef110d498649edac5014406661c53c32fabf9fa6ea1dd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -22285,24 +22354,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-identical duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical thread.", + "summary": "These are duplicate issue reports with identical titles and apparent content about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token. The open issue is the better canonical thread.", "confidence": 0.99, - "canonical_issue_reason": "issue #46552 is the same report as #46551 but remains open and already has inbound references, making it the better active tracking issue.", + "canonical_issue_reason": "Issue #46552 is open and has inbound references, making it the more active canonical tracker for the same exact bug report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep because it is still open and can collect follow-up, while #46551 is closed and offers no additional distinction.", + "best_issue_reason": "Issue #46552 is the best issue because it is active, has more discussion/reference activity, and matches the same underlying problem verbatim.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying bug description; this is a direct duplicate issue report." + "reason": "Same title and same underlying bug report; the two issues are effectively duplicates of the exact same tokenizer regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score/Jaccard of 1.0, so treating them as duplicate reports is conservative. The rationale for keeping #46552 as canonical is also supported by its open state and inbound references." + "feedback": "The conclusion is grounded in the packet: the two issue titles are identical, body lengths match, and issue #46552 is open with inbound references, making it the better canonical tracker. The duplicate verdict is conservative and supported by the available evidence." }, "evaluator_used": true, "retried": false, @@ -22312,14 +22381,14 @@ }, { "label": "issue", - "component_index": 22, - "component_count": 27, + "component_index": 23, + "component_count": 28, "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": [ @@ -22329,40 +22398,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "3ecb01e42d61aedc96919e2a7c75752445775dded154d8ba713a08e658108f93", + "prepared_review_unit_hash": "7096917ab2d378d6f9191c965f70de2edbaa21e8c5d810f006969451757baa85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "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": "These two issues are about different training failures: one reports a tensor shape mismatch, the other an out-of-memory condition after several epochs. They do not look like the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 46657 is the cleaner representative of the cluster\u2019s apparent training-bug theme because it describes a concrete code-path failure (tensor size mismatch) rather than a resource exhaustion symptom.", + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports gradual out-of-memory failures after several epochs in RT-DETR v2 training. They involve different failure modes and likely different code paths.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the more general and clearly defined bug report, describing a concrete tensor-shape mismatch during training.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the best issue to keep as the representative item because it is a specific, actionable defect report; 46692 appears to be a separate OOM/performance problem.", + "best_issue_reason": "Issue #46657 is the better anchor for this cluster because it states a specific error class and is less model-specific than the RT-DETR v2 OOM report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes and likely different root causes: tensor shape mismatch versus memory exhaustion after epochs. They are not the same bug." + "reason": "The reports describe different problems: tensor dimension mismatch versus memory exhaustion over time. Similar training context alone is not enough to treat them as the same bug." } ] }, @@ -22375,14 +22444,14 @@ }, { "label": "issue", - "component_index": 23, - "component_count": 27, + "component_index": 24, + "component_count": 28, "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": [ @@ -22392,7 +22461,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "caace82fe9e6fe751494f77eb6fcd90bca7766e973805a22c35933bcabb4d978", + "prepared_review_unit_hash": "380c2c6e5b0d0f8290a9b7030ba93104a9aaae4e89f85a1ef8aac9eea64dfc20", "component_budget": { "node_count": 2, "item_count": 2, @@ -22414,18 +22483,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that wrongly places modules on CPU. They touch different loading paths and failure modes.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46822 is the better canonical issue because it is an open, specific bug report with a clear code path and reproducible failure; 46823 describes a different, already-closed loading/dispatch bug.", + "summary": "These are both model-loading bugs, but they affect different mechanisms and failure modes: ZeRO-3 zero.Init partitioning vs. 4-bit device_map/max_memory dispatch. They do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best representative of the cluster only in the loose sense that it is the open, concrete bug report; however, the pair is not actually a duplicate set.", + "best_issue_reason": "Issue 46822 is the more specific and self-contained bug report, with a clear ZeRO-3 multi-GPU OOM symptom and a concrete composite submodule target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: ZeRO-3 zero.Init fails to partition a composite submodule and causes OOM, while 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatches to CPU and raises ValueError. No shared code path or mergeable fix." + "reason": "Different code paths and outcomes: one is ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. Same broad area, but not the same underlying bug." } ] }, @@ -22438,14 +22507,14 @@ }, { "label": "issue", - "component_index": 24, - "component_count": 27, + "component_index": 25, + "component_count": 28, "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-46906-18", "nodes": [ @@ -22526,388 +22595,370 @@ "issue:47227|issue:47309", "issue:47120|issue:47309" ], - "prepared_review_unit_hash": "833e26f01bd7af519d5f57b9f35fecac8a0d03469e613238e1d28bc116ea70c2", + "prepared_review_unit_hash": "333d067a049ec96adf2700194ef70c008e067c722cc180c4d6589980e884185c", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 56, - "serialized_chars": 30224, - "estimated_input_tokens": 7556, - "estimated_eval_tokens": 15368 + "serialized_chars": 30219, + "estimated_input_tokens": 7555, + "estimated_eval_tokens": 15366 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 56, - "serialized_chars": 30224, - "estimated_input_tokens": 7556, - "estimated_eval_tokens": 15368 + "serialized_chars": 30219, + "estimated_input_tokens": 7555, + "estimated_eval_tokens": 15366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a run of similarly named daily integration triage issues for \"serge\" across consecutive dates. They look related in topic and template, but not like duplicate reports of one underlying bug; no PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:47309 is the latest open triage issue in the sequence, so it is the best single representative of the active tracker.", + "summary": "These are daily [serge] integration failure triage issues for different dates, not duplicates of one underlying bug. The open 2026-07-13 triage issue is the best current representative of the series.", + "confidence": 0.97, + "canonical_issue_reason": "issue:47309 is the only open item and the most recent triage thread, so it best represents the current state of this ongoing series.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47309 is the most current and still open, making it the most suitable anchor for this cluster if one issue must be chosen.", + "best_issue_reason": "issue:47309 is the best issue to keep as the current active triage thread; the others are closed day-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and subsystem, but these are dated daily reports; no evidence they describe the same concrete failure." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Similarity comes from the repeated daily triage format, not a shared underlying bug report." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different dates in a recurring triage series; not enough to treat as one duplicate issue." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Looks like another day\u2019s integration triage entry, not the same specific incident." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "These are sequential triage trackers with the same naming pattern, but no shared concrete failure is visible." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Recurring daily tracker entries; same broad topic, but not the same underlying bug." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No evidence that these dated triage issues refer to one exact failure path." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "The overlap is just the repeated triage template and subsystem name." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "These appear to be separate daily integration-failure trackers, not duplicates." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same recurring report style, but different dates and no concrete shared bug description." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "The similarity is superficial; these look like separate daily triage instances." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No sign of a single mergeable duplicate issue; just a repeating triage series." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Different daily tracker entries, not the same underlying incident." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Recurring integration triage issues, but not enough evidence of one shared failure." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same broad subsystem and template, but these are separate dated reports." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "These are sequential triage issues rather than duplicate reports of one bug." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "No shared concrete failure is visible beyond the repeated title pattern." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Different dates in a daily integration triage series; do not merge as duplicates." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Similar title, but this looks like a distinct day\u2019s triage item." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same recurring tracker format, not a single underlying bug report." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "The shared theme is just the daily triage template." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "No evidence these dated issues describe the same concrete failure path." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "They are adjacent daily reports, but still separate tracker instances." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same subsystem and template, but no proof of one duplicate bug." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Recurring triage issues should not be merged without a shared specific failure." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "These are different days\u2019 triage entries, not one issue." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Similarity is from the repeated incident-triage wording only." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "No concrete shared code-path failure is evident." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "These look like separate daily integration failure trackers." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same broad topic, but not the same underlying bug report." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "The cluster is a series of daily reports, not a duplicate pair." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "No explicit linkage or shared concrete failure is shown." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Different dates in the recurring triage sequence." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "The overlap is only the repeated triage label." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "These are daily integration triage issues on different dates, not the same bug." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same recurring tracker pattern, but no shared concrete incident is visible." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Different daily reports; too little evidence for a duplicate merge." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Looks like another day in the same triage series, not one issue." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "These are separate dated triage entries with the same naming convention." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "No concrete shared failure path; just the same daily triage template." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "The titles suggest recurring daily tracking, not duplicate bugs." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Separate daily integration reports; do not collapse them." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same subsystem and template, but different dated tracker issues." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "These appear to be consecutive triage issues rather than duplicates." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "No evidence of a shared underlying bug beyond the repeated title." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Recurring daily tracker entries should stay separate." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "The similarity is superficial; these are different date-stamped triage reports." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same triage series, but not the same concrete failure." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "No shared issue content is visible beyond the recurring template." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "These are separate daily integration failure trackers, not duplicates." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "The overlap is only the routine triage naming pattern." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Different day\u2019s triage entry; not enough evidence for one duplicate bug." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "These look like separate daily incident trackers, not the same underlying failure." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same broad subsystem, but different dated triage reports." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "Recurring integration triage issues should not be merged without a concrete shared bug." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47309", "accept": false, - "reason": "No indication these are duplicate reports of one exact failure." - }, - { - "left": "issue:47256", - "right": "issue:47309", - "accept": false, - "reason": "These are distinct daily triage issues in the same series." - }, - { - "left": "issue:47102", - "right": "issue:47256", - "accept": false, - "reason": "Repeated daily triage format only; no shared concrete incident is shown." - }, - { - "left": "issue:47265", - "right": "issue:47279", - "accept": false, - "reason": "Separate dated tracker issues in the same recurring series." + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." } ] }, @@ -22920,14 +22971,14 @@ }, { "label": "issue", - "component_index": 25, - "component_count": 27, + "component_index": 26, + "component_count": 28, "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-46983-2", "nodes": [ @@ -22937,7 +22988,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "32a8ad28621b5185355c8626380c92176269992c1fa7764e56df2c981883b2a5", + "prepared_review_unit_hash": "cdd204d63861c87bd0a1812c4d18d0b6a38f260590406fa9a7950842b36d88e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22959,41 +23010,41 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues look like probable duplicates: they have identical titles, very similar body lengths, and a strong soft-similarity signal. The packet does not include the issue text or explicit cross-links, so this is best treated as a likely duplicate pair rather than a certainty.", - "confidence": 0.83, - "canonical_issue_reason": "#46983 is the best canonical issue because it is the earlier of two near-duplicate reports with the same title, making it the cleanest representative available from the packet.", + "summary": "The two closed issues are near-identical duplicates with the same title and highly similar content. Treat the earlier issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 was created first and has the same request/title, so it is the best canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is the best issue-level representative for the cluster since it was opened first and the available evidence suggests it is the same RWKV7 support request as #46984.", + "best_issue_reason": "#46983 is the oldest exact-title duplicate and is sufficient to represent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Identical titles plus strong soft-similarity make these look like the same feature request, though the evidence is limited because the body text and explicit links are not shown." + "reason": "Same exact title, very high textual similarity, and created minutes apart; they appear to be the same underlying feature request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair is plausibly related, but the analyst is a bit too definitive for the evidence in the packet. The packet only shows identical titles, similar body size, and a soft-similarity score; it does not include the issue text itself or any explicit cross-links. Saying they are \"almost certainly duplicates\" and the \"same underlying feature/issue\" overstates what is directly supported. A more conservative verdict would be that they are likely duplicates or closely related." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the exact same title, were created minutes apart, and the pair only has soft-similarity evidence. Choosing the earlier issue as canonical is conservative and reasonable." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 26, - "component_count": 27, + "component_index": 27, + "component_count": 28, "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-47007-2", "nodes": [ @@ -23003,40 +23054,40 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "532b53a2f9d414a0edcdfdfa1d7ed2da01d99a30d85b7e8efc15e5906892cd4b", + "prepared_review_unit_hash": "1ad79fac5080ef948790a4f701249efd57154bc1a2b13431aecfb127bc940c24", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1623, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1623, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are topically similar but do not describe the same concrete bug, feature request, or code-path change. They read more like overlapping article/proposal titles about AI-based vulnerability discovery than duplicates.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the better representative if one must be chosen.", + "summary": "These two closed issues are thematically similar AI/cybersecurity writeups, but they do not appear to describe the same concrete bug, feature request, or code change. I would not cluster them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "47015 is the best issue to represent the cluster because it is the most concise and broadly descriptive, but there is no strong duplicate relationship here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They are semantically related, but the titles/body cues suggest separate high-level discussions rather than the same underlying bug or change; no concrete shared target or code-path evidence." + "reason": "High topical overlap only; both look like general AI/vulnerability-discovery discussion topics rather than the same actionable issue or underlying change. No explicit shared target, filename, or concrete code-path evidence." } ] }, @@ -23049,14 +23100,14 @@ }, { "label": "issue", - "component_index": 27, - "component_count": 27, + "component_index": 28, + "component_count": 28, "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-47138-2", "nodes": [ @@ -23066,12 +23117,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "9d3aba2b3e76dc60cda5fec6ba4cf8eb8df2a1707a9b3a31ca5c41fcb6192dcc", + "prepared_review_unit_hash": "319ab3521f7a55a1b05351ab320aaf5f899cb1c1e8c4593a75d10b0be4bdef5d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23079,7 +23130,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23088,24 +23139,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-exact duplicates: same title, same apparent body size, and no differentiating evidence. Issue 47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "summary": "These two issues are near-certain duplicates: identical titles, same apparent body length, and created seconds apart about the same /v1 routing bug.", "confidence": 0.99, - "canonical_issue_reason": "Issue 47138 is the earliest of the duplicate pair and already has slightly more inbound references, making it the best canonical issue anchor.", + "canonical_issue_reason": "Issue #47138 is the better canonical because it was opened first and has slightly more inbound references, so it is more likely to be the original report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47138 is the best issue to keep as the primary record because it appears first and is already more referenced; issue 47139 is redundant.", + "best_issue_reason": "Issue #47138 is a good global representative since it is the earliest instance of the duplicated report and appears to have slightly more discussion attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and effectively indistinguishable issue content; these look like the same underlying bug report." + "reason": "Same title and same underlying bug description, with near-simultaneous creation; these are effectively duplicate reports of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body lengths, and only a slight creation-time/inbound-reference difference, so treating them as near-duplicates is conservative. The canonical choice of issue 47138 is supported by being earlier and having more inbound references. No overstatement found." + "feedback": "The issue pairing is well grounded: both reports have identical titles, the same body length, and were opened 25 seconds apart, so treating them as duplicates is supported by the packet. The canonical choice is also conservative, since issue #47138 was opened first and has slightly more inbound references." }, "evaluator_used": true, "retried": false, @@ -23116,26 +23167,23 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, - "review_unit_count": 4, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-76", + "cluster_id": "cluster-40546-71", "nodes": [ "pull_request:43251", "pull_request:43254", "pull_request:44775", "pull_request:46196", "pull_request:46266", - "pull_request:46267", - "pull_request:46395", - "pull_request:46834", + "pull_request:46509", "pull_request:46836", - "pull_request:46895", "pull_request:46903", "pull_request:46912", "pull_request:46954", @@ -23150,11 +23198,12 @@ "pull_request:47090", "pull_request:47093", "pull_request:47108", + "pull_request:47143", "pull_request:47163", "pull_request:47166", "pull_request:47173", + "pull_request:47175", "pull_request:47179", - "pull_request:47181", "pull_request:47184", "pull_request:47202", "pull_request:47204", @@ -23170,13 +23219,13 @@ "pull_request:47294", "pull_request:47295", "pull_request:47301", + "pull_request:47304", "pull_request:47320", - "pull_request:47350", + "pull_request:47336", "pull_request:47360", - "pull_request:47363" + "pull_request:47374" ], "soft_pairs": [ - "pull_request:46834|pull_request:47363", "pull_request:43251|pull_request:43254", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", @@ -23185,16 +23234,17 @@ "pull_request:46954|pull_request:46958", "pull_request:47173|pull_request:47284", "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", "pull_request:47284|pull_request:47292", "pull_request:47108|pull_request:47202", - "pull_request:47204|pull_request:47243", "pull_request:47077|pull_request:47078", - "pull_request:47108|pull_request:47360", + "pull_request:47204|pull_request:47243", "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", "pull_request:47218|pull_request:47360", "pull_request:47301|pull_request:47360", - "pull_request:47077|pull_request:47212", "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", "pull_request:47216|pull_request:47360", "pull_request:47173|pull_request:47184", "pull_request:47166|pull_request:47173", @@ -23204,16 +23254,14 @@ "pull_request:47216|pull_request:47275", "pull_request:46912|pull_request:47179", "pull_request:46196|pull_request:47202", - "pull_request:46912|pull_request:47284", "pull_request:46836|pull_request:47202", + "pull_request:46912|pull_request:47284", "pull_request:47163|pull_request:47284", - "pull_request:46895|pull_request:47363", "pull_request:47003|pull_request:47204", - "pull_request:46395|pull_request:47181", "pull_request:46196|pull_request:47210", "pull_request:47093|pull_request:47275", - "pull_request:44775|pull_request:47350", "pull_request:46995|pull_request:47163", + "pull_request:46836|pull_request:47275", "pull_request:47163|pull_request:47173", "pull_request:46912|pull_request:47082", "pull_request:44775|pull_request:47301", @@ -23221,313 +23269,417 @@ "pull_request:46196|pull_request:46995", "pull_request:47077|pull_request:47301", "pull_request:44775|pull_request:47077", - "pull_request:47108|pull_request:47350", - "pull_request:46995|pull_request:47181", "pull_request:47294|pull_request:47320", - "pull_request:46267|pull_request:47181", "pull_request:47166|pull_request:47292", - "pull_request:46836|pull_request:47275", - "pull_request:47093|pull_request:47181", - "pull_request:46266|pull_request:47301" + "pull_request:46995|pull_request:47143", + "pull_request:46509|pull_request:46995", + "pull_request:47093|pull_request:47143", + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47304", + "pull_request:47082|pull_request:47210", + "pull_request:47093|pull_request:47163", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:47179|pull_request:47210", + "pull_request:46266|pull_request:47216", + "pull_request:47108|pull_request:47301", + "pull_request:47082|pull_request:47275", + "pull_request:47078|pull_request:47275", + "pull_request:46266|pull_request:47336", + "pull_request:46995|pull_request:47301", + "pull_request:47175|pull_request:47179", + "pull_request:44775|pull_request:46836", + "pull_request:47082|pull_request:47216", + "pull_request:47163|pull_request:47179" ], - "prepared_review_unit_hash": "712725b89c72987bab80abdcc52800c31af4689b2e0f818ba0455d1f7d361129", + "prepared_review_unit_hash": "5531f8f0debd86c7e7d06affa6325815bc496196f315c23c0d7479edb97b9370", "component_budget": { - "node_count": 76, - "item_count": 76, - "soft_pair_count": 209, - "serialized_chars": 262862, - "estimated_input_tokens": 65716, - "estimated_eval_tokens": 131688 + "node_count": 71, + "item_count": 71, + "soft_pair_count": 198, + "serialized_chars": 246980, + "estimated_input_tokens": 61745, + "estimated_eval_tokens": 123746 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 53, - "serialized_chars": 128966, - "estimated_input_tokens": 32242, - "estimated_eval_tokens": 64740 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 65, + "serialized_chars": 130036, + "estimated_input_tokens": 32509, + "estimated_eval_tokens": 65274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs with a few true duplicates: TimesFM2.5\u2019s window_size method-name fix, fixed_cross_entropy kwargs passthrough, and the CohereASR training-loss double-shift fix. The rest are different features, docs, tests, or model adds that only share files or a subsystem.", - "confidence": 0.91, + "summary": "The cluster is mostly heterogeneous, with a few clear duplicate PR pairs centered on the same loss-function and CohereASR training-loss fixes. Most other soft edges connect unrelated model additions, docs, CI, exporter, or test updates and should stay separate.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the strongest representative for the CohereASR double-shift bug: it directly fixes the same forward/loss code path as the other CohereASR variants, explains the shifted-label behavior clearly, and preserves the loss-reduction semantics.", + "canonical_pr_reason": "PR 47090 is the clearest canonical representative among the true duplicates: it directly fixes the CohereASR double-shift training-loss bug, has the most explicit explanation, and preserves the intended loss-helper behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the clearest, most narrowly scoped duplicate-fix candidate among the accepted set, with explicit rationale and a direct bug fix rather than a broader or more mixed change.", + "best_pr_reason": "PR 47090 is the best standalone PR in the cluster to anchor the main duplicate set because it addresses a concrete code-path bug with the clearest final implementation and strongest duplicate evidence.", "soft_edge_verdicts": [ - { - "left": "pull_request:46834", - "right": "pull_request:47363", - "accept": true, - "reason": "Same TimesFM2.5 window_size/moving-average AttributeError in the same code path; one is effectively a reworded/focused version of the same fix." - }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same fixed_cross_entropy kwargs passthrough bug in the same function and file; both add supported cross_entropy kwargs." + "reason": "Same fixed_cross_entropy kwargs/label_smoothing support for the same issue and same file; these are the same change with minor signature differences." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; the extra PPFormulaNet changes do not change that the CohereASR fix is the same underlying change." + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; both fixes aim to train against the correct labels." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss-shift bug and same affected code path; these look like alternative implementations of the same fix." + "reason": "Same CohereASR double-shift loss bug; this is an alternate implementation of the same code-path fix." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and bugs: CohereASR training loss versus Musicgen generate cache-length typo." + "reason": "Different models and bugs: CohereASR training loss vs a MusicGen generate typo." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Both are failing-test PRs, but they target different models and fixes, so they are not the same underlying change." + "reason": "Unrelated test-failure fixes in different models (Zaya vs Mimo V2 Flash)." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different models and issues: Pytest-v9 fp32 module handling in GLM-ASR versus CohereASR loss shifting." + "reason": "Pytest-v9 fp32-module handling vs CohereASR training-loss logic; unrelated changes." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test adjustments for different model families and failure modes." + "reason": "Different test areas and models; XPU expectation updates are not the same as Mimo V2 Flash fixes." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/CI packaging, but one removes the old image builder while the other adds exporter dependencies; not the same change." + "reason": "Related CI/docker area, but one removes the builder and the other adds exporter deps; not the same underlying change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Exporter-test runtime dependencies vs exporter docs; different artifacts and code paths." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test fixes for different backends/models; only similar in being test updates." + "reason": "Different model test fixes for different architectures; not a duplicate bug." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Docs/comment tweak in workflow pins versus deleting the old CPU/light docker image builder; unrelated changes." + "reason": "Doc-builder comment tweak vs docker image builder removal; related infrastructure, but not the same change." }, { - "left": "pull_request:47204", - "right": "pull_request:47243", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "Exporter dependency install changes versus exporter code fixes; same general area, but different concrete bug fixes." + "reason": "Both are Japanese docs edits, but one adds DistilBERT content while the other only adjusts wording; not the same change." }, { - "left": "pull_request:47077", - "right": "pull_request:47078", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "Overlapping Japanese docs edits, but one is a DistilBERT translation add and the other is broader wording cleanup; not the same underlying change." + "reason": "Exporter-test dependency setup vs Executorch exporter internals; different fixes." }, { - "left": "pull_request:47108", + "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Workflow comment pinning versus OTEL CI workflow wiring; distinct CI changes." + "reason": "Docker image builder removal vs CI workflow metadata/reporting; unrelated changes." }, { - "left": "pull_request:47202", + "left": "pull_request:47108", "right": "pull_request:47360", "accept": false, - "reason": "Deleting the old docker-image builder and switching to transformers-ci OTEL are different CI directions and code paths." + "reason": "Doc-builder pin comment change vs CI workflow metadata/reporting; not the same bug or change." }, { "left": "pull_request:47218", "right": "pull_request:47360", "accept": false, - "reason": "Image-loading test refactor versus CI workflow instrumentation; unrelated." + "reason": "Test image-loading refactor vs CI workflow metadata/reporting; unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Assisted-decoding docs versus CI workflow changes; no shared bug/change." + "reason": "MTP docs vs CI workflow metadata/reporting; completely different concerns." }, { - "left": "pull_request:47077", - "right": "pull_request:47212", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Japanese docs wording/translation versus KV-cache documentation updates; different docs tasks." + "reason": "Modernizing model conversions vs finegrained FP8 decode optimization; different subsystems and problems." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "Different feature work: DINOv2 conversion/model-modernization versus finegrained FP8 decode optimization." + "reason": "Japanese documentation updates vs quantized cache docs; not the same content or fix." }, { "left": "pull_request:47216", "right": "pull_request:47360", "accept": false, - "reason": "Quantization/docs and compressed-tensors changes versus CI workflow instrumentation; unrelated." + "reason": "Compressed-tensors quantization changes vs CI workflow metadata/reporting; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites for different models and backend requirements." + "reason": "Both are test adjustments, but for different models and device abstractions; not the same concrete bug." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Different quantization/test updates touching different files and failures; not the same bug." + "reason": "Quantization test expectations vs XPU expectation fixes in other model tests; unrelated." }, { "left": "pull_request:47077", - "right": "pull_request:47275", + "right": "pull_request:47301", "accept": false, - "reason": "Japanese docs edits versus adding a new model; unrelated." + "reason": "Japanese docs translation vs assisted-decoding docs for MTP; different documentation topics." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Distributed-training docs versus a new model support PR; no shared underlying change." + "reason": "Docs navigation/parallelism changes vs new EfficientViT-SAM model support; unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support versus assisted-decoding docs; unrelated." + "reason": "EfficientViT-SAM model support vs assisted-decoding docs; different changes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Same as above: compressed-tensors work vs CI workflow metadata/reporting; not duplicates." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47184", + "accept": false, + "reason": "Granite-SWA model support vs Qwen3 Next test renaming; different areas." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability on MLU vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Nemotron Omni model support vs flash-linear-attention availability; different features." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model addition vs NeuCodec support; different model families." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "Dino modern-standard conversion work vs MTP docs; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", + "accept": false, + "reason": "Parallelism docs vs MPS graph-cache docs; unrelated documentation." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47320", + "accept": false, + "reason": "EfficientViT-SAM model addition vs response_schema deprecation; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors quantization work versus new model support; different code paths." + "reason": "Compressed-tensors quantization vs EfficientViT-SAM model addition; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE tests and model support for different architectures; not duplicates." + "reason": "RoPE testing updates vs Granite-SWA model support; different themes." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support versus docker/CI image-builder cleanup; unrelated." + "reason": "SDPA dispatch support vs docker image builder removal; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model addition vs docker image builder removal; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE testing changes versus Mimo_v2_flash test fixes; different bugs." + "reason": "RoPE tests vs Mimo V2 Flash fix; different models and bugs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU test updates vs Mimo V2 Flash fix; not the same issue." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter addition vs torch-light exporter dependencies; different changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "SDPA dispatch support vs Granite-SWA model support; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "Repeated pair: OpenPangu-V2 vs NeuCodec are distinct model additions." }, { "left": "pull_request:46836", - "right": "pull_request:47202", + "right": "pull_request:47275", "accept": false, - "reason": "Unlimited OCR model addition versus CI/docker cleanup; unrelated." + "reason": "Unlimited OCR model addition vs EfficientViT-SAM model addition; different models." }, { "left": "pull_request:47163", - "right": "pull_request:47284", + "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU test support versus Mimo_v2_flash test fixes; different models and failures." + "reason": "Paged-attention XPU tests vs XPU expectation updates in other model tests; different fixes." }, { - "left": "pull_request:46895", - "right": "pull_request:47363", + "left": "pull_request:46912", + "right": "pull_request:47082", "accept": false, - "reason": "CohereASR training-loss fix versus TimesFM2.5 window_size fix; different models and code paths." + "reason": "RoPE tests vs RoMa keypoint matcher model addition; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:44775", + "right": "pull_request:47301", "accept": false, - "reason": "OpenVINO exporter feature work versus torch-light test dependency packaging; not the same change." + "reason": "Docs parallelism updates vs MTP docs; different documentation topics." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47204", + "right": "pull_request:47295", "accept": false, - "reason": "Different model-adding PRs for different architectures; same general pattern, not the same bug/change." + "reason": "Exporter dependency setup vs DiffusionGemma mask dtype fix; unrelated." }, { "left": "pull_request:46196", - "right": "pull_request:47210", + "right": "pull_request:46995", + "accept": false, + "reason": "SDPA dispatch support vs flash-linear-attention availability; different integrations." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese docs vs MTP docs; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "Both touch attention integration code, but one is SDPA dispatch support and the other is packed-row varlen routing; distinct functionality." + "reason": "Repeated pair: docs parallelism vs MPS graph-cache docs are different documentation changes." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "Different model additions with separate configs, processors, and tests." + "reason": "Kernel native causal-conv1d work vs response_schema deprecation; different subsystems." }, { - "left": "pull_request:44775", - "right": "pull_request:47350", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Distributed training docs versus Inkling model docs/model support; unrelated." + "reason": "GPTQ/MXFP4 test adjustments vs TipsV2 DPT XPU fixes; unrelated test updates." }, { - "left": "pull_request:47108", - "right": "pull_request:47350", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Workflow pin-comment cleanup versus Inkling docs/model support; unrelated." + "reason": "Flash-linear-attention availability vs NeuCodec model support; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "Import-utils availability check versus Cosmos3 Edge model support; unrelated." + "reason": "Repeated pair: model support vs flash-linear-attention availability; unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Kernel-function support versus response-schema deprecation; no shared underlying bug/change." + "reason": "Repeated pair: two different model additions." }, { - "left": "pull_request:46267", - "right": "pull_request:47181", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Serve/chat parsing overhaul versus Cosmos3 Edge model support; unrelated." + "reason": "Repeated pair: Dino conversion updates vs MTP docs; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "Quantization test updates for different backends/models; not the same underlying issue." + "reason": "Repeated pair: docs parallelism vs MPS graph-cache docs; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47275", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Unlimited OCR model support versus EfficientViT-SAM model support; different model additions." + "reason": "RoMa model addition vs packed-SDPA varlen attention routing; unrelated." }, { "left": "pull_request:47093", - "right": "pull_request:47181", + "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support versus Cosmos3 Edge model support; unrelated model additions." + "reason": "OpenPangu-V2 model addition vs paged-attention XPU tests; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47301", + "left": "pull_request:47179", + "right": "pull_request:47184", "accept": false, - "reason": "DINO model/conversion work versus assisted-decoding docs; unrelated." + "reason": "Repeated pair: Granite-SWA support vs Qwen3 Next test edits; different changes." } ] }, @@ -23541,19 +23693,28 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, - "review_unit_count": 4, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-76", + "cluster_id": "cluster-40546-71", "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43424", "pull_request:43451", + "pull_request:43823", + "pull_request:43995", "pull_request:44517", - "pull_request:44775", + "pull_request:44827", + "pull_request:45170", + "pull_request:45655", + "pull_request:46048", "pull_request:46196", "pull_request:46266", "pull_request:46509", @@ -23562,11 +23723,8 @@ "pull_request:46895", "pull_request:46912", "pull_request:46957", - "pull_request:46995", - "pull_request:47069", + "pull_request:47077", "pull_request:47078", - "pull_request:47082", - "pull_request:47093", "pull_request:47108", "pull_request:47113", "pull_request:47143", @@ -23574,9 +23732,7 @@ "pull_request:47166", "pull_request:47175", "pull_request:47179", - "pull_request:47181", "pull_request:47184", - "pull_request:47204", "pull_request:47210", "pull_request:47216", "pull_request:47218", @@ -23591,528 +23747,477 @@ "pull_request:47320", "pull_request:47322", "pull_request:47336", - "pull_request:47350", "pull_request:47352", "pull_request:47360", - "pull_request:47363", - "pull_request:47364" + "pull_request:47367", + "pull_request:47369" ], "soft_pairs": [ - "pull_request:47093|pull_request:47143", - "pull_request:46995|pull_request:47143", - "pull_request:44775|pull_request:47304", - "pull_request:46509|pull_request:46995", - "pull_request:47082|pull_request:47210", - "pull_request:47093|pull_request:47163", - "pull_request:47082|pull_request:47108", - "pull_request:46266|pull_request:47216", - "pull_request:47108|pull_request:47301", - "pull_request:46196|pull_request:47179", - "pull_request:47179|pull_request:47210", - "pull_request:47082|pull_request:47275", - "pull_request:47078|pull_request:47275", - "pull_request:46266|pull_request:47336", - "pull_request:47175|pull_request:47179", - "pull_request:47082|pull_request:47216", - "pull_request:47163|pull_request:47179", + "pull_request:47291|pull_request:47369", "pull_request:46836|pull_request:47218", "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304", - "pull_request:47216|pull_request:47336", "pull_request:46957|pull_request:47216", - "pull_request:44775|pull_request:46836", + "pull_request:47216|pull_request:47336", + "pull_request:47218|pull_request:47367", + "pull_request:47108|pull_request:47216", + "pull_request:47367|pull_request:47369", "pull_request:46912|pull_request:47078", - "pull_request:47113|pull_request:47204", "pull_request:47179|pull_request:47301", "pull_request:47218|pull_request:47304", "pull_request:47166|pull_request:47218", - "pull_request:47163|pull_request:47218", + "pull_request:46196|pull_request:46509", "pull_request:47166|pull_request:47352", - "pull_request:47336|pull_request:47360", "pull_request:46912|pull_request:47294", + "pull_request:47336|pull_request:47360", "pull_request:47143|pull_request:47320", - "pull_request:47184|pull_request:47352", "pull_request:47175|pull_request:47294", - "pull_request:47350|pull_request:47352", + "pull_request:47184|pull_request:47352", "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", - "pull_request:47069|pull_request:47113", - "pull_request:47275|pull_request:47304", + "pull_request:47306|pull_request:47369", "pull_request:44517|pull_request:47301", - "pull_request:44517|pull_request:47181", "pull_request:47078|pull_request:47322", + "pull_request:47322|pull_request:47369", "pull_request:47078|pull_request:47243", - "pull_request:47298|pull_request:47364", - "pull_request:47113|pull_request:47304", + "pull_request:47275|pull_request:47304", "pull_request:43451|pull_request:46266", "pull_request:47294|pull_request:47360", "pull_request:46912|pull_request:47291", "pull_request:43451|pull_request:44517", + "pull_request:47113|pull_request:47304", "pull_request:47163|pull_request:47352", "pull_request:44517|pull_request:47143", "pull_request:44517|pull_request:47163", "pull_request:43451|pull_request:47352", + "pull_request:44517|pull_request:46509", "pull_request:47243|pull_request:47294", + "pull_request:47298|pull_request:47369", + "pull_request:47143|pull_request:47352", "pull_request:46957|pull_request:47360", "pull_request:47210|pull_request:47291", - "pull_request:47294|pull_request:47306", - "pull_request:46957|pull_request:47301", "pull_request:46895|pull_request:47298", + "pull_request:47294|pull_request:47306", "pull_request:47113|pull_request:47175", - "pull_request:47113|pull_request:47363", + "pull_request:46957|pull_request:47301", "pull_request:47113|pull_request:47243", - "pull_request:47360|pull_request:47363", - "pull_request:47291|pull_request:47363", + "pull_request:47113|pull_request:47275", + "pull_request:46912|pull_request:47113", "pull_request:46658|pull_request:47275", - "pull_request:47294|pull_request:47363", - "pull_request:47069|pull_request:47175", - "pull_request:47069|pull_request:47336", - "pull_request:47069|pull_request:47360", + "pull_request:47077|pull_request:47367", "pull_request:46957|pull_request:47336", - "pull_request:47184|pull_request:47301" + "pull_request:46658|pull_request:46895", + "pull_request:47275|pull_request:47367", + "pull_request:47184|pull_request:47301", + "pull_request:47210|pull_request:47367", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43424|pull_request:47301", + "pull_request:43823|pull_request:45655", + "pull_request:44827|pull_request:45170", + "pull_request:43424|pull_request:44827", + "pull_request:43823|pull_request:43995", + "pull_request:43251|pull_request:43823", + "pull_request:44827|pull_request:46048", + "pull_request:43424|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:44827|pull_request:45655" ], - 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"summary": "This cluster is heterogeneous: mostly unrelated model-addition PRs, docs-only updates, test tweaks, and a few isolated bug fixes. I don\u2019t see a single underlying issue/change that would justify a canonical duplicate target, and none of the soft-edge pairs look mergeable as one PR.", - "confidence": 0.96, + "summary": "This cluster is highly heterogeneous: it mixes unrelated PRs across model additions, docs, tests, infra, generation, quantization, and exporter/runtime fixes. None of the soft-pair candidates look like the same underlying change, so all are rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a suitable canonical representative here; the set spans many unrelated changes rather than one duplicate bug or feature.", "soft_edge_verdicts": [ { - "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "Different model integrations: OpenPangu-V2 vs NeuCodec. No shared code path or bug." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47143", - "accept": false, - "reason": "Torch availability helper change vs a new model implementation; unrelated subsystems." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47304", - "accept": false, - "reason": "Both are docs, but one is n-D parallelism and the other is MPS graph cache wording; unrelated edits." - }, - { - "left": "pull_request:46509", - "right": "pull_request:46995", - "accept": false, - "reason": "Nemotron Omni model support vs flash-linear-attention MLU availability; not the same change." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47210", - "accept": false, - "reason": "RoMa model support vs SDPA varlen packed-attention routing; different code paths." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47163", - "accept": false, - "reason": "OpenPangu-V2 model support vs XPU paged-attention tests; no underlying duplicate." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47108", - "accept": false, - "reason": "New keypoint matcher model support vs a documentation-comment tweak; unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47216", - "accept": false, - "reason": "Dino modernization/conversion mapping work vs compressed-tensors quantization docs/runtime; different features." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47301", - "accept": false, - "reason": "Doc-builder pin comment vs MTP documentation; no shared bug or change." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47179", - "accept": false, - "reason": "SDPA dispatch support for wav2vec2-style audio models vs Granite SWA model support; unrelated." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47210", - "accept": false, - "reason": "Granite SWA model support vs packed SDPA varlen attention; different areas." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47275", + "left": "pull_request:47291", + "right": "pull_request:47369", "accept": false, - "reason": "RoMa model support vs EfficientViT-SAM model support; both are model additions, not duplicates." + "reason": "Deprecating continuous batching config is unrelated to fixing fast tokenizer decode examples." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Japanese docs wording cleanup vs EfficientViT-SAM model addition; unrelated." + "reason": "Unlimited OCR model work and image-loading test refactoring are different changes." }, { - "left": "pull_request:46266", + "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "Dino conversion/model updates vs offloaded model saving fix; different problems." + "reason": "A new EfficientViTSam model add is unrelated to fixing fully offloaded model saving." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "Olmo3 CI expectation updates vs Granite SWA model support; test data change vs new model." + "reason": "Packed SDPA varlen routing and removing doc comments from an MPS page are unrelated." }, { - "left": "pull_request:47082", + "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "RoMa model support vs compressed-tensors fp8 integration/docs; unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47179", - "accept": false, - "reason": "XPU paged-attention test coverage vs Granite SWA model support; not the same code path." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47218", - "accept": false, - "reason": "Unlimited OCR model support vs image-loading test refactor; unrelated." + "reason": "Finegrained FP8 decode/kernel tuning is not the same as compressed-tensors quantization support." }, { - "left": "pull_request:47275", + "left": "pull_request:47216", "right": "pull_request:47336", "accept": false, - "reason": "EfficientViT-SAM model support vs offloading save fix; different subsystems." - }, - { - "left": "pull_request:47210", - "right": "pull_request:47304", - "accept": false, - "reason": "Packed SDPA varlen routing vs MPS graph cache docs; one is code, the other is documentation." + "reason": "Compressed-tensors docs/quantizer support and offloaded save_pretrained behavior are different code paths." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:47218", + "right": "pull_request:47367", "accept": false, - "reason": "Compressed-tensors quantization support vs offloaded-model saving fix; not mergeable into one PR." + "reason": "Image-loading test refactors do not match a pipeline device-placement behavior change." }, { - "left": "pull_request:46957", + "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode kernels vs compressed-tensors quantization docs/integration; similar broad area only, not same bug." + "reason": "Doc-builder pin comments and compressed-tensors quantization are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:46836", + "left": "pull_request:47367", + "right": "pull_request:47369", "accept": false, - "reason": "Docs-only parallelism page update vs new OCR model support; unrelated." + "reason": "Pipeline device defaults and tokenizer decode docs fix different APIs." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE tests for model internals vs Japanese documentation wording; no overlap." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47204", - "accept": false, - "reason": "Audio feature/proc requirement fixes vs torch-light exporter image setup; different maintenance areas." + "reason": "RoPE test coverage and Japanese docs wording are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support vs MTP docs; unrelated model vs docs change." + "reason": "Granite SWA model support and MTP assisted decoding docs are unrelated." }, { "left": "pull_request:47218", "right": "pull_request:47304", "accept": false, - "reason": "Image-loading test refactor vs MPS graph cache docs; unrelated." + "reason": "Image-loading test refactor and MPS docs cleanup are not the same change." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test extensions vs image-loading test refactor; both tests, but different features and failure modes." + "reason": "Quantization test updates and image-loading helper refactors target different subsystems." }, { - "left": "pull_request:47163", - "right": "pull_request:47218", + "left": "pull_request:46196", + "right": "pull_request:46509", "accept": false, - "reason": "Paged-attention XPU tests vs image-loading refactor tests; unrelated test additions." + "reason": "SDPA dispatch for wav2vec2-style models and Nemotron Omni support are unrelated model families." }, { "left": "pull_request:47166", "right": "pull_request:47352", "accept": false, - "reason": "Quantization test tweaks vs distributed runtime/mixin work; different subsystems." - }, - { - "left": "pull_request:47336", - "right": "pull_request:47360", - "accept": false, - "reason": "Offloading save fix vs CI OTEL workflow pilot; unrelated." + "reason": "Quantization test extensions and distributed runtime utilities do not fix the same bug." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE test updates across models vs kernel-native causal_conv1d integration; different concerns." + "reason": "RoPE tests and kernel-native causal_conv1d integration are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47336", + "right": "pull_request:47360", "accept": false, - "reason": "NeuCodec model support vs response_schema deprecation in serving/chat parsing; unrelated." + "reason": "Offloaded save_pretrained fixes and CI metadata reporting are different concerns." }, { - "left": "pull_request:47184", - "right": "pull_request:47352", + "left": "pull_request:47143", + "right": "pull_request:47320", "accept": false, - "reason": "Qwen3-next test accelerator gating vs distributed runtime utilities; not the same bug/change." + "reason": "New NeuCodec model support and response_schema deprecation touch unrelated areas." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI expectation adjustments vs kernel-native causal_conv1d functions; unrelated." + "reason": "Olmo3 CI expectation updates are not the same as kernel-native causal_conv1d support." }, { - "left": "pull_request:47350", + "left": "pull_request:47184", "right": "pull_request:47352", "accept": false, - "reason": "Inkling docs/model stub vs distributed runtime utilities; different scope." + "reason": "Qwen3-next accelerator test updates and distributed runtime utilities are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47306", "accept": false, - "reason": "CohereASR loss-shift fix vs Neuron finetuning experiments script; unrelated." + "reason": "CohereASR training-loss fix and Neuron experiment scripts are different changes." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch support for audio models vs MTP docs; unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47113", - "accept": false, - "reason": "Configuration typing fix for num_labels vs audio feature/proc requirement fixes; different code paths." + "reason": "SDPA dispatch support and MTP documentation are unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47306", + "right": "pull_request:47369", "accept": false, - "reason": "EfficientViT-SAM model support vs MPS graph cache docs; unrelated." + "reason": "Neuron experiment scripts and tokenizer decode docs are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model addition vs MTP documentation; unrelated." + "reason": "Adding Qwen3 TTS is unrelated to MTP assisted decoding docs." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "Qwen3-TTS model support vs Cosmos3 Edge model support; both model additions but different models and code." + "reason": "Japanese wording cleanup is unrelated to AMD Quark config changes." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:47322", + "right": "pull_request:47369", "accept": false, - "reason": "Japanese docs wording cleanup vs AMD Quark config class change; unrelated." + "reason": "Quark config class changes do not overlap with tokenizer decode documentation fixes." }, { "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "Japanese docs wording cleanup vs Executorch exporter fixes; no common underlying issue." + "reason": "Japanese docs wording and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:47298", - "right": "pull_request:47364", + "left": "pull_request:47275", + "right": "pull_request:47304", "accept": false, - "reason": "MI450 model-failure fixes vs CI report metadata workflow change; unrelated." + "reason": "EfficientViTSam model addition and MPS docs cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 support and dinos modernization are different model additions." }, { "left": "pull_request:47113", "right": "pull_request:47304", "accept": false, - "reason": "Audio requirements fixes vs MPS graph cache docs; unrelated." + "reason": "Audio feature/proc requirements fixes are unrelated to a docs-only MPS cleanup." }, { - "left": "pull_request:47113", - "right": "pull_request:47243", + "left": "pull_request:47163", + "right": "pull_request:47352", + "accept": false, + "reason": "Paged-attention XPU tests and distributed runtime utilities are unrelated test/runtime work." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47352", "accept": false, - "reason": "Audio requirements fixes vs Executorch exporter fixes; different subsystems." + "reason": "Qwen3 TTS model support and distributed runtime utilities are different features." }, { "left": "pull_request:43451", - "right": "pull_request:46266", + "right": "pull_request:47352", "accept": false, - "reason": "Molmo2 model addition vs Dino modernizing/conversion work; unrelated model integrations." + "reason": "Molmo2 model support and distributed runtime utilities are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS model support vs NeuCodec model support; different new models." + "reason": "Qwen3 TTS support and NeuCodec support are separate model additions." }, { - "left": "pull_request:44517", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support vs XPU paged-attention tests; unrelated." + "reason": "Molmo2 model support and MTP docs are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47352", + "left": "pull_request:44517", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model addition vs distributed runtime utilities; unrelated." + "reason": "Qwen3 TTS support and Nemotron Omni support are separate model integrations." }, { "left": "pull_request:47243", "right": "pull_request:47294", "accept": false, - "reason": "Executorch exporter fixes vs kernel-native causal_conv1d integration; different exporter/runtime changes." + "reason": "Executorch exporter fixes and kernel-native causal_conv1d integration are unrelated." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47369", + "accept": false, + "reason": "MI450 image decoding fixes and tokenizer decode docs are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47352", + "accept": false, + "reason": "NeuCodec support and distributed runtime utilities are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47360", "accept": false, - "reason": "Finegrained FP8 decode optimization vs OTEL CI workflow pilot; unrelated." + "reason": "Finegrained FP8 decode behavior and CI workflow metadata reporting are unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen routing vs deprecating continuous_batching_config; different generation internals." + "reason": "Packed SDPA varlen routing and deprecating continuous batching config are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47298", + "accept": false, + "reason": "CohereASR loss-shift fix and MI450 image-loading fixes are unrelated." }, { "left": "pull_request:47294", "right": "pull_request:47306", "accept": false, - "reason": "Kernel-native causal_conv1d integration vs Neuron LoRA experiments; unrelated." + "reason": "Kernel-native causal_conv1d support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio requirement fixes and Olmo3 CI expectation updates are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "Finegrained FP8 decode optimization vs MTP docs; unrelated." + "reason": "Finegrained FP8 kernel routing and MTP docs are unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47298", + "left": "pull_request:47184", + "right": "pull_request:47301", "accept": false, - "reason": "CohereASR training-loss fix vs MI450 model failure fixes; different models and goals." + "reason": "Qwen3-next accelerator tests and MTP docs are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:47275", + "right": "pull_request:47367", "accept": false, - "reason": "Audio requirement fixes vs Olmo3 CI expectation updates; unrelated test/CI concerns." + "reason": "EfficientViTSam model support and pipeline device placement changes are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47363", + "left": "pull_request:47210", + "right": "pull_request:47367", "accept": false, - "reason": "Audio requirement fixes vs TimesFM 2.5 window-size bugfix; different code paths." + "reason": "Packed SDPA varlen attention and pipeline device defaults are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47243", + "left": "pull_request:41855", + "right": "pull_request:43424", "accept": false, - "reason": "Audio requirement fixes vs Executorch exporter fixes; unrelated." + "reason": "Mistral tokenizer missing methods and Executorch dynamic-shape tests are unrelated." }, { - "left": "pull_request:47360", - "right": "pull_request:47363", + "left": "pull_request:41855", + "right": "pull_request:43823", "accept": false, - "reason": "OTEL CI workflow pilot vs TimesFM 2.5 bugfix; unrelated." + "reason": "Mistral tokenizer methods and MobileLLM model addition are unrelated." }, { - "left": "pull_request:47291", - "right": "pull_request:47363", + "left": "pull_request:42668", + "right": "pull_request:43823", "accept": false, - "reason": "ContinuousBatchingConfig deprecation vs TimesFM 2.5 window-size AttributeError fix; unrelated." + "reason": "Processor-auto robustness and MobileLLM model addition are different changes." }, { - "left": "pull_request:46658", - "right": "pull_request:47275", + "left": "pull_request:43424", + "right": "pull_request:47301", "accept": false, - "reason": "Step-3.7 Flash checkpoint tooling vs EfficientViT-SAM model support; no shared code path." + "reason": "Executorch dynamic-shape tests and MTP docs are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47363", + "left": "pull_request:43823", + "right": "pull_request:45655", "accept": false, - "reason": "Kernel-native causal_conv1d functions vs TimesFM 2.5 window-size fix; unrelated." + "reason": "MobileLLM model support and config-resolution ordering fix are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "num_labels typing/None fix vs Olmo3 CI expectation updates; unrelated." + "reason": "Mistral4 test fixes and layrnorm-to-layernorm renaming are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47336", + "left": "pull_request:43424", + "right": "pull_request:44827", "accept": false, - "reason": "num_labels typing fix vs offloaded-model saving fix; different code areas." + "reason": "Executorch tests and Mistral4 test fixes target different models and issues." }, { - "left": "pull_request:47069", - "right": "pull_request:47360", + "left": "pull_request:43823", + "right": "pull_request:43995", "accept": false, - "reason": "num_labels typing fix vs OTEL CI workflow pilot; unrelated." + "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47336", + "left": "pull_request:43251", + "right": "pull_request:43823", "accept": false, - "reason": "Finegrained FP8 kernel tuning vs offloaded-model saving fix; unrelated." + "reason": "Cross-entropy kwarg forwarding fix and MobileLLM model addition are unrelated." }, { - "left": "pull_request:47184", - "right": "pull_request:47301", + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape tests and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix and Mistral4 test fixes do not address the same code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Qwen3-next accelerator test gating vs MTP docs; unrelated." + "reason": "Mistral4 test fixes and config-resolution ordering changes are unrelated." } ] }, @@ -24126,29 +24231,22 @@ { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 32, "review_unit_index": 3, - "review_unit_count": 4, + "review_unit_count": 3, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-76", + "cluster_id": "cluster-40546-71", "nodes": [ "pull_request:40546", - "pull_request:41855", - "pull_request:42668", - "pull_request:43251", - "pull_request:43424", "pull_request:43451", "pull_request:43823", "pull_request:43995", "pull_request:44827", - "pull_request:45170", "pull_request:45213", - "pull_request:45655", - "pull_request:46048", "pull_request:46196", "pull_request:46509", "pull_request:46658", @@ -24157,7 +24255,6 @@ "pull_request:46912", "pull_request:46958", "pull_request:47003", - "pull_request:47069", "pull_request:47077", "pull_request:47090", "pull_request:47096", @@ -24166,12 +24263,10 @@ "pull_request:47166", "pull_request:47173", "pull_request:47175", - "pull_request:47181", "pull_request:47184", "pull_request:47210", "pull_request:47216", "pull_request:47243", - "pull_request:47275", "pull_request:47291", "pull_request:47292", "pull_request:47298", @@ -24180,23 +24275,9 @@ "pull_request:47306", "pull_request:47322", "pull_request:47336", - "pull_request:47350" + "pull_request:47367" ], "soft_pairs": [ - "pull_request:47069|pull_request:47298", - "pull_request:41855|pull_request:43424", - "pull_request:41855|pull_request:43823", - "pull_request:42668|pull_request:43823", - "pull_request:43424|pull_request:47301", - "pull_request:43823|pull_request:45655", - "pull_request:44827|pull_request:45170", - "pull_request:43424|pull_request:44827", - "pull_request:43823|pull_request:43995", - "pull_request:43251|pull_request:43823", - "pull_request:44827|pull_request:46048", - "pull_request:43424|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:44827|pull_request:45655", "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:45213", "pull_request:43995|pull_request:44827", @@ -24207,614 +24288,484 @@ "pull_request:47173|pull_request:47292", "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", - "pull_request:47275|pull_request:47350", "pull_request:47184|pull_request:47292", "pull_request:47301|pull_request:47304", "pull_request:47077|pull_request:47304", "pull_request:46658|pull_request:46836", "pull_request:47210|pull_request:47301", - "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", + "pull_request:47003|pull_request:47243", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", - "pull_request:46509|pull_request:47181", "pull_request:46509|pull_request:47163", - "pull_request:46836|pull_request:47350", "pull_request:47301|pull_request:47336", "pull_request:47291|pull_request:47322", "pull_request:47163|pull_request:47292", + "pull_request:47304|pull_request:47367", "pull_request:47216|pull_request:47301", "pull_request:43451|pull_request:46836", - "pull_request:47143|pull_request:47181", "pull_request:46509|pull_request:47301", + "pull_request:46509|pull_request:46836", "pull_request:43451|pull_request:46509", - "pull_request:47163|pull_request:47181", - "pull_request:47181|pull_request:47301", "pull_request:47163|pull_request:47210", - "pull_request:47304|pull_request:47350", + "pull_request:47143|pull_request:47163", "pull_request:46658|pull_request:47143", "pull_request:46658|pull_request:47322", - "pull_request:47143|pull_request:47163", "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47322", - "pull_request:47301|pull_request:47350", "pull_request:47143|pull_request:47301", + "pull_request:47301|pull_request:47367", "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47291", - "pull_request:47096|pull_request:47291", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", "pull_request:43451|pull_request:46658", - "pull_request:47181|pull_request:47306", + "pull_request:47306|pull_request:47367", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", - "pull_request:43451|pull_request:47350", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47298" + "pull_request:43451|pull_request:47298", + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47298", + "pull_request:47096|pull_request:47322", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47298", + "pull_request:47003|pull_request:47306", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298", + "pull_request:47163|pull_request:47298" ], - "prepared_review_unit_hash": "e3137580d84ca8b300502a7a23d6d902056580a9139c4b45c32b0f338ab9acff", + "prepared_review_unit_hash": "eac99e880ecd9b7be1e819216180da53518c70eadd33115c58446624269c7bec", "component_budget": { - "node_count": 76, - "item_count": 76, - "soft_pair_count": 209, - "serialized_chars": 262862, - "estimated_input_tokens": 65716, - "estimated_eval_tokens": 131688 + "node_count": 71, + "item_count": 71, + "soft_pair_count": 198, + "serialized_chars": 246980, + "estimated_input_tokens": 61745, + "estimated_eval_tokens": 123746 }, "budget": { - "node_count": 45, - "item_count": 45, - "soft_pair_count": 72, - "serialized_chars": 128618, - "estimated_input_tokens": 32155, - "estimated_eval_tokens": 64566 + "node_count": 35, + "item_count": 35, + "soft_pair_count": 63, + "serialized_chars": 104562, + "estimated_input_tokens": 26141, + "estimated_eval_tokens": 52538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated PRs (new model adds, docs, exporter fixes, and test updates). The only clear duplicate set is the CohereASR training-loss double-shift fixes, where three PRs target the same files and same issue.", - "confidence": 0.96, + "summary": "Only the CohereASR training-loss fixes form a real duplicate cluster; the rest are separate model additions, exporter/test/doc changes, or broad subsystem updates that are not the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick 47090 as the canonical PR: it is the clearest and most complete CohereASR double-shift fix, with explicit explanation of the loss behavior and the same target files as the related variants.", + "canonical_pr_reason": "PR 47090 is the strongest representative of the only true duplicate cluster: it cleanly fixes the CohereASR double-shift bug, explains the label/shift-label behavior, and has an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best representative of the only genuine duplicate cluster here; the rest of the items are not close enough to consolidate into one PR.", + "best_pr_reason": "47090 is the best global representative because it is the most complete and explicit version of the actual duplicate bugfix; the other CohereASR PRs are earlier variants of the same change.", "soft_edge_verdicts": [ - { - "left": "pull_request:47069", - "right": "pull_request:47298", - "accept": false, - "reason": "Unrelated changes: config property typing vs image decoding fallback/MI450 test fixes." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43424", - "accept": false, - "reason": "Mistral tokenizer methods and ExecuTorch dynamic-shape export tests are different subsystems and different bugs." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43823", - "accept": false, - "reason": "Tokenizer utility methods vs adding MobileLLM model support are unrelated." - }, - { - "left": "pull_request:42668", - "right": "pull_request:43823", - "accept": false, - "reason": "Processor auto-loading robustness and MobileLLM model addition are not the same change." - }, - { - "left": "pull_request:43424", - "right": "pull_request:47301", - "accept": false, - "reason": "ExecuTorch export test coverage and MTP docs are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "New MobileLLM model support is unrelated to cls.config resolution ordering." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Mistral4 test/model fixes and layrnorm\u2192layernorm renaming are different bugs." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Dynamic-shape export testing and Mistral4 test fixes do not share the same concrete issue." - }, - { - "left": "pull_request:43823", - "right": "pull_request:43995", - "accept": false, - "reason": "MobileLLM model add and Falcon output-collection refactor are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Cross-entropy kwargs forwarding and MobileLLM model addition are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are different features." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Same as above: export test coverage vs MobileLLM model support." - }, - { - "left": "pull_request:43251", - "right": "pull_request:44827", - "accept": false, - "reason": "Loss helper kwargs forwarding is unrelated to Mistral4 test/model work." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 testing changes and cls.config resolution order fix are unrelated." - }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and the model-creation skill are not the same underlying bug/change." + "reason": "Different PRs: Falcon output-refactor vs a model-creation skill draft. Same broad area only, not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the model-creation skill are unrelated." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill draft; they touch different code paths and purposes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 tests are different code paths." + "reason": "Different models and different fixes; only a loose shared theme of model code cleanup." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support and the model-creation skill are unrelated." + "reason": "MobileLLM model addition is unrelated to the model-creation skill draft; not the same underlying change." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift issue, same files, same target issue; 47090 is a later formulation of the same fix." + "reason": "Same CohereASR training-loss double-shift bug in the same files; these are variants of the same fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug and same code path; only the loss handling details differ slightly." + "reason": "Same CohereASR loss-shift bug and same code paths; clearly the same concrete fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss-shift problem on the same files and issue target." + "reason": "Both patch the same CohereASR double-shift training-loss issue in the same model files." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU-related test updates, but they touch different models and different failures." + "reason": "Both are XPU test updates, but for different models and different failures; broad platform similarity only." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites for different models; same platform theme is too broad to be a duplicate." + "reason": "Different test suites and different models; not the same bug or change." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test expansions across many models vs OLMo3 CI expectation tweaks are not the same change." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47350", - "accept": false, - "reason": "EfficientViT-SAM model addition and Inkling docs are unrelated." + "reason": "Both are test/CI adjustments, but for unrelated models and unrelated numeric expectations." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different model-specific XPU test adjustments, not one underlying bug." + "reason": "Separate XPU test fixes for different models; not one shared underlying defect." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "MTP docs and MPS graph-cache docs are unrelated documentation changes." + "reason": "Docs-only PRs for unrelated topics (MTP vs MPS graph cache); no shared concrete change." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs and MPS graph-cache docs are unrelated." + "reason": "Japanese translation work is unrelated to the MPS graph-cache docs update." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 Flash model work and Unlimited OCR model work are separate new-model PRs." + "reason": "Different new-model additions; same broad onboarding pattern, but not the same model or change." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA routing change vs MTP docs are unrelated." + "reason": "Packed SDPA routing is a code change; MTP support is documentation for a different feature." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Both touch exporter files, but OpenVINO exporter work and ExecuTorch exporter fixes are different changes and code paths." + "reason": "Different model additions (Nemotron Omni vs NeuCodec); only similar repository boilerplate." }, { - "left": "pull_request:46509", - "right": "pull_request:47143", + "left": "pull_request:47003", + "right": "pull_request:47243", "accept": false, - "reason": "Nemotron Omni model support and NeuCodec model support are different additions." + "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are separate exporter changes with different targets." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests and quantization test updates are unrelated." + "reason": "Unrelated test updates for different features/models; not the same concrete failure." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different XPU-related test coverage for different models; not the same bug." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47181", - "accept": false, - "reason": "Nemotron Omni and Cosmos3 Edge are separate model additions." + "reason": "Both are test-only XPU changes, but they address different models and different expectations." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Model support vs paged-attention XPU tests are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47350", - "accept": false, - "reason": "Unlimited OCR model support and Inkling docs are unrelated." + "reason": "Nemotron Omni model addition and paged-attention XPU tests are unrelated changes." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "MTP documentation and offloaded-model save_pretrained logic are unrelated." + "reason": "Docs on MTP and offloaded-model saving are unrelated topics and code paths." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Generation config deprecation and AMD Quark config changes are different issues." + "reason": "Continuous-batching deprecation/config handling and AMD Quark config changes are different features." }, { "left": "pull_request:47163", "right": "pull_request:47292", "accept": false, - "reason": "Different model test failures on XPU; too broad to merge as one duplicate." + "reason": "Different XPU test adjustments for different models; not the same bug." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "MPS graph-cache docs and pipeline device-placement clarification are separate documentation changes." }, { "left": "pull_request:47216", "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." + "reason": "Compressed-tensors FP8 support and MTP docs are unrelated changes." }, { "left": "pull_request:43451", - "right": "pull_request:47243", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." + "reason": "Molmo2 and Unlimited OCR are separate model additions; same general onboarding pattern only." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:46509", + "right": "pull_request:47301", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are separate new model integrations." + "reason": "Model addition vs generation docs; not the same underlying work." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "NeuCodec model work and AMD Quark config changes are unrelated." + "reason": "Different model additions with no shared concrete bug or feature." }, { "left": "pull_request:43451", - "right": "pull_request:47291", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model support and generation-config deprecation are unrelated." + "reason": "Both are new-model PRs, but for different models and different files; broad similarity only." }, { - "left": "pull_request:47096", - "right": "pull_request:47291", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Exporter/model support for Kimi25 and generation-config deprecation are unrelated." + "reason": "VibeVoice and Molmo2 are distinct model additions; same repo area but not the same change." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "VibeVoice and Molmo2 are separate new-model PRs." + "reason": "Model addition PRs for different models; not duplicates." }, { "left": "pull_request:43451", - "right": "pull_request:47175", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model addition and Kimi exporter/model work are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "Different exporter-related PRs touching different models and different issues; not one fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 addition and MI450 failure fixes are unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model support and OLMo3 CI expectation tweaks are unrelated." + "reason": "New-model scaffolding and Quark config changes are unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "Exporter/model work and MI450 test/runtime fixes are different concrete changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exporter changes and Quark quantization config changes are unrelated." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", "accept": false, - "reason": "Exportability work for Kimi25 and OLMo3 CI are unrelated." + "reason": "Neuron experiment scripts and pipeline docs/device placement are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:47306", "accept": false, - "reason": "Different model additions with different code paths and artifacts." + "reason": "Molmo2 addition and Neuron experiment files are different workstreams." }, { - "left": "pull_request:47181", + "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Cosmos3 Edge model support and Neuron experiments are unrelated." + "reason": "Exporter/model work and Neuron experiment scripts are not the same change." }, { - "left": "pull_request:43451", - "right": "pull_request:47301", + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter support and MI450 image-loading/model failures are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model add and MTP docs are unrelated." + "reason": "Kimi export changes and NeuCodec model addition are different features." }, { - "left": "pull_request:47181", - "right": "pull_request:47301", + "left": "pull_request:47003", + "right": "pull_request:47143", "accept": false, - "reason": "Cosmos3 Edge model support and MTP docs are unrelated." + "reason": "OpenVINO exporter support and NeuCodec support are unrelated changes." }, { - "left": "pull_request:47181", - "right": "pull_request:47306", + "left": "pull_request:47096", + "right": "pull_request:47163", "accept": false, - "reason": "Cosmos3 Edge model support and Neuron experiments are unrelated." + "reason": "Kimi export work and paged-attention test updates are not the same underlying bug." }, { - "left": "pull_request:43451", - "right": "pull_request:47243", + "left": "pull_request:47143", + "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." + "reason": "NeuCodec model addition and MI450 runtime/test fixes are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47243", + "left": "pull_request:47163", + "right": "pull_request:47298", "accept": false, - "reason": "Kimi25 exportability and ExecuTorch exporter fixes are different changes." + "reason": "Paged-attention XPU tests and MI450 fixes are different test/runtime issues." }, { - "left": "pull_request:47291", - "right": "pull_request:47336", + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "Generation config deprecation and offloaded save_pretrained behavior are unrelated." + "reason": "Step3.7 Flash and NeuCodec are separate model additions with different scopes." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:46658", + "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." + "reason": "Step3.7 Flash model work and Quark config changes are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support and Quark config changes are unrelated." + "reason": "SDPA dispatch support for wav2vec2-family models and NeuCodec addition are unrelated." }, { - "left": "pull_request:46658", + "left": "pull_request:47143", "right": "pull_request:47322", "accept": false, - "reason": "Step3.7 Flash model work and AMD Quark config changes are unrelated." + "reason": "NeuCodec support and Quark config changes are different areas." }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 and Kimi25 are different model integrations." + "reason": "Molmo2 addition and ExecuTorch exporter fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." + "reason": "Kimi exportability work and ExecuTorch exporter fixes are separate changes." }, { "left": "pull_request:43451", - "right": "pull_request:47298", + "right": "pull_request:47291", "accept": false, - "reason": "Molmo2 model addition and MI450 image-utils/model fixes are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 1, - "component_count": 33, - "review_unit_index": 4, - "review_unit_count": 4, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-76", - "nodes": [ - "pull_request:43451", - "pull_request:47003", - "pull_request:47096", - "pull_request:47143", - "pull_request:47163", - "pull_request:47298", - "pull_request:47306", - "pull_request:47322", - "pull_request:47350" - ], - "soft_pairs": [ - "pull_request:43451|pull_request:47322", - "pull_request:47096|pull_request:47298", - "pull_request:47096|pull_request:47322", - "pull_request:43451|pull_request:47306", - "pull_request:47096|pull_request:47306", - "pull_request:47003|pull_request:47298", - "pull_request:47003|pull_request:47306", - "pull_request:47298|pull_request:47350", - "pull_request:47096|pull_request:47143", - "pull_request:47003|pull_request:47143", - "pull_request:47096|pull_request:47163", - "pull_request:47143|pull_request:47298" - ], - "prepared_review_unit_hash": "6f36fc3f6a8a730bb39e330c8c2ac61382c9d45811f64f530c9588f0505cc334", - "component_budget": { - "node_count": 76, - "item_count": 76, - "soft_pair_count": 209, - "serialized_chars": 262862, - "estimated_input_tokens": 65716, - "estimated_eval_tokens": 131688 - }, - "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 24907, - "estimated_input_tokens": 6227, - "estimated_eval_tokens": 12710 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is a collection of unrelated pull requests: model additions, exporter work, test tweaks, and environment-specific fixes. None of the soft pairs look like the same underlying change or bug fix, so no duplicate merges are justified.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the items span separate features and fixes across different subsystems, with no shared code path or concrete duplicate target.", - "best_issue_reason": null, - "best_pr_reason": "PR 47003 (OpenVINO HF Exporter) is the most substantial self-contained feature PR in the set, with coordinated code, docs, and integration changes; however, it is not a duplicate of the others.", - "soft_edge_verdicts": [ + "reason": "Molmo2 model addition and continuous-batching deprecation/config updates are unrelated." + }, { "left": "pull_request:43451", - "right": "pull_request:47322", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model integration and AMD Quark quantization config changes are unrelated features in different code paths." + "reason": "Molmo2 addition and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47298", + "right": "pull_request:47175", "accept": false, - "reason": "Kimi exportability fixes and MI450 image/runtime failure fixes address different models and different failure modes." + "reason": "Kimi export work and OLMo3 CI numeric updates are not the same change." }, { - "left": "pull_request:47096", - "right": "pull_request:47322", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Exportable Kimi and AMD Quark config updates are unrelated; one targets model export support, the other quantization config handling." + "reason": "Molmo2 and Step3.7 Flash are separate model additions." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model addition and Neuron training experiment scripts are different changes with no shared bug or code path." + "reason": "Molmo2 addition and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Kimi export support and Neuron experiment scripts are unrelated; they do not fix the same concrete issue." + "reason": "Exporter/model work and Neuron experimentation are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter work and MI450 model failures are separate platform/export issues with no duplicate evidence." + "reason": "OpenVINO exporter and MI450 image/model failures are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter implementation and Neuron experiments are distinct feature areas and not the same change." - }, - { - "left": "pull_request:47298", - "right": "pull_request:47350", - "accept": false, - "reason": "MI450 model failure fixes and Inkling documentation/model scaffolding are unrelated." + "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability fixes and NeuCodec model support are separate model-specific additions, not one underlying bug." + "reason": "Kimi export work and NeuCodec addition are different concrete changes." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter and NeuCodec support are unrelated features in different subsystems." + "reason": "OpenVINO exporter support and NeuCodec addition are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi export changes and paged-attention XPU test support do not address the same code path or bug." + "reason": "Kimi export work and paged-attention XPU tests are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47298", "accept": false, - "reason": "NeuCodec support and MI450 runtime fixes are unrelated model-specific changes." + "reason": "NeuCodec addition and MI450 fixes are different underlying changes." }, { - "left": "pull_request:47096", - "right": "pull_request:47306", + "left": "pull_request:47163", + "right": "pull_request:47298", "accept": false, - "reason": "Kimi exportability and Trainium/Neuron experiment scripts are different changes with no common underlying defect." + "reason": "Paged-attention XPU tests and MI450 fixes are unrelated." } ] }, @@ -24828,7 +24779,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24844,12 +24795,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "3a1db366cde75320a5eb94d18da26c2f9551f7228b110ea8dccc0cb5b1b31d20", + "prepared_review_unit_hash": "899e0e9d578224548bfae97cf06df7df285dfcd21e476da4d6c833edea50d0ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24857,7 +24808,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24866,18 +24817,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "summary": "The two PRs are not duplicates: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing features.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more focused, self-contained feature addition: it adds a single model-class capability for DINOv3ViT image classification with a narrow code path and clear test/doc updates.", + "canonical_pr_reason": "No canonical PR: these are unrelated feature additions for different model families and should not be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best representative of the cluster only in the sense that it is the narrower and more concrete change; however, it is not a duplicate of #40755.", + "best_pr_reason": "Neither PR is a good canonical representative for this pair because they do not describe the same change; if one had to be picked for the cluster, 41224 is a cleaner self-contained feature PR, but it is not a duplicate of 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates versus DINOv3ViT image classification support. They touch different model implementations, filenames, and user workflows, so they are not the same bug or change." + "reason": "Different underlying features and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support. They are not plausibly mergeable into one PR." } ] }, @@ -24891,7 +24842,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24954,7 +24905,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24970,7 +24921,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "2201c8d1d719912435d699ae4c75a7ee4dd13a15fce97d566cbd1737e6eeee7d", + "prepared_review_unit_hash": "7714e08a2a445b457d5e3c3bab5c9d494d68f7e97d7078ef652540fce08a3712", "component_budget": { "node_count": 2, "item_count": 2, @@ -24992,18 +24943,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions maintenance bumps, but they address different concrete actions and different incompatibilities: PR 42975 targets Node 24 compatibility for checkout/cache/upload-artifact, while PR 42976 updates docker/build-push-action and related workflow versions. They overlap in some workflow files, but not in the underlying change.", - "confidence": 0.95, + "summary": "Two broad workflow-maintenance PRs overlap in some files, but they update different GitHub Actions for different reasons and are not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because its scope is clearer and more targeted: it upgrades workflow actions specifically for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 42975 is the best single PR to represent the cluster since it has the clearest stated purpose and broader overlap with the shared workflow maintenance theme.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: same broad CI/workflow maintenance theme, but the actual fixes are different action upgrades with different compatibility goals and code paths; they are not the same underlying change and would not plausibly merge into one PR." + "reason": "Both are general GitHub Actions version bumps, but 42975 mainly updates checkout/cache/upload-artifact for Node 24 compatibility while 42976 updates docker/build-push-action and other actions to latest versions. They do not fix the same underlying bug or code path, so they should not be merged." } ] }, @@ -25017,7 +24968,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25038,58 +24989,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "cd5b968730d2b782cb4e8148f6fe59ddb7ccdcc5776517b7405af48e6a8ea612", + "prepared_review_unit_hash": "40cd3e67a93aaa529d397bfedb397aa659798e7e2586aea703c7b9417ab3e0c3", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share repository plumbing like docs and auto-mapping updates, but not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are four distinct model-addition PRs. The overlap is mostly boilerplate around docs and auto-registration files, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different models, not duplicates of one another.", + "canonical_pr_reason": "PR 45490 is the most central anchor in this set: it has the broadest model-infrastructure footprint and the strongest activity, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "If one PR must be selected as the representative, #46562 is the strongest candidate by review activity and scope, but it still addresses a different model than the others.", + "best_pr_reason": "PR 45490 is the best representative anchor for the cluster because it touches multiple shared registry/model-infra paths and has the highest review activity, even though the PRs are not duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different model families and different implementation targets. Shared docs/auto-registry edits are generic model-addition plumbing, not the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared files are generic docs/auto-registry boilerplate, not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths and test suites. They only overlap on common Transformers integration files." + "reason": "Unrelated model families and changes (vision model vs time-series model); overlap is only on common registry/docs files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model introductions; the overlap is broad repository wiring, not a single concrete bug or feature." + "reason": "Molmo and CTSM are separate model implementations with different codepaths; similarity is limited to shared framework wiring." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model additions with different domains and implementations. Similar auto-mapping/documentation edits are insufficient to treat them as duplicates." + "reason": "Both add models, but CTSM and Step3.7 are different concrete models with different implementations; shared auto-mapping/docs files do not make them the same change." } ] }, @@ -25103,7 +25054,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25138,130 +25089,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "4861f674abcc342d2561111337deb0da26fb1c5125fababaa5c42b67e36e0295", + "prepared_review_unit_hash": "fe98cf200f32c5faea935a0c027582f5fbea81860714eb0cb41a190a80182c4d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19586, + "estimated_input_tokens": 4897, + "estimated_eval_tokens": 10050 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19586, + "estimated_input_tokens": 4897, + "estimated_eval_tokens": 10050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated PRs: test-only fixes, an FP8 dequant change, a generation validation fix, and a CI integration fix. The only strong duplicate-like pair is the two YOLOS PRs, which both address the same device-mismatch problem with `device_map=\"auto\"` and could plausibly be merged into one fix.", - "confidence": 0.95, + "summary": "Most PRs are unrelated despite vague titles, but the two YOLOS PRs (46886 and 46922) address the same device-mismatch issue in the same file and target the same issue, so they form the only plausible duplicate pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical representative: it directly fixes the YOLOS device-mismatch path with a concrete runtime change in `modeling_yolos.py`, and it subsumes the related `device_map=\"auto\"` split-module adjustment from 46886.", + "canonical_pr_reason": "PR 46922 is the better canonical representative: it targets the explicit YOLOS issue, fixes the concrete forward-path device mismatch, and includes the more complete code change in the same model file.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest overall representative because it targets the same explicit YOLOS issue as 46886 and includes the more complete fix path, making it the clearest canonical PR for this cluster.", + "best_pr_reason": "46922 is the strongest standalone PR because it has the clearest issue linkage and the most directly relevant fix for the YOLOS device-mismatch bug.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are vague test-fix PRs, but they touch different model test files and show no evidence of the same underlying bug or change." + "reason": "Different models and different code paths; the similarity is only superficial and the diffs do not fix the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenizer changes and FP8 dequant logic are unrelated code paths." + "reason": "Whisper tokenization/tests versus FP8 dequantization; unrelated subsystems and unrelated failures." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes and generation watermark validation are unrelated fixes." + "reason": "Whisper decode changes are unrelated to generation watermarking / model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenizer work is unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper tokenizer logic and YOLOS device-placement fixes are unrelated changes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are both test/CI-related in a broad sense, but they address different models and different failure modes." + "reason": "Generic test edits versus CI/device-map infrastructure; not the same underlying bug or change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits do not match the FP8 dequant fix in code or bug report." + "reason": "Different models and different fix areas; no shared concrete code-path problem." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Model test tweaks are not the same change as the generation watermarking validation fix." + "reason": "One is model test edits, the other is generation/config and FP8 loading logic; unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Vague model test fixes are not the same underlying bug as the YOLOS runtime device-placement issue." + "reason": "CLIP/ViT test changes do not match the YOLOS runtime device-mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading changes are unrelated to the Phimoe CI runner-memory workaround." + "reason": "Both touch model/integration utilities, but they fix different concrete issues in different paths and are not mergeable as one PR." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and different failure modes: FP8 quantization vs generation config validation." + "reason": "FP8 dequantization changes and generation watermarking validation fixes are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant logic and YOLOS device mismatch are unrelated." + "reason": "Different models and different runtime problems; no shared underlying bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation and Phimoe CI environment fixes are not the same underlying bug." + "reason": "Generation watermarking validation and Phimoe CI integration are unrelated changes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "These fixes live in different code paths: generation watermark validation vs YOLOS device placement." + "reason": "Generation config validation is unrelated to YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory limiting for Phimoe tests is unrelated to the YOLOS model runtime fix." + "reason": "CI memory patching for Phimoe integration tests is not the same issue as the YOLOS device-mismatch fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue with `device_map=\"auto\"`; the later PR extends the same fix path with the mid-position embedding device cast, so they could plausibly be merged into one change." + "reason": "Both target the same YOLOS device-mismatch issue, touch the same file, and propose overlapping fixes that could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: most PRs are clearly unrelated test/CI or subsystem fixes, and the only plausible duplicate/mergeable pair is the two YOLOS PRs (46886 and 46922), which share the same issue target and file and can reasonably be combined into one bugfix. The other soft-edge verdicts are conservative and do not overclaim duplicates." + "feedback": "The summary is grounded in the packet: 46886 and 46922 share the same YOLOS issue target and file, and 46922 includes the concrete forward-path device fix plus the no-split-module change. The other pair verdicts stay conservative and are supported by the distinct models/subsystems shown in the diffs." }, "evaluator_used": true, "retried": false, @@ -25272,7 +25223,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25291,12 +25242,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "db46e5ff7d839e510c3a845e4210bafb76c1ab32c1523652de3ea202ac970593", + "prepared_review_unit_hash": "62c8ebb63e4a8b6651ae2ee681a7359654d2302df235b1370dd0b8c78000b78c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -25304,7 +25255,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -25313,30 +25264,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open \"don't merge\" PRs with only superficial overlap (tests/workflow repo-bot checks). They target different files and different behaviors, so they are not duplicates of the same underlying change or bug.", - "confidence": 0.95, + "summary": "Three open [don't merge] PRs that are only superficially similar: one is a setup/version/dependency bot check, one is a workflow/test diff showcase, and one flips a workflow trigger for security-gate testing. They do not look like the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the three PRs address unrelated maintenance/test/workflow experiments rather than one shared fix or feature.", + "canonical_pr_reason": "PR #43532 is the broadest and most central of the three, touching multiple CI/workflow files and a test file, so it best represents the cluster superficially.", "best_issue_reason": null, - "best_pr_reason": "None of the PRs is a good global representative for a duplicate cluster because there is no shared concrete code-path problem across them.", + "best_pr_reason": "PR #43532 is the best representative PR in this set because it overlaps the most on CI/test surface area and is the most general of the three, even though the PRs are not truly duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different concerns: repo-bot/setup/test-bump changes vs. a workflow trigger/security-gate change in .github/workflows/pr-ci-security-gate.yml." + "reason": "Different changes: #43488 is a setup/dependency/version bot-check PR, while #46747 only changes a security-gate workflow trigger. Same broad repo area, but not the same code-path problem." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only weak overlap via test files; one changes packaging/versioning, the other rewires CI/comment workflows and test utilities." + "reason": "#43488 is about setup.py/dependency table/version formatting; #43532 is a CI/workflow diff display change across several workflow files. Shared test filename is incidental, not the same underlying fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they change different GitHub Actions paths and fix different behavior, so they are not the same PR-sized change." + "reason": "Both touch workflows, but #43532 is a diff-display/self-comment CI change with test harness updates, while #46747 specifically switches pr-ci-security-gate from pull_request_target to pull_request. Not mergeable as one PR." } ] }, @@ -25350,7 +25301,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25366,12 +25317,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8d75915b0a8a2e05971ce0d7f112f0daa6f5ed639769d8d7ad1ae57d88e7f525", + "prepared_review_unit_hash": "f8696e2b0a8554e5a469a812e997edcf39448f881b1cf4894c228fe405a4790d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25379,7 +25330,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25388,18 +25339,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some common scaffolding and docs wiring, but they target different tasks, different pipeline modules, and different model/test coverage.", - "confidence": 0.96, + "summary": "These are related feature PRs in the same multimodal/pipeline area, but they implement different pipelines for different tasks: concept segmentation vs visual segmentation. They should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate set: PR #43612 and PR #43613 add different pipelines with different task names, docs, tests, and model integrations.", "best_issue_reason": null, - "best_pr_reason": "43613 is the broader and more complete standalone PR, with additional model integrations and tests, but it is still a distinct change from 43612.", + "best_pr_reason": "No global best PR for deduplication: the PRs are separate feature changes targeting different code paths, so neither subsumes the other.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared docs/infrastructure files are not enough to treat them as the same code-path change." + "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared scaffolding files do not make them the same change, and the model/test coverage differs." } ] }, @@ -25413,7 +25364,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25429,7 +25380,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4b99394dd2f1fd1c00b122666446c9e375c83d1e9086a24ac5190a70c609c47c", + "prepared_review_unit_hash": "62fe596d9ed535b4ec2f10288f2d78fa43f289b310aa516e8ce517ecbde6b7f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -25451,18 +25402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py` and add new override points for custom trainers, but they solve different problems: one changes gradient-accumulation loss scaling, the other changes signature-column filtering for PEFT/custom models. They are related in theme but not duplicates.", - "confidence": 0.94, + "summary": "These two PRs both modify `trainer.py`, but they address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the cleaner canonical representative if one must be chosen: it makes a concrete behavioral fix in `training_step` around gradient accumulation loss scaling, with a narrowly scoped helper property that directly addresses the bug.", + "canonical_pr_reason": "PR 43651 is the more concrete, user-facing trainer behavior change: it adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss normalization. PR 43663 is a separate refactor around input column filtering, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the most suitable single representative for this cluster because it is a direct fix to a specific training-path issue. PR #43663 is a separate refactor/extension of dataset column filtering and does not describe the same code-path problem.", + "best_pr_reason": "PR 43651 is the better representative of this cluster because it introduces the clearer functional behavior change and is more directly tied to training semantics than the narrower column-filtering refactor in PR 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 alters loss scaling during training steps, while #43663 adds an overridable signature-column helper for input filtering. Same file and similar customization theme, but not the same bug or mergeable fix." + "reason": "Reject: these touch different trainer code paths and solve different problems. 43651 changes GA loss scaling; 43663 changes signature-column inspection for column filtering. Shared filename alone is not enough to treat them as the same underlying change." } ] }, @@ -25476,7 +25427,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25492,12 +25443,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "60343fd8e0aebfa969c785b2cecf264e3e761d0a76f524f2a58feb8224873b79", + "prepared_review_unit_hash": "fa67c09a48168cb279e3088f0687e44f6d8811641f2efbcead4e06db6aaa2a5e", "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 }, @@ -25505,7 +25456,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25514,18 +25465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI serve module and both mention TypeAdapter/NameError, but they appear to fix different annotation/runtime issues rather than the exact same bug.", - "confidence": 0.82, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and reference a `TypeAdapter` NameError, but they target different runtime/typing failure modes. PR #43656 is a broader annotations cleanup, while PR #43842 is a narrower fix for missing `pydantic` at import/type-check time. They are related, but not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more focused and direct fix: it explicitly addresses the TypeAdapter NameError when pydantic is missing, with a minimal TYPE_CHECKING import/quoted annotation change.", + "canonical_pr_reason": "#43656 is the broader, earlier CLI typing fix and best represents the cluster; #43842 is a later, narrower pydantic-specific adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets the concrete failure mode described in its title and patch, whereas #43656 also changes broader typing behavior in serve.py.", + "best_pr_reason": "#43656 is the best representative PR because it addresses the more general `serve.py` annotation NameError path and has the fuller fix footprint.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject as duplicates: both are in the same file and related to annotation NameErrors, but #43656 broadly adds postponed annotations and type-hint cleanup, while #43842 specifically fixes the TypeAdapter NameError when pydantic is not installed. They are not the same concrete fix." + "reason": "Same file and similar symptom, but different concrete causes/fixes: one is a broader future-annotations/type-hint cleanup, the other is a pydantic-missing typing import issue. Not the same mergeable PR." } ] }, @@ -25539,7 +25490,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25605,7 +25556,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -25653,8 +25604,8 @@ "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:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -25662,8 +25613,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -25686,8 +25637,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", - "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", + "pull_request:44018|pull_request:44059", "pull_request:43997|pull_request:44017", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44056", @@ -25718,502 +25669,376 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "80cba96a246b846da815c8b714442956d683a6c067e2cff5aca07e3917f26f1a", + "prepared_review_unit_hash": "cfe20fe5060a46a29bb38b0f33c682210512ed37fa88a81fabdc5d07582426d4", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84513, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76943, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76940, + "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 batch of model-specific output-tracing refactors. The only clear duplicate pairs are within the GPT-J/CodeGen subtree and the GPT-Neo subtree; the rest are different model families and should not be merged just because they share a standardized-output theme or issue target.", - "confidence": 0.93, + "summary": "This cluster is mostly a set of independent model-specific output-tracing refactors tied to the same umbrella issue, not one duplicated bug fix. The only clear duplicate/revision families are the GPT-J/CodeGen PRs and the GPT-Neo PR pair; the rest touch different models and should stay separate.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest concrete representative in the GPT-J/CodeGen duplicate set: it overlaps the same code path and files as 44066/44085 and directly captures the shared output-tracing refactor.", + "canonical_pr_reason": "PR 44722 is the broadest/latest representative of the GPT-J/CodeGen output-tracing refactor family, with the same concrete refactor pattern as 44066/44085 and the most complete scope in that subgroup.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best global representative because it is the most complete and central PR in the only strong duplicate subcluster, with the clearest overlap and explicit issue linkage.", + "best_pr_reason": "PR 44722 is the best single representative of the cluster because it captures the most complete version of the repeated GPT-J/CodeGen standardized-output-tracing change while the other PRs are distinct model ports.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same issue target alone is not enough." + "reason": "Different model families and code paths; shared output-tracing theme and issue target are not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different backbones and code paths; not the same concrete change." + "reason": "CVT/FNet refactor vs DeBERTa refactor; unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; plausibly one merged PR." + "reason": "Same GPT-J output-tracing refactor family in the same core file; looks like a revision/overlap of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision models; only the refactor theme matches." + "reason": "RegNet/ResNet vs EfficientNet; same umbrella issue only, not the same concrete fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated changes." + "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing; distinct code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different implementation paths." + "reason": "GPT-J/CodeGen work vs EfficientNet work; different model code." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + "reason": "MobileNetV2 refactor vs DeBERTa refactor; separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models; both are output-tracing refactors but not the same bug/change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file/test surface." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT is not the same concrete refactor." + "reason": "GPT-J/CodeGen refactor vs MPT refactor; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same file/model; these look like duplicate/revised versions of one change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo; same theme but not the same fix." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and ResNet are different code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; distinct architectures and implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated model code." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "MGP-STR refactor and GPT-J/CodeGen refactor are separate model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same code path." + "reason": "ResNet vs GPT-J; no shared concrete code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated refactors." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are different changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 and MPT are different model implementations." + "reason": "ResNet vs MPT; not the same change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo output tracing is unrelated to GPT-J/CodeGen output tracing." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are unrelated model-specific refactors." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are different models." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT2 and MGP-STR are unrelated changes." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are not the same concrete fix." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer and VisualBERT are different code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different model-specific changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBERT are unrelated backbones." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT and LongT5 are different code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are not the same fix." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 and MPT are unrelated." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are different changes." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44116", "accept": false, - "reason": "TextNet and LongT5 are different model families." + "reason": "GPT-Neo vs Flaubert/XLM; different model code." }, { "left": "pull_request:44018", - "right": "pull_request:44161", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated." + "reason": "GPT-Neo refactor and Flaubert/XLM refactor are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBERT and MPT do not share the same code path." + "reason": "MPT vs GPT-J/CodeGen; different concrete implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model-specific refactors." + "reason": "GPT-Neo and GPT-J are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet and LongT5 are different implementations." + "reason": "GPT-Neo vs MGP-STR; unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different code paths." + "reason": "GPT2 refactor vs MGP-STR refactor; different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and MPNet are unrelated changes." + "reason": "ViLT vs Flaubert/XLM; separate model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and ImageGPT are different model families." + "reason": "GPT2 output tracing and GPT-J/CodeGen output tracing are not the same change." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated." + "reason": "GPT-Neo vs MPT; distinct model code." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "SegFormer vs LongT5; same umbrella refactor style only." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." + "reason": "SegFormer and VisualBert are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "44074", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and TextNet are unrelated model-specific changes." + "reason": "SegFormer refactor vs GPT-J/CodeGen refactor; different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "GPT-Neo vs MPT; not the same underlying fix." }, { - "left": "pull_request:44074", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and SegFormer are unrelated." + "reason": "RegNet vs VisualBert; distinct model code." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are different model code paths." + "reason": "SegFormer vs MPT; unrelated model changes." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and ImageGPT are unrelated changes." + "reason": "MPT vs MGP-STR; different concrete implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model families." + "reason": "VisualBert vs LongT5; same refactor theme, but not the same change." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT2 are unrelated." + "reason": "VisualBert vs Flaubert/XLM; separate model-specific work." }, { - "left": "pull_request:44056", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and GPT-J are different code paths." + "reason": "GPT2 and MPT are different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44071", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and MPT are unrelated." + "reason": "MPNet vs LongT5; unrelated implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and DeBERTa are different implementations." + "reason": "RegNet vs GPT-Neo; no shared concrete bug or change." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and TextNet are unrelated." + "reason": "RegNet and LongT5 are unrelated model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT and DeBERTa are different model code paths." + "reason": "TextNet vs Flaubert/XLM; different model refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "DeBERTa and TextNet are unrelated." + "reason": "MPNet vs GPT-Neo; only the refactor pattern matches, not the change." }, { - "left": "pull_request:44017", - "right": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer and MPNet are different changes." + "reason": "MPT vs SpeechT5; unrelated model implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet and ImageGPT are different model-specific refactors." + "reason": "CVT/FNet vs LongT5; different model code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model paths." + "reason": "CVT/FNet and SegFormer are separate model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "Different model families; only the standardized-output theme matches." + "reason": "SqueezeBERT vs DeBERTa; not the same underlying change." }, { "left": "pull_request:44044", - "right": "pull_request:44129", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated changes." + "reason": "DeBERTa vs TextNet; distinct models and implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa and VITS are different code paths." + "reason": "FocalNet vs ImageGPT; same output-tracing theme only." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor and same concrete code path." + "reason": "Same GPT-J/CodeGen output-tracing refactor family, same concrete files, and 44722 looks like the later combined revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change; this could be merged into one PR." + "reason": "Same GPT-J output-tracing change in the same file family; these look like overlapping revisions of one refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific refactors." + "reason": "GPT-J refactor vs SpeechT5 refactor; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different vision model families; not the same change." + "reason": "CVT/FNet vs RegNet/ResNet; not a duplicate fix." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet output tracing is unrelated to SpeechT5." + "reason": "CVT/FNet vs SpeechT5; separate model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different code paths." + "reason": "DeBERTa vs SpeechT5; different concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated changes." + "reason": "DeBERTa vs ViLT/VITS-related refactor; unrelated models." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model-specific refactors." + "reason": "FocalNet vs ImageGPT; different model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the accepted PR pairs are the same-model, same-file output-tracing refactors that look mergeable into a single bugfix PR, and the rejected pairs are appropriately separated by model family or code path. The representative/canonical PR choice for the GPT-J/CodeGen cluster is also supported by the shared file overlap and explicit issue linkage." + "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors tied only by the umbrella issue, while the GPT-J/CodeGen and GPT-Neo pairs are the only clear overlap/revision families. The accepted soft-edge pairs are conservative and look mergeable as single bugfix revisions of the same model-specific changes." }, "evaluator_used": true, "retried": false, @@ -26224,7 +26049,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -26248,14 +26073,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "8fd3eca4b98d03ad14c45eb281583af4d0e8c6ac624ec42d547cd48fcd16d10d", + "prepared_review_unit_hash": "9d2985d1c1b9e5ee4b2799377e21356c794edabb10c8797003bd8f41016479bb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84513, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, @@ -26270,42 +26095,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six PRs are model-specific refactors for standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "These PRs are all model-specific migrations to the new standardized output-capture system, but they touch different architectures and code paths. They are related by theme, not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44073 is the cleanest representative of the cluster: it explicitly wires in `capture_outputs` and `_can_record_outputs` for a model-specific output-tracing refactor, making it a good canonical example of this change pattern.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts capture_outputs/can_return_tuple and has a focused, model-local implementation. That said, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #44073 is the best single representative because it most clearly implements the standardized output-capture pattern in a self-contained model file, whereas the others are separate model ports of the same idea.", + "best_pr_reason": "PR 44073 is the best single representative of the cluster because its title and diff most clearly express the common output-tracing migration pattern while staying narrowly scoped to one model.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but one is for VisualBert and the other for TextNet; they touch different model implementations and are not the same concrete change." + "reason": "Both are output-tracing refactors, but they are for different models (VisualBert vs TextNet) and different forward paths. Same theme, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate MPNet vs VisualBert refactors of the same framework pattern, not the same bug or mergeable single PR." + "reason": "MPNet and VisualBert are separate model implementations with different output-recording plumbing; this is not one shared bug or mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized tracing updates, but they affect different model code paths (MPNet vs TextNet) and are not duplicates." + "reason": "These are independent refactors in different model files and code paths. The similarity is only the standardized output-capture pattern." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; these PRs share only the refactor theme, not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations. They do not appear to fix the same underlying code-path problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert output collection and SpeechT5 output tracing are different model-specific changes, so they should not be merged as one PR." + "reason": "SqueezeBert and SpeechT5 have different implementations and targets. Sharing the capture_outputs theme is not enough to treat them as duplicates." } ] }, @@ -26319,7 +26144,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26384,268 +26209,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c6f5a263d9c3901f94659e6d0bb79f6ae125ef86212eb5be124017505767adcd", + "prepared_review_unit_hash": "3f0a3d76a421a6d3cf98d9184ad4ccc00ae9a2e8148eab678fbe3bfc24fedc06", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39797, - "estimated_input_tokens": 9950, - "estimated_eval_tokens": 20156 + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39797, - "estimated_input_tokens": 9950, - "estimated_eval_tokens": 20156 + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of parallel refactors for output tracing across many unrelated model implementations. They share a theme and some similar helper usage, but they are not the same underlying bug or change, so they should not be deduplicated together.", - "confidence": 0.96, + "summary": "A cluster of similar-looking output-tracing refactors across different Transformer model families; they share the theme but not the same underlying bug or code change, so the soft duplicate links should be rejected.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44003 is the broadest representative of the theme: it adds tracing/capture plumbing across the Mamba/FalconMamba path and has the most substantive implementation change in the set.", + "canonical_pr_reason": "No PR here is a true duplicate anchor; 44025 is a reasonable canonical representative because it is a self-contained output-tracing refactor applied to a closely related model pair with a coherent diff.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest single representative PR here because it makes a concrete, multi-file output-tracing change rather than a narrow model-specific cleanup.", + "best_pr_reason": "44025 is the best single representative of the cluster: it cleanly demonstrates the decorator-based output-tracing refactor on one model family and its prompt variant, with a focused implementation.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths and not mergeable as one change." + "reason": "Same refactor theme, but timm_backbone and upernet are different model paths with different output plumbing; not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated model families and separate forward paths." + "reason": "Different architectures and files; both mention output tracing, but they do not fix the same concrete code path." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Shared refactor style only; timm_backbone and univnet are distinct implementations with no common concrete bug." + "reason": "timm_backbone vs univnet are unrelated implementations; this is a thematic match only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and code paths; this is thematic similarity, not the same underlying change." + "reason": "Different model families and refactor scopes; not plausibly one merged PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Same broad cleanup pattern, but timm_backbone and rwkv are unrelated enough that they would not be one PR." + "reason": "timm_backbone and rwkv are distinct code paths; same utility import pattern is not a duplicate signal." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both refactor output handling, but mobilenet_v1 and univnet are separate models with different forward logic." + "reason": "MobileNetV1 and UnivNet are unrelated models; no shared underlying bug or identical fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same general refactor idea, but mobilenet_v1 and upernet are different architectures and code paths." + "reason": "Different subsystems and output contracts; only the refactor style overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; similar tracing cleanup is not enough to treat them as one change." + "reason": "MobileNetV1 and Depth Anything are separate vision models with different forward/output code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These are separate model wrappers with analogous refactors, but not the same concrete code-path issue." + "reason": "MobileNetV1 and VisionEncoderDecoder are not the same concrete change, despite both touching output tracing." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Mobilenet_v1 and speech_encoder_decoder are unrelated implementations; this is only broad thematic similarity." + "reason": "MobileNetV1 vs SpeechEncoderDecoder is a broad thematic similarity only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Same refactor motif, but vision_text_dual_encoder and univnet are distinct code paths and not one duplicate fix." + "reason": "VisionTextDualEncoder and UnivNet are different model families; same refactor pattern does not imply duplication." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; both mention output tracing but are not the same underlying change." + "reason": "Different code paths in different model families; not one fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families and implementation details; too broad to merge as a duplicate PR." + "reason": "VisionTextDualEncoder and Falcon/Mamba are unrelated implementations and cannot be merged as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These are model-specific refactors in unrelated modules, not one shared bug or change." + "reason": "Separate model families and different output contracts; only the high-level refactor theme matches." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different code paths; the overlap is only the refactor pattern." + "reason": "UnivNet and UperNet are unrelated code paths; no shared underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Same high-level cleanup, but no shared concrete implementation target." + "reason": "Different architectures and files; not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different audio/depth model implementations; not the same fix." + "reason": "UnivNet and Depth Anything are different models; similar tracing cleanup is not enough for duplicate status." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated subsystems; no common code-path bug." + "reason": "UperNet and RWKV are unrelated subsystems, so this is not one duplicate fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "These refactors target different model families and cannot plausibly be one merged PR." + "reason": "Different model families and different output-capturing logic; no mergeable overlap." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are output-tracing themed, but Mamba/FalconMamba and CodeGen are separate implementations with different mechanics." + "reason": "Falcon/Mamba and CodeGen are distinct code paths; both are refactors, not the same bug." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm_backbone and CodeGen are unrelated model code paths; similarity is only in naming and refactor style." + "reason": "Timm backbone and CodeGen are unrelated; shared utility imports do not make them duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward signatures; not the same concrete change." + "reason": "UnivNet and CodeGen are separate implementations with different output tracing needs." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Same general refactor theme, but UperNet and CodeGen are not one duplicate fix." + "reason": "UperNet and CodeGen fix different models and call signatures; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated implementations; no shared underlying bug." + "reason": "VisionTextDualEncoder and CodeGen are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate model wrappers; this is parallel refactoring, not a duplicate." + "reason": "Depth Anything and VisionEncoderDecoder are different model families; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; too broad to merge as one PR." + "reason": "Depth Anything and SpeechEncoderDecoder are distinct implementations with no shared bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated models despite similar output-handling cleanup." + "reason": "Depth Anything and SuperPoint are different models and different forward/output contracts." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "These target different model implementations and do not fix the same concrete issue." + "reason": "Depth Anything and RWKV are unrelated code paths; not one concrete issue." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same refactor theme is not enough for duplication." + "reason": "Depth Anything and DPR are distinct model families with different output behavior." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated code paths and cannot be merged as one bug fix." + "reason": "VisionEncoderDecoder and RWKV are unrelated; this is only a generic tracing refactor similarity." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "These are separate encoder-decoder wrappers, but they are still distinct model implementations." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate encoder-decoder wrappers, but not the same code path or fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are different subsystems with different semantics." + "reason": "Different models and different output-tracing implementations; not mergeable into one PR." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and changes; only the refactor pattern overlaps." + "reason": "VisionEncoderDecoder and DPR are different model families and different bugs/changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations; no shared concrete fix." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; same refactor style is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths and forward behavior; not mergeable as one PR." + "reason": "SpeechEncoderDecoder and RWKV are different model paths with no shared concrete defect." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct model families, so this is not a duplicate change." + "reason": "SpeechEncoderDecoder and DPR are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; similarity is limited to tracing refactor wording." + "reason": "SuperPoint and RWKV are different model families; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and output semantics; not the same underlying issue." + "reason": "SuperPoint and DPR do not share a concrete code-path issue." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate code paths with no common concrete bug or change." + "reason": "RWKV and DPR are unrelated model implementations; same broad tracing cleanup only." } ] }, @@ -26659,7 +26484,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26675,7 +26500,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ffdc1f8aab5d10a004e3ce109c6bf3d494ea040fdc2b21c36909e228f1a70020", + "prepared_review_unit_hash": "ae495b178e2ddaa4ed9537e71ae234780ed8530f67001711e909bb45132f3f64", "component_budget": { "node_count": 2, "item_count": 2, @@ -26697,18 +26522,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-onboarding PRs: one adds PenguinVL, the other adds Voxtral TTS. They share only common Transformers scaffolding files and docs boilerplate, not the same underlying code change.", + "summary": "These are unrelated model-addition PRs. They overlap only on shared Transformers scaffolding (docs, auto registries, package init) and do not fix the same code-path or feature.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better representative PR because it is explicitly tied to issue #45027 and is a focused implementation for a single model family.", + "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a narrower, well-scoped Voxtral TTS feature addition.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest standalone PR in this cluster: it has an explicit issue target and a clearly scoped model support addition, whereas #44662 is a separate, unrelated model implementation.", + "best_pr_reason": "PR 45401 is the strongest cluster representative: it is clearly tied to issue 45027 and has a focused implementation surface.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different feature sets (PenguinVL vs Voxtral TTS); shared auto/docs files are boilerplate for adding new models, not evidence of the same change." + "reason": "Different model integrations and different end goals: PenguinVL implementation vs Voxtral TTS support. Shared files are generic registry/docs wiring, not evidence of the same underlying bug or change." } ] }, @@ -26722,7 +26547,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26738,12 +26563,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "ae22518b6d8056f5a7ca710d989006679b8f195db8c902fed7d2cb339d9e1230", + "prepared_review_unit_hash": "0adafc58be7c8d13230df2f6cc20a56063cc8be5f310015aa45c41787b4fb3dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26751,7 +26576,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26760,18 +26585,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs about fusion exist, but they target different layers of the stack: one adds a generic module fusion API, the other implements kernel-config-driven n-to-1 fusion. They are related in theme, not the same change.", - "confidence": 0.9, + "summary": "Two related-but-distinct feature PRs in the same broad fusion area: one introduces a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion. They are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new `module_fusion.py` API and tests, which looks like the core abstraction rather than one concrete use-case.", + "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it adds a new module_fusion API and dedicated tests, making it the better representative of the fusion feature cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more concrete user-facing feature, with a specific `KernelConfig`-based fusion flow, integration points, and an example demonstrating the behavior.", + "best_pr_reason": "PR #44979 is the best single representative because it defines the core abstraction for module fusion rather than a narrower integration of kernel fusion into existing loading paths.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but they address different code paths and scopes: #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion via `KernelConfig` plus integration changes and an example. They are not the same underlying bug or mergeable into one PR without combining distinct features." + "reason": "These target different concrete changes: #44979 introduces a new generic Module Fusion API, while #45363 wires KernelConfig-based kernel fusion into model loading/integrations and adds an example. Same broad theme, but not the same underlying bug or mergeable PR." } ] }, @@ -26785,7 +26610,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26801,12 +26626,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "58a916166f5676a3754fd79e9f8c52941047fd44e37ec8b4092d3fc6b7771763", + "prepared_review_unit_hash": "98aadac6ccf5cc58cdb7fbf8cd3cc3df27f12b6ac7f1abbe6c1a4307413ea7d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -26814,7 +26639,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -26823,18 +26648,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same concrete Mistral regex/pre-tokenizer AttributeError in the same file, and the later PR is essentially the same code change plus tests. They look like duplicate attempts at one fix rather than separate changes.", - "confidence": 0.98, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds tests but targets the same code path and bug.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 and also adds test coverage, making it the more complete duplicate target.", + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best representative PR for this cluster since it addresses the same bug with added validation and is more complete than 45086.", + "best_pr_reason": "45317 is the best PR candidate: it addresses the same concrete AttributeError and includes regression tests, so it is the most complete version of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same touched code path and filename, and the second PR only extends the first with tests." + "reason": "Same underlying bug and same one-line fix in the same function; the second PR is a superset with tests, so these are duplicates." } ] }, @@ -26848,7 +26673,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26864,12 +26689,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2c53c01394f5debc4fdf38fe1cae985886a0f3d9ca469f1fd8c352a4567b6459", + "prepared_review_unit_hash": "8575a6dd3eade55ca93a02f633220eb8c20f462a947f6f6a5d13c59a55c28a0b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26877,7 +26702,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26886,18 +26711,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH model-support PRs, but they are not duplicates: one is a focused conversion/mapping refactor, the other is a broader architecture split introducing NemotronHDense/NemotronHSparse plus docs/tests.", - "confidence": 0.92, + "summary": "Two NemotronH pull requests with overlapping model files, but they address different scopes: one is a conversion-mapping/refactor PR for NemotronH weights, the other splits NemotronH into dense/sparse model variants and updates docs/tests.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more complete architectural change: it introduces the new dense/sparse model variants, updates auto-mapping, docs, and tests, whereas 45115 is a narrower conversion-mapping/refactor patch.", + "canonical_pr_reason": "PR #45569 is the more canonical PR for the cluster because it is the broader, more complete architecture change: it adds dedicated NemotronHDense/NemotronHSparse model packages, updates auto-mapping/docs, and refactors NemotronH into a dispatcher.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the full user-facing model split and integration work rather than only the internal checkpoint conversion renames.", + "best_pr_reason": "PR #45569 is the best representative of the cluster since it contains the larger end-to-end model reorganization and user-facing API changes, whereas #45115 is a narrower conversion-mapping follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Not the same concrete change: 45115 mainly adds checkpoint conversion/key renaming for NemotronH, while 45569 restructures the model into dense/sparse variants and updates docs/tests. They touch overlapping files but target different code-path changes." + "reason": "Both touch NemotronH files, but the concrete changes differ: #45115 only adds checkpoint conversion key renames for NemotronH/NemotronH Dense, while #45569 restructures the model into dense/sparse variants and updates docs/tests. They do not look like the same underlying change and would not plausibly merge into one PR." } ] }, @@ -26911,7 +26736,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26927,12 +26752,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "83805643709edf81fd65e7891e8e9adeb927b74ad82157ecf5b0bc559aaf6140", + "prepared_review_unit_hash": "87c11a521b6b86157028da9b37e3a5e16ba024a61030c11992dcdecf5caa3637", "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 }, @@ -26940,7 +26765,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26949,18 +26774,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the typing space, but they address different changes: one is a broad type-checking sweep across many Transformers files, while the other adds targeted typing aliases/protocols and modeling_utils integration. The overlap in a few files is incidental rather than the same underlying fix.", - "confidence": 0.86, + "summary": "Two open PRs both touch typing-related code in transformers, but they are different changes: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/helpers for modeling_utils and PEFT integration.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more coherent, focused change: it introduces shared typing helpers/protocols and wires them into specific code paths. PR 45415 is a much broader type-checking pass across unrelated modules and pyproject settings.", + "canonical_pr_reason": "PR 45415 is the better canonical PR because it is the broader umbrella change, spanning many files and a typing-lint configuration update, while 45425 is a narrower follow-up focused on specific typing abstractions.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative because it has a tighter, more self-contained purpose and is more likely to be merged as a single change set. PR 45415 is too broad and heterogeneous to serve as a clean canonical PR for the cluster.", + "best_pr_reason": "PR 45415 is the best representative of the cluster since it captures the main large-scale typing effort; 45425 is more specialized and looks like a separate incremental typing fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they are not the same concrete change: 45415 is a broad annotation/type-checking sweep over many files, while 45425 adds specific typing protocols/aliases and model integration. Shared files alone are not enough to treat them as duplicates." + "reason": "Both are typing-related, but they solve different problems: 45415 is a broad type-checking pass across many files, while 45425 adds concrete protocols/aliases for modeling_utils and PEFT-related typing. Shared files alone are not enough to treat them as the same change." } ] }, @@ -26974,7 +26799,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26990,7 +26815,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3e3b61bbecf96a0ee7800437be27ea6956ffdccc3eba91831adaba94c2497ff4", + "prepared_review_unit_hash": "88a5c1bf67d64b06a113608636d9b3e7f490aeba1d81c14983786b3b9877b088", "component_budget": { "node_count": 2, "item_count": 2, @@ -27012,18 +26837,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs share the EP/transformers loading theme, but they address different bugs: one is about preserving distributed_config/EP detection during Accelerate + ZeRO-3 loading, the other about preventing expert parameters from being overwritten by rank-0 broadcast under FSDP2.", - "confidence": 0.89, + "summary": "Both items are EP-related Transformer loading fixes, but they target different failure modes and different code paths: one is about preserving distributed_config and handling EP + DeepSpeed ZeRO-3 loading, the other about preventing expert parameters from being overwritten during FSDP2/sharded loading.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete and representative EP bug fix: it targets the actual parameter corruption path during sharded loading/broadcast and includes the relevant loader/integration changes. PR #45548 is narrower and more about config serialization and EP detection.", + "canonical_pr_reason": "PR #45662 is the better canonical PR because it addresses the more concrete and specific bug: expert parameters being silently overwritten by rank-0 broadcast during EP/FSDP2 loading, with a clear code-path fix in model loading and MoE integration.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone representative of this cluster because it fixes the specific expert-overwrite failure mode in code paths that clearly explain the observed corruption.", + "best_pr_reason": "PR #45662 is the strongest representative overall because it has the clearest, self-contained bug description and the most direct fix to a concrete loading corruption issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are EP-related, but they fix different problems and code paths: 45548 handles config serialization/has_ep for Accelerate + ZeRO-3 loading, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Not the same underlying bug." + "reason": "Related subsystem, but not the same underlying bug. #45548 focuses on EP + DeepSpeed ZeRO-3 loading via accelerate launch and serialized distributed_config handling; #45662 fixes experts being overwritten during FSDP2/sharded loading. Different mechanisms and not plausibly one PR." } ] }, @@ -27037,7 +26862,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27053,7 +26878,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "feeb82de5f26876e2aa09f227c78579d6ab60b03fd5cbc21051a13ab058fa9e0", + "prepared_review_unit_hash": "1247742a8dab7f93ba3a560aca59bdce5041cccb8af75e51fb96692cba3e3a24", "component_budget": { "node_count": 2, "item_count": 2, @@ -27075,18 +26900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-safe captured_info logging problem in testing_utils, with 45645 extending the core fix to CI log collection. They are closely related enough to treat as one cluster.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info logging problem in transformers testing utilities; PR 45645 appears to be the broader superset, adding CI workflow handling for multiple artifacts on top of the same core fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix plus the necessary workflow change to preserve and aggregate the new per-worker captured_info files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the xdist-safe captured_info fix plus the supporting workflow update to consume per-worker log files, making it the more complete version of the same change.", "best_issue_reason": null, - "best_pr_reason": "45645 is the strongest representative of the cluster: it addresses the same bug and also updates the CI path that consumes the artifacts, making it the most complete change set.", + "best_pr_reason": "PR 45645 is the strongest representative of the underlying change: it fixes the log-file collision and also preserves CI debug log collection, whereas 45639 covers only the core library-side adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info xdist collision bug in testing_utils; 45645 is a superset that adds the CI-side file handling needed for the new per-worker outputs." + "reason": "Same underlying bug/change: both target xdist-safe captured_info handling for testing debug logs, share the same issue target and files, and 45645 is a plausible superset that could subsume 45639 into one PR." } ] }, @@ -27100,7 +26925,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27166,7 +26991,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27182,7 +27007,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "aacd746202f425089adb59ef9a19f7c02cc2a3d2a95e5f1a7742d04fa3d38ab7", + "prepared_review_unit_hash": "75429e9d3dadfe564e24c225432604ac15bde8f88487261b86ef031eec541047", "component_budget": { "node_count": 2, "item_count": 2, @@ -27204,18 +27029,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP/Trainer integration change, the other is a broad distributed branch base with many unrelated edits. The shared files reflect overlap in the subsystem, not the same underlying patch.", - "confidence": 0.9, + "summary": "These are related distributed-training pull requests, but they do not look like the same concrete change. PR #46126 is a focused EP/Trainer integration patch, while PR #46269 is a much broader distributed branch-base PR spanning FSDP, MoE, loading, CI, and other infrastructure. The file overlap is not enough to treat them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change: it targets EP + Trainer integration on top of DistributedConfig and has a narrow code-path focus.", + "canonical_pr_reason": "PR #46126 is the more canonical representative because it is a narrow, concrete feature integration centered on EP + Trainer behavior. PR #46269 is an umbrella branch-base change with many unrelated distributed updates, so it is not a good duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it is concrete and directly scoped, whereas PR #46269 is a wide branch-base aggregation touching many areas and is not a clean duplicate target.", + "best_pr_reason": "PR #46126 is the best single PR for the cluster because it is specific and self-contained, whereas PR #46269 is too broad to serve as a clean representative of one underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Do not merge: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base spanning many unrelated files. Shared filenames alone do not indicate the same concrete bug or change." + "reason": "Reject: despite overlapping distributed filenames, the PRs target different scopes. #46126 focuses on EP/Trainer integration, while #46269 is a broad distributed branch-base merge with many additional unrelated changes, so they are not the same underlying fix/change." } ] }, @@ -27229,7 +27054,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27283,232 +27108,196 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "07d6b0d3832638f5937b9944adb2f75671c8ab5a509ebba2fdbfdea790808784", + "prepared_review_unit_hash": "ef429c53200ce1aabe827f05889619aa172a4df7530c373c7294c103e28c8d0e", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26676, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26666, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26676, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26666, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. Even where multiple PRs touch the same workflow file, they change different behavior and should not be treated as duplicates.", - "confidence": 0.94, + "summary": "This cluster is mostly a pile of small, unrelated CI/workflow maintenance PRs. The apparent similarity comes from editing GitHub Actions YAML, but the concrete changes target different workflows and different behaviors, so I would not merge any soft edges as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the set splits into several unrelated workflow changes across different files and different code paths.", + "canonical_pr_reason": "If one PR must be used as the cluster anchor, 46554 is the closest hub because it is the substantive pr-ci-security-gate change and shares the most superficial overlap with later workflow updates; however, the cluster is not a true duplicate set, so this is only a representative anchor, not a real canonical duplicate.", "best_issue_reason": null, - "best_pr_reason": "None of the PRs is a good global duplicate representative because there is no shared underlying fix/change across the cluster.", + "best_pr_reason": "46554 is the most representative PR among the repeated pr-ci-security-gate edits: it contains the main workflow-security-gate logic change and sits at the center of the only dense subcluster. It is still not a duplicate of the others, but it is the best single PR to represent that subtopic.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior: stdin handling in self-comment CI vs security-gate logic in PR CI." + "reason": "Different workflows and different changes; one updates self-comment CI stdin handling, the other rewrites pr-ci-security-gate logic. Same broad area only at the YAML level." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different behavior: self-comment CI input handling vs PR CI permissions/approval flow." + "reason": "Unrelated workflow changes: stdin handling in self-comment CI versus permissions/approval logic in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different behavior; one is self-comment CI, the other is a reusable PR CI security-gate note update." + "reason": "Different CI workflows and different behaviors; no shared bug or change beyond both being workflow YAML edits." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different behavior: self-comment CI vs changing secrets passing in PR CI security gate." + "reason": "Self-comment CI command-line input fix is unrelated to the pr-ci-security-gate secret handling change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated fixes: self-comment CI message piping vs build-ci-docker-images commit-message parsing." + "reason": "Different workflows and different concrete fixes; one changes self-comment CI input piping, the other changes build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but one updates SSH runner setup and the other changes benchmark triggering; not the same underlying change." + "reason": "SSH runner hardening and benchmark_v2 dispatch enablement are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH-runner hardening vs anti-slop permission scoping are unrelated changes." + "reason": "Different workflows and different purposes: SSH runner security/monitoring versus anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH-runner security/monitoring changes vs assign-reviewers checkout ref fix are different code paths." + "reason": "Different workflows and different concrete logic; SSH runner hardening is not the same as assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate behavior." + "reason": "SSH runner secret-unset/hardening work is unrelated to pr-ci-security-gate diff-based checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate behavior." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH-runner workflow changes are unrelated to a reusable PR CI security-gate comment/update." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "SSH-runner workflow changes are unrelated to PR CI security-gate secrets handling." + "reason": "Different workflow files and different code paths; no evidence of the same underlying bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both concern workflow files, but one adjusts anti-slop permissions while the other changes benchmark dispatch conditions." + "reason": "Different workflows and behaviors: anti-slop permission scoping versus benchmark_v2 workflow_dispatch support." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permission scoping and assign-reviewers checkout ref are unrelated fixes." + "reason": "Both are workflow YAML, but they fix unrelated issues in different jobs/files." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions and build-ci-docker-images commit-message parsing are different behaviors." + "reason": "Anti-slop permissions and build-ci-docker-images message handling are separate changes with no common code path." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permission scoping is unrelated to PR CI security-gate logic." + "reason": "Same broad CI area, but anti-slop permission scoping is unrelated to pr-ci-security-gate logic changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref fix vs benchmark_v2 trigger change are unrelated workflow behaviors." + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark_v2 trigger behavior." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers checkout ref fix and build-ci-docker-images message parsing are unrelated." + "reason": "Different workflows and different fixes; no same underlying problem." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers workflow fix is unrelated to PR CI security-gate behavior." + "reason": "Assign-reviewers behavior and pr-ci-security-gate behavior are different code paths, not a single fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch conditions and build-ci-docker-images commit-message parsing are different code paths." + "reason": "Benchmark_v2 trigger conditions and build-ci-docker-images commit-message parsing are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark trigger change is unrelated to PR CI security-gate logic." + "reason": "Different workflows and different behaviors; only superficial YAML similarity." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate workflow changes." + "reason": "Build-ci-docker-images commit-message handling is unrelated to pr-ci-security-gate workflow logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate permission/approval changes." + "reason": "Different workflow files and different fixes; no plausible single merged PR." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete changes: one adds checkout-based file scanning, the other changes permissions and approval gating." + "reason": "Same file, but different changes: one adds checkout and diff-based security checks, the other changes permissions and approval gating. Not the same underlying fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different fixes: security-check implementation vs comments about reusable workflow safety." + "reason": "Same workflow file, but the changes are distinct: one alters the reusable workflow invocation notes, the other adds security-check logic." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different fixes: added security checks vs removing inherited secrets." + "reason": "Both touch pr-ci-security-gate.yml, but one changes local security-check behavior while the other changes inherited secrets to empty secrets; these are separate fixes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different concrete changes: permissions/if-guarding vs explanatory comments." + "reason": "Same file, different fixes; permissions/approval gating versus reusable-workflow documentation and trust note." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different concrete changes: permissions/approval flow vs switching to empty secrets." + "reason": "Different changes to the same workflow file, but not the same bug or change; one scopes permissions, the other removes inherited secrets." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both touch the same reusable workflow, but one adds safety notes while the other changes secrets passing; not the same underlying change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Build-ci-docker-images and PR CI security-gate are unrelated workflow changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH-runner hardening is unrelated to PR CI security-gate comments." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Build-ci-docker-images and PR CI security-gate are unrelated workflow changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "SSH-runner hardening is unrelated to PR CI security-gate secrets handling." + "reason": "Both are pr-ci-security-gate.yml edits, but one adds safety commentary around the reusable workflow and the other changes secrets passing. Not mergeable as one duplicate fix." } ] }, @@ -27522,7 +27311,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27585,7 +27374,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27601,12 +27390,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "e636400753970857be102b331a1698d93a599f332073d3f3d098eae9b17403e9", + "prepared_review_unit_hash": "2fddc831d46a26b413fad207d88c9b1519d3ef7214d13fd3a3b0299dc56c93cd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4881, + "serialized_chars": 4883, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27614,7 +27403,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4881, + "serialized_chars": 4883, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27623,18 +27412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the right side of the MoonshineStreaming sliding-window mask. PR 47162 is the better representative because it includes the MoonshineStreaming fix plus an analogous Gemma4 fix and tests, while 46310 is the narrower MoonshineStreaming-only version.", - "confidence": 0.76, + "summary": "Both PRs fix the same off-by-one error in MoonshineStreaming\u2019s sliding-window right mask (`-dist <= right_window_size`), but PR #47162 also bundles an additional Gemma4 fix and tests. They are closely related, with #47162 being the broader superset.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the broader, more complete change set: it includes the same MoonshineStreaming one-line fix as 46310, adds the same correction in Gemma4, and includes tests, so it is the best canonical PR for the cluster.", + "canonical_pr_reason": "PR #47162 is the better canonical PR because it contains the MoonshineStreaming fix plus tests and a broader cross-model correction, making it the more complete patch set.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 best represents the cluster because it captures the shared off-by-one bug and the broader follow-up coverage, whereas 46310 is just the narrower MoonshineStreaming-only subset.", + "best_pr_reason": "PR #47162 is the strongest representative of the underlying bug class: it fixes the same MoonshineStreaming off-by-one and adds validation coverage, while also covering the related Gemma4 variant.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying off-by-one right-window bug in the MoonshineStreaming sliding-window mask; 47162 contains the same fix and extends it to Gemma4/tests, so the overlap is strong enough to treat as the same change family." + "reason": "Accept: both PRs correct the same MoonshineStreaming right-window off-by-one in the same code path; #47162 is a superset that adds the same fix plus tests (and an extra Gemma4 adjustment)." } ] }, @@ -27648,7 +27437,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27664,7 +27453,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d36d24896dd46d556546d62d8280ea1bf51a0c0e6f7f55fd45d7e6bfbd5291ec", + "prepared_review_unit_hash": "2337f76efaa5510e4ddc01130fc903cc52c8fe880c6be4527a7410d6c0b886ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -27686,18 +27475,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one fixes CodeLlama decode stripping by moving decoder setup, while the other fixes DeepSeek checkpoint tokenizer-class selection in auto-loading. They touch different code paths and should stay separate.", - "confidence": 0.99, + "summary": "Two unrelated open PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class in auto-loading.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single PR must represent the cluster, #46580 is the better choice because it addresses a broader tokenizer-loading mismatch across multiple DeepSeek checkpoints and has a clearer centralized fix in tokenization_auto.", + "canonical_pr_reason": "PR 46574 is the more self-contained and directly scoped fix: it targets a specific decode bug in one tokenizer implementation and has a clear issue link. PR 46580 is a broader checkpoint-routing workaround for different models.", "best_issue_reason": null, - "best_pr_reason": "#46580 is the more representative PR for the cluster because it targets a cross-checkpoint tokenizer-class loading bug; #46574 is a narrower, model-specific decode regression in a different subsystem.", + "best_pr_reason": "PR 46574 is the strongest standalone PR here because it addresses a concrete code-path bug with a narrowly scoped change and explicit test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping vs DeepSeek tokenizer-class misloading. They are not plausibly mergeable into one PR." + "reason": "Different underlying bugs and code paths: CodeLlama decode spacing vs. DeepSeek auto-tokenizer class selection. They touch different files, models, and fixes, so they should not be merged as duplicates." } ] }, @@ -27711,70 +27500,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 33, - "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-46696-2", - "nodes": [ - "pull_request:46696", - "pull_request:47215" - ], - "soft_pairs": [ - "pull_request:46696|pull_request:47215" - ], - "prepared_review_unit_hash": "940e904b4107f60fefbbeb50c45d60888e6fa8168106e1954f42c2deee58a48e", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4580, - "estimated_input_tokens": 1145, - "estimated_eval_tokens": 2546 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4580, - "estimated_input_tokens": 1145, - "estimated_eval_tokens": 2546 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two PRs target the same tracking issue and the same flash-attention performance area, but they appear to fix related yet different concrete code paths: one corrects a tracing/conditioning mistake in FA2 decoding, while the other broadens the fix across unpadding/tokenizer paths with tests and a benchmark. I would not treat them as duplicate PRs.", - "confidence": 0.78, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:47215 is the better canonical PR because it is the later, more complete fix for the long-context FA2 performance regression and includes accompanying tests/benchmark changes, making it the strongest representative of the cluster.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:47215 is the best PR in the cluster because it addresses the regression more comprehensively and has broader validation coverage than pull_request:46696.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46696", - "right": "pull_request:47215", - "accept": false, - "reason": "They share the same tracking issue and one flash-attention file, but the fixes are not clearly the same concrete change. 46696 focuses on an inverted tracing condition in FA2 decode, while 47215 changes unpadding logic, tokenizer-related code, tests, and a benchmark. Related performance work, but not safe to 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": 28, - "component_count": 33, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27790,40 +27516,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "1aa3aebdcb27305e323bf9d1b8004aa3305ae60a1e50cb26795d4197a02d43c1", + "prepared_review_unit_hash": "35ed2937ea5d679c572b52af1c2bbb3ff46662b3ec2da0828ed7087b6c1058ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5559, - "estimated_input_tokens": 1390, - "estimated_eval_tokens": 3036 + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5559, - "estimated_input_tokens": 1390, - "estimated_eval_tokens": 3036 + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs address padding-mask behavior, but they fix different bugs in different code paths: one is a batch-size-1 masking guard in linear-attention model forwards, the other is recurrent/cached-forward masking in shared masking utilities and recurrent models.", - "confidence": 0.9, + "summary": "Both PRs address padding-mask handling in linear/recurrent attention models, but they fix different failure modes: batch-size-1 masking in model forwards vs continued-forward/cache/chunked-prefill masking in the shared masking utility. They are related, but not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better canonical PR because it targets the shared masking utility, has an explicit issue link, and covers the broader recurrent/chunked-prefill cache-continuation bug rather than a model-specific edge case.", + "canonical_pr_reason": "PR #47087 is the more canonical representative because it targets the shared masking utility, has an explicit issue link, and generalizes the padding-mask logic across several recurrent/linear-attention models.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the best overall representative of the cluster because it fixes the more central masking logic and affects multiple models through a common utility path.", + "best_pr_reason": "PR #47087 is the best overall fit: it fixes a central code path, has broader applicability, and its description cleanly matches the concrete continued-forward masking bug.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both mention padding masks being skipped, but 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes continued-forward/recurrent masking in shared utilities and recurrent models. They are not the same underlying bug or mergeable into one PR." + "reason": "Same broad subsystem, but different bugs and triggers. #46773 fixes mask application being skipped for batch size 1; #47087 fixes mask skipping on continued forwards/cache continuation via masking_utils. They would not plausibly merge into one PR as the same change." } ] }, @@ -27836,8 +27562,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 33, + "component_index": 28, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27855,7 +27581,7 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "1efcb65641fff23bc11cf63289d19ade068feec63592140ff5d10f2948ba05f0", + "prepared_review_unit_hash": "e2e0cd66a14c327ee391ecd15546a2dc943ddea601f5afec7710ffc9e2d44cfe", "component_budget": { "node_count": 3, "item_count": 3, @@ -27877,24 +27603,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the three PRs fix different bugs in different areas (AnyToAnyPipeline key normalization, Gemma4 processor placeholder validation, and generation candidate length capping).", - "confidence": 0.95, + "summary": "These three pull requests target unrelated code paths: AnyToAnyPipeline input key normalization, Gemma4 audio placeholder validation, and a generation candidate length cap fix. No duplicate/merge relationship is supported by the titles, touched files, or diffs.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address separate code paths and cannot be safely merged as one duplicate fix.", + "canonical_pr_reason": "No single canonical PR for duplication: the PRs are in different subsystems and fix different bugs. If forced to pick one representative, PR 47074 has the broadest user-facing scope and the most discussion, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the clearest standalone user-facing bugfix and the most generally representative of the set, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 47074 is the most representative of the set only in a loose triage sense because it has the highest activity and a clear user-facing pipeline bug. It is not a better merge target for the other PRs, which address different issues.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different bugs and code paths: 47074 normalizes AnyToAnyPipeline input keys, while 47076 validates Gemma4 audio placeholders in processor inputs." + "reason": "Different components and behaviors: AnyToAnyPipeline key normalization vs Gemma4 processor placeholder validation. The diffs and filenames do not indicate the same underlying bug or a single mergeable fix." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated fixes: 47074 changes multimodal pipeline input dict keys, while 47195 adjusts generation candidate length capping in prompt lookup decoding." + "reason": "Unrelated areas: multimodal pipeline input keys vs generation candidate decoding length cap. They do not share the same code path or defect." } ] }, @@ -27907,8 +27633,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 33, + "component_index": 29, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27924,7 +27650,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "4204bc5071a04da2a3e9412cce791174c319aa427649c58dd8345820a4e8d713", + "prepared_review_unit_hash": "e04bccd6203a65ce50eb0e3574f0664ab075b93c3d1758e16a55359d9f2e5bc5", "component_budget": { "node_count": 2, "item_count": 2, @@ -27946,18 +27672,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one re-enables and adjusts a VITS model-forward test, while the other fixes an RT-DETR v2 weight converter mapping/config issue. They do not appear to be the same underlying bug or change, so they should not be clustered together as duplicates.", - "confidence": 0.96, + "summary": "The two pull requests are unrelated: one re-enables and updates a VITS model forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not appear to fix the same bug or belong in a single merged PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47129 is the better canonical PR within this cluster because it contains an actual code-path fix in the model converter, whereas PR #47105 is primarily a test re-enable with assertion adjustments.", + "canonical_pr_reason": "No clear canonical PR for this cluster: the items address different subsystems and different failure modes, so neither is a duplicate representative of the other.", "best_issue_reason": null, - "best_pr_reason": "PR #47129 is the strongest standalone PR candidate: it targets a specific converter bug, changes production code, and is more likely to represent a real fix than the test-only re-enable in #47105.", + "best_pr_reason": "PR 47105 is the cleaner standalone fix to represent its own topic because it is a narrowly scoped test re-enablement with explicit assertions, but it is not a cluster-wide canonical duplicate of 47129.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different subsystems and different problems: VITS test expectations versus RT-DETR v2 converter key/config updates. They are not mergeable as one fix and do not share the same underlying bug." + "reason": "Different components and different problems: VITS test behavior vs RT-DETR v2 converter key mapping. They do not share the same concrete code-path issue and should not be merged as duplicates." } ] }, @@ -27970,8 +27696,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 33, + "component_index": 30, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28021,202 +27747,196 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "71551cfe149d211b5068f0b20b67f2cf18d2c5720ea5a99f6af411463c29773c", + "prepared_review_unit_hash": "e6d78c4c386ed673ecc690e885a1cc097e1dbd3b0d063e225379ceb5465367a5", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29375, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29375, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated serge-generated integration-test fixes across different models, plus one broader umbrella PR that bundles several of them. Only the two MiniMax-M3-VL load-error fixes look like the same concrete issue; the rest are too model-specific or too bundled to treat as duplicates.", - "confidence": 0.92, + "summary": "Mostly a set of unrelated serge-generated integration-test fix PRs across different models. The only clear duplicate-like pair is the MiniMax-M3-VL load_error fixes; most other PRs target different models or different code paths, so they should not be merged as duplicates.", + "confidence": 0.68, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broadest umbrella patch and directly contains some of the concrete fixes represented in the cluster, so it is the best single representative of the set.", + "canonical_pr_reason": "PR #47224 is the broad umbrella fix and most representative cluster member, combining multiple serge integration-test/code-path fixes into one change set.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 best represents the cluster because it aggregates multiple serge integration-test fixes and is the most central/far-reaching change among the items.", + "best_pr_reason": "PR #47224 best represents the cluster because it is the most comprehensive patch and ties together several of the related integration-test failure fixes.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and bugs: EdgeTAM import_or_config fix vs GLM46V integration-test/model changes." + "reason": "Different models and bugs: EdgeTam import_or_config/backbone kwarg issue vs GLM46V internal model change." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Both are integration-test fixes, but for different models and failure modes (EdgeTAM import_or_config vs MiniMax-M3-VL load_error)." + "reason": "Unrelated failures in different models: EdgeTam kwarg handling vs MiniMax-M3-VL load_error/offload handling." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different model-specific issues; EdgeTAM backbone kwarg cleanup is not the same change as MiniMax-M3-VL offload-folder handling." + "reason": "Different model and failure mode; only shares the generic pattern of fixing integration tests." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": false, - "reason": "47224 is a multi-fix umbrella PR bundling unrelated fixes; it is not just the same EdgeTAM bug/change as 47122." + "reason": "47224 is a multi-bug umbrella PR; it is not the same single EdgeTam bug/change as 47122." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "EdgeTAM kwarg cleanup and Gemma3 cache-implementation logic are unrelated code-paths." + "reason": "EdgeTam kwarg cleanup is unrelated to Gemma3 cache_implementation behavior." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same underlying MiniMax-M3-VL load_error/offload-folder problem; both PRs fix the model-loading test path in essentially the same way." + "reason": "Same underlying MiniMax-M3-VL load_error fix: both add temp offload handling for model loading on auto device_map." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Different models and different failure contexts: MiniMax-M3-VL load_error vs DeepSeekV3.2 integration-test setup." + "reason": "Different model and code path: MiniMax-M3-VL loading vs DeepSeek-V3.2 test setup." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error fix is unrelated to GLM46V modular/model refactoring." + "reason": "Different models and failures; no shared code path." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output-mismatch are different bugs in different models." + "reason": "MiniMax-M3-VL load_error fix is unrelated to Falcon-Mamba output mismatch expectations." }, { "left": "pull_request:47124", - "right": "pull_request:47150", - "accept": false, - "reason": "Falcon-Mamba expected-output adjustments are not the same concrete change as Whisper generation max_length handling." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", + "right": "pull_request:47310", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model-specific issues: Falcon-Mamba generation expectation vs Gemma3 cache handling." }, { "left": "pull_request:47124", - "right": "pull_request:47281", + "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba test expectation updates do not match GLM46V model/code changes." + "reason": "Both are output-related but for different models and different root causes." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Falcon-Mamba output mismatch and Mamba2 OOM/test tuning are unrelated." + "reason": "Falcon-Mamba test expectation changes are unrelated to Mamba2 OOM mitigation." }, { "left": "pull_request:47124", - "right": "pull_request:47310", + "right": "pull_request:47281", "accept": false, - "reason": "Falcon-Mamba test expectation fixes and Gemma3 generation-config behavior are not the same issue." + "reason": "Different models and fixes; only superficial test-failure similarity." }, { "left": "pull_request:47150", - "right": "pull_request:47224", + "right": "pull_request:47310", "accept": false, - "reason": "47224 bundles multiple fixes across models; it is not the same single Whisper bug/change as 47150." + "reason": "Whisper max_length fix and Gemma3 hybrid cache default fix affect different generation paths." }, { "left": "pull_request:47150", "right": "pull_request:47280", "accept": false, - "reason": "Whisper generation max_length fix and MiniMax-M3-VL load_error fix are unrelated." + "reason": "Whisper generation length handling is unrelated to MiniMax-M3-VL load_error/offload logic." }, { "left": "pull_request:47150", - "right": "pull_request:47281", + "right": "pull_request:47282", "accept": false, - "reason": "Whisper generation behavior and GLM46V changes are different code paths." + "reason": "Different failure modes and models." }, { "left": "pull_request:47150", - "right": "pull_request:47282", + "right": "pull_request:47281", "accept": false, - "reason": "Whisper generation logic and Mamba2 generation-test tuning are different problems." + "reason": "Whisper generation fix is unrelated to GLM46V model changes." }, { "left": "pull_request:47150", - "right": "pull_request:47310", + "right": "pull_request:47224", "accept": false, - "reason": "Whisper max_length handling and Gemma3 cache-implementation defaulting are different generation bugs." + "reason": "47224 may include a Whisper-related fix, but it is a broader multi-change bundle rather than the same single Whisper bug/change." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Both are load_error-style test fixes, but for different models and not the same concrete code change." + "reason": "DeepSeek-V3.2 load_error and MiniMax-M3-VL load_error are different model-loading problems." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "DeepSeekV3.2 test setup/offload handling is unrelated to GLM46V modular/model changes." + "reason": "Different models and root causes." }, { - "left": "pull_request:47266", - "right": "pull_request:47310", + "left": "pull_request:47124", + "right": "pull_request:47266", "accept": false, - "reason": "DeepSeekV3.2 load_error fix and Gemma3 generation-config fix are different issues." + "reason": "Falcon-Mamba output mismatch is unrelated to DeepSeek-V3.2 load_error." }, { - "left": "pull_request:47280", - "right": "pull_request:47281", + "left": "pull_request:47266", + "right": "pull_request:47310", "accept": false, - "reason": "Different models and different fixes: MiniMax-M3-VL offload-folder setup vs GLM46V modular/model rewrite." + "reason": "DeepSeek-V3.2 loading issue is unrelated to Gemma3 generation cache behavior." }, { "left": "pull_request:47280", - "right": "pull_request:47282", + "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error fix is not the same as Mamba2 OOM/max_new_tokens test adjustment." + "reason": "MiniMax-M3-VL load_error fix vs GLM46V other change; no shared code path." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "MiniMax-M3-VL load_error/offload-folder handling and Gemma3 cache defaulting are unrelated." + "reason": "Different model families and different generation/loading issues." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "GLM46V model changes and Mamba2 OOM test tuning are different bugs." + "reason": "GLM46V change is unrelated to Mamba2 OOM/test tuning." }, { - "left": "pull_request:47281", + "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "GLM46V modular/model changes are unrelated to Gemma3 generation-config behavior." + "reason": "Mamba2 OOM mitigation is unrelated to Gemma3 cache handling." }, { - "left": "pull_request:47282", - "right": "pull_request:47310", + "left": "pull_request:47280", + "right": "pull_request:47282", "accept": false, - "reason": "Mamba2 OOM test adjustment and Gemma3 generation-config fix are different code paths." + "reason": "Both are load/test fixes, but for different models and unrelated bugs." } ] }, @@ -28229,8 +27949,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 33, + "component_index": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28246,7 +27966,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "fb09866cd229f998fa1ae9baae03c4482ed226b5819183dceb7935b064651406", + "prepared_review_unit_hash": "a04813bbdfa4e497844da239ec279c426bdef338824899bc64f473aa31d8990a", "component_budget": { "node_count": 2, "item_count": 2, @@ -28268,35 +27988,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same chat CLI URL-construction bug: management endpoints were being sent to the wrong base when the server URL includes `/v1`. They differ in implementation style, but target the same concrete code path in `src/transformers/cli/chat.py` and the same test area.", - "confidence": 0.81, + "summary": "The two PRs are closely related chat CLI URL-routing fixes, but the packet does not clearly show they are the same bugfix. 47140 normalizes the base URL for management calls when the CLI is pointed at a `/v1` API base, while 47303 adds a helper to route a specific management call to the service root. Related area, but distinct fixes.", + "confidence": 0.66, "canonical_issue_reason": null, - "canonical_pr_reason": "47140 is the cleaner, broader fix: it normalizes the chat base URL up front in `RichInterface`, so all management calls inherit the correct service-root URL instead of only patching one request site.", + "canonical_pr_reason": "PR 47303 is the better canonical representative of the routing-change cluster because it makes the service-root behavior explicit via a helper and a concrete call-site reroute. PR 47140 is narrower and focuses on `/v1` base handling for management calls.", "best_issue_reason": null, - "best_pr_reason": "47140 is the strongest candidate overall because it addresses the root URL normalization once in the constructor, which is more complete than a single-call reroute and better matches the underlying bug.", + "best_pr_reason": "PR 47303 is the strongest single example to surface first: it clearly encodes the service-root routing intent and is easier to generalize from, even though it should not be treated as the same bug as 47140.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": true, - "reason": "Accepted: both PRs fix the same service-root vs `/v1` management URL bug in the chat CLI, touching the same path and test file, with only minor implementation differences." + "accept": false, + "reason": "They touch the same subsystem, but the fixes are not clearly the same underlying change: 47140 adjusts base_url initialization for management calls in general, while 47303 introduces a separate helper and reroutes one specific call site. Different issue targets and no clear evidence they are safely mergeable duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs address the chat CLI management URL base, and both touch the same files. The pair verdict is also conservative enough for a same-bugfix mergeable PR judgment, since the changes are compatible rather than conflicting." + "accept": false, + "feedback": "The pair is related, but the packet does not clearly support treating these as the same bugfix or a safely mergeable duplicate. Both PRs touch the chat CLI URL-routing area, but 47140 fixes base_url initialization for management calls in general, while 47303 introduces a separate helper and redirects a specific call site. The only stated relationship is soft similarity, and the two PRs are linked to different issue IDs. The summary should stay more conservative and avoid asserting they are the same underlying bug with confidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 32, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28312,12 +28032,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "244c08209ab59beb5ef76fc83e8564a054d6fc0dc11b439f3888802f4841fb34", + "prepared_review_unit_hash": "93ff880f687899d789da82349855a1afb24242420bde77899aaee289a2dbde18", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28325,7 +28045,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28334,18 +28054,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated open PRs: one fixes loss scaling during label smoothing with gradient accumulation, and the other adds/enforces `min_tokens_to_keep` handling in `TopHLogitsWarper`. They do not appear to address the same underlying bug or change.", + "summary": "The two PRs are unrelated: one fixes label smoothing with gradient accumulation in training, while the other changes TopHLogitsWarper behavior in generation. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the better representative because it has a concrete explicit issue target and a narrowly scoped trainer loss-scaling fix tied to one bug report.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the strongest standalone candidate: it has a clear problem statement, explicit issue linkage, and a focused code-path fix. PR 47262 is a separate generation-API change, not a duplicate of it.", + "best_pr_reason": "47261 is the more representative triage item because it targets a specific tracked training bug and has an explicit issue link; 47262 is a separate generation change.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "These PRs fix different subsystems and different bugs: trainer label-smoothing/gradient-accumulation loss scaling vs. TopHLogitsWarper min-token handling. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "Different code paths and problems: training loss scaling vs generation logits warping. They do not appear to fix the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 512b07b9f6622eb285e64b832c3492cc62b285ca..329e7daac1d838730d3a1d6ebbf1d5f2a43b75fb 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260716t120054z", + "analysis_id": "hybrid-model-20260717t000052z", "archived_artifacts": { - "hybrid": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260716T120054Z/analysis-runs/hybrid-model-20260716t120054z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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238.886 + } +} diff --git a/snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..5804f670f46f5a5d7d5104559e38aead4cc43385 --- /dev/null +++ b/snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28080 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260717T000052Z", + "generated_at": "2026-07-17T00:15:27Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35308", + "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: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:35545|issue:36010", + "issue:44509|issue:44512", + "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:34928|issue:35308", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "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:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "2f2cd5f758605845b10ce8412955a1cf2c6e689c54c9a75c78bbc6eb47d96065", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 56, + "serialized_chars": 44514, + "estimated_input_tokens": 11129, + "estimated_eval_tokens": 22514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate groups are around the ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading bug, a Qwen3.5 MoE rotary-embedding materialization issue, and a torch-version incompatibility report. Most other soft links are broad subsystem similarities rather than the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43638 is the best representative of the ZeRO-3 empty-tensor index error cluster: it is the broadest, clearest phrasing of the shared failure seen in 43596 and likely 41762.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the strongest issue candidate overall because it anchors a real duplicate set and describes the underlying failure mode more generally than the narrower variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a missing config attribute in Qwen3.5 vs a streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated backend/model issues: AMD GPU failure vs an MPS histogram/int implementation error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: dtype mismatch in image preprocessing/model vs AMD GPU inference failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same code-path problem." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms; this is not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPU backend failure vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs Qwen3Moe FP8 failure; different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time failure vs auto device-map CUDA assert; not the same bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Import error for GenerationMixin is distinct from a ModernBERT ONNX export problem." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they point to different removed items and are not clearly the same change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different problems." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different workflows and failure modes; not a duplicate pair." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/indexing shape mismatch vs Gemma4 device-map mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError reports, but the model/loading path and symptom are different." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 loading IndexError and resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different underlying bug: ZeRO-3 empty tensor access vs mask/index shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/video template mismatch vs tensor indexing error." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue and Nemotron example breakage do not share the same bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template StopIteration and remote-code resume-training are different." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero-sized tensor index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 loading bug: identical out-of-bounds index on a size-0 dimension, with 43638 being the broader report." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger-kernel cross-entropy call and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA reload mismatch are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Both are multi-GPU training problems, but activation-checkpointing/FSDP and IterableDataset-length crashes are different issues." + }, + { + "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:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Image preprocessor dtype mismatch and YOLO multi-GPU device-map failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing mismatch and mask-shape IndexError are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram implementation issue and YOLO multi-GPU device-map failure are different." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation issue is unrelated to the custom compute_loss signature break." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug: both reports point to the same initialization/materialization/offload path corrupting inv_freq." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading IndexError and GPT-OSS tensor-parallel bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different failures and different model families." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in preprocessing/model is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error and AMD GPU failure are different model/backend issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video-token mismatch are different multimodal bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Missing Gemma3TextConfig attribute and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility break; 46515 is the broader/shorter restatement of the same version-incompatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map PLE mismatch and expensive reverse embedding lookup are not the same underlying bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing issue is unrelated to the Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch 2.10 incompatibility and Qwen NVFP4 runtime error are distinct." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is different from a preprocessing/model dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image/model dtype mismatch is unrelated to the MPS histogram/int limitation." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen runtime failure and TRL embedding-unpacking failure are different." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger-kernel cross-entropy dispatch and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading failure pattern: identical size-0 index error during model load, with only the model family differing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are generally grounded in the packet titles and the soft-edge calls stay conservative. The accepted duplicate groups are plausible from the descriptions, and the summary does not overclaim beyond what the titles support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:47228" + ], + "soft_pairs": [ + "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", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:35308|issue:42617", + "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:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43596|issue:45800" + ], + "prepared_review_unit_hash": "f6cc4343efa70f88f696180f3ef52c45c7ca2052d793d7ef7b6a81a6252c7237", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37514, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly noisy cluster with one clear duplicate family: the AutoTokenizer v5 regression pair (45812/45920). The ZeRO-3 index-error pair (41762/43596) is too weakly supported and should not be merged as a duplicate because the packet only shows a generic shared symptom across different models.", + "confidence": 0.79, + "canonical_issue_reason": "Choose issue 45920 as canonical because it is the broader, more representative report of the real tokenizer regression, covering multiple affected model families rather than just the Granite-specific case in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue representative because it describes the widest version of the shared AutoTokenizer regression and cleanly subsumes the narrower 45812 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related v5 cleanup items, but they target different removed APIs/commands and do not look like the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures and code paths: torch autocast dtype mismatch versus MPS histogram support for Int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy routing and a Phi-tiny-MoE autocast dtype mismatch are unrelated bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and a CustomTrainer compute_loss signature error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU compatibility and outdated RAG docs are not the same bug or change." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy usage and a generic mask/tensor shape mismatch are different failure modes." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "These are both compatibility complaints, but they concern different incompatibilities and concrete failure surfaces." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support breakage are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weight loading are different model-loading problems." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Missing Gemma3 config attribute in vLLM and Qwen3 auto-device-map cuda assert are different model-specific issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "They share only a generic ZeRO-3 index-error symptom; the packet gives different models and no strong evidence of a single underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs behavior drift and run-command docs removal are separate documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different task/model areas and different crash patterns, so not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy and Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device-map mismatch are different model/forward-path bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch and Qwen3.5 video feature/token mismatch are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization in v5 and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code regressions and USE_DISTRIBUTED=0 breakage are different change surfaces." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset multi-GPU length mismatch and a generic 3d_parallel.py failure are not clearly the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "This is the same AutoTokenizer regression: 45920 is the broader multi-model report, while 45812 is the narrower Granite-specific manifestation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs drift." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 config attribute missing and Qwen3-MoE sliding_window issue are different model-specific bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch and ZeRO-3 empty-index loading error are different failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model load failure and corrupted checkpoint are not the same problem." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compiler/model regressions, but they affect different models and code paths and are not mergeable as one fix." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 empty-index loading error and torch/transformers version incompatibility are different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The AutoTokenizer 45812/45920 linkage looks grounded, but the output is not fully conservative overall. The accepted 41762/43596 pair is only supported by a shared generic ZeRO-3 index-error symptom in the titles, with different models and no pair evidence in the packet, so treating it as a true duplicate is stronger than the evidence supports. The summary also conflicts with that acceptance by saying the ZeRO-3 pair is borderline and not safe enough to merge. That inconsistency makes the cluster review too assertive." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:45399|issue:46661", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43296|issue:43366", + "issue:43828|issue:45464", + "issue:43716|issue:47228", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43596|issue:46165", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "fce2e7cfa6bd4638072d2110dbf12841815654294c35a84c17a5ebddd4dbbf96", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39264, + "estimated_input_tokens": 9816, + "estimated_eval_tokens": 19888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: import/config regressions, model-specific loading failures, quantization/device-map issues, and unrelated multimodal bugs. Only one soft edge looks like a true duplicate family; the rest are too different to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span many unrelated defects. The only strong duplicate signal is the Qwen video-input regression pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative of the one real duplicate family in this set because it is the broader, earlier report covering the Qwen video-input regression seen again in issue:46294. It is still not a good cluster-wide canonical for the unrelated issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a generic chat crash and the other is a streaming inference API failure; different code paths and symptoms." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and PretrainedConfig/pydantic regression are unrelated bugs." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing and YOLO multi-GPU device-map auto are different subsystems and failures." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing under vLLM and Gemma4 PLE device mismatch are different model-specific issues." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram_Int error have no shared bug path." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing failure and MoE MPS histogram error are distinct defects." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve numerical issues, but the concrete failures and models differ: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile TypeError are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU device-map auto are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied lm_head weights and Ovis2 checkpoint corruption are not the same underlying defect." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback blocking and remote-code config_class AttributeError are separate model-loading problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask shape mismatch and the other is a zero-size load failure with ZeRO-3; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig field breakage are different config-schema issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/Transformers version incompatibility and Gemma4 device mismatch are not the same code-path failure." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are both shape-related only at a very high level; they are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different symptoms and paths." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference failure do not describe the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights and pydantic PretrainedConfig breakage are separate regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 quantization OOM and tied-weights translation-model regression are different problems." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and Sam3 compilation regression are different defects." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are related only broadly; not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal issues, but one is an image-preprocessor dtype mismatch and the other is a video chat-template token mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are loading-time IndexErrors, but the shapes and affected models differ." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression where video features and video tokens get out of sync in the apply_chat_template path." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text embedding quality and siglip2 AutoModel/pipeline nonsensical results are not clearly the same concrete bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen multimodal config unwrapping and Qwen3.5MoE rotary embedding uninitialized memory are distinct issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are different compatibility problems." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "BertModel ZeRO-3 zero-size IndexError and remote-code resume-training failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 SFT unpacking failure are different multimodal/training bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight rank error and Qwen3.5 input-embedding unpacking failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regression types." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft edge, issue:44479 vs issue:46294, is a plausible duplicate family around the same Qwen video-input regression. The other pairwise rejections are appropriately cautious given the differing model/subsystem symptoms." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:35308|issue:36331", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "16867f055e741ee48c1746af730c3c3d5085259393f7636374056470a1ec961c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37114, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated issues, but it does contain a few true duplicate subclusters: the non-persistent-buffer regression, Gemma4 quantized embedder dtype casting, Qwen3.5 cache length return-type bug, Mamba2/NemotronH recurrence bug, and a couple of validation/error-message reports.", + "confidence": 0.76, + "canonical_issue_reason": "Best representative of the strongest duplicate subcluster: the v5 non-persistent-buffer corruption/regression, with clear overlap to the other buffer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43950 is the most concrete and broadly phrased report of the non-persistent-buffer regression, and it is the cleanest anchor for the duplicate set around #43644/#44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failures; both are perplexity/model-quality complaints, but not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom remote code, but one is a cache-path collision and the other is wrong module loading after save/load." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated subsystems: FineGrainedFP8Config failure vs flash-attn2 fallback being blocked." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but these are different concrete models and different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion is unrelated to the docs/run-command removal issue." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to removed docs command references." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack bugs: IterableDataset multi-GPU crash vs compute_loss signature change." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache / Qwen3.5 linear_attention crash is unrelated to tied weights." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different failures; no shared code-path evidence." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same validation/error-message problem around decoder/input argument checks." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization bug and NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is not the same bug as tied-weights handling." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "No shared code path; one is data-parallel training with IterableDataset, the other is FP8 config failure." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and different concrete tokenization bugs." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example errors are not the same issue as a model-quality complaint for SigLIP2." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "compute_loss API mismatch is unrelated to ZeRO-3 loading failure." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Same Mamba2 recurrence bug family; #47246 explicitly says the Mamba2 fix was not propagated to NemotronH." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate reports of the same non-persistent-buffer corruption regression in v5." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but the models and failure modes differ too much." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes init-kwarg issue vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the fix report." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but for different models and different symptoms." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and a tokenizer-version regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is degraded text embeddings; not enough to treat as the same bug." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading/save failure for disk-offloaded Qwen3 models; only the model variant differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion from 3D position_ids are different problems." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both describe the same cache-seq-length return-type bug: tensor instead of int, breaking downstream arithmetic/shape logic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch uninitialized/non-persistent buffers, but the triggering path and reported failure are different enough to keep separate." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both are about SigLIP2 behaving differently from the expected/reference implementation; likely the same underlying implementation discrepancy." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible duplicates within the evidence provided, and the rejected pairs are generally appropriately separated by model/failure mode. No clear 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": 28, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43404", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45715|issue:46315", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897" + ], + "prepared_review_unit_hash": "7868eda76c59472cfc67beaa532b28ac589d812defc9088c7a3cedfb1384ccb2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37498, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster. The only clear duplicate pair remains the v5 docs regression around removed pipeline tasks. The DeepSeek tokenizer pair is related, but not the same concrete bug, so it should be treated as a related regression rather than a confirmed duplicate.", + "confidence": 0.71, + "canonical_issue_reason": "43827 is the cleanest canonical issue for the one true duplicate thread: it is the earlier, clearer report of the v5 docs regression about removed pipeline tasks, and it directly overlaps with 44509.", + "canonical_pr_reason": null, + "best_issue_reason": "43827 is the best issue to keep as the canonical anchor for the docs duplicate because it is specific, earlier, and directly matches 44509.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Same model family, but different failure modes and code paths: Flash Attention packed-sequence handling vs CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen3_5Moe inv_freq materialization after meta->to_empty()." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is gradient-checkpointing ineffective and the other is increased reserved CUDA memory under int4 quantization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading messages; the other is a concrete model loading failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated training DeepSpeed weight-shape error vs early-stopping metric lookup/disable logic." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU support failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: loading noise vs a specific tokenizer/model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific failures, but one is ZeRO-3 loading/indexing and the other is FineGrainedFP8Config behavior for Qwen3Moe." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote-code paths, but one is missing fields from AutoConfig and the other is a broader remote-code regression." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related reports: checkpointing effectiveness vs MoE training memory usage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to the bitsandbytes Int8Params keyword incompatibility." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different code paths: Mistral regex patch crash vs flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support for Int and Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated model-loading failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote-code breakage and Gemma4 PLE device mismatch are different problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failing inside TOKENIZER_MAPPING_NAMES is a specific tokenizer-registration bug, not the same as generic remote-code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 device-map placement issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "These are different loading failures: Voxtral AutoTokenizer messaging vs glm-4v-9b load failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex issues do not share one concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA cross-version incompatibility for qwen3_moe is not the same as the tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different functions and likely different hot paths." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping for AutoModelForCausalLM and remote-code config_class errors are different failures." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "These are clearly related DeepSeek tokenizer regressions, but not the same concrete bug: one is LlamaTokenizer overriding the pre-tokenizer for DeepSeek V3/R1, while the other is a DeepSeek-Coder v1 output regression tied to a gap in an earlier fix." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Broad remote-code breakage is not the same concrete bug as AutoModel.from_pretrained missing config_class on a remote-code model." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are duplicate reports of the same v5 docs regression: removed pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption are separate loading/state bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A glm-4v-9b loading failure and a missing all_tied_weights_keys attribute in Molmo are different issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share the training-loss double-shift pattern, but they are model-specific reports for different architectures, not one concrete shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one accepted soft edge is overstated. 43827/44509 is a solid docs duplicate, but 45488/46489 are only clearly related DeepSeek tokenizer regressions, not obviously the same concrete bug: one is about LlamaTokenizer overriding the pre-tokenizer for DeepSeek V3/R1, while the other is a DeepSeek-Coder v1 output regression tied to a gap in an earlier fix. That should be phrased more conservatively as related issues, not confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:41553|issue:44488", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "538477adef0f265eaaab93f14ffa14367fdb9f61f969c7ada7319716efbb185d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36766, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports with a few small duplicate subpairs. The dominant theme is model loading / initialization regressions in Transformers 5.x, but most items are model- or subsystem-specific rather than true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43957 is the broadest representative of the cluster\u2019s main theme: Transformers 5.x model-loading/init regressions across multiple model families, especially around meta-device materialization. It is more central and general than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 is the best overall issue to represent the cluster because it captures the widest shared problem pattern without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed-related training behavior, but one is Qwen3 MoE weight conversion/loading and the other is gradient averaging with `model_accepts_loss_kwargs=True`; different code paths and fixes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but one is a model execution failure and the other is a feature-extraction helper issue; not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: custom trainer `compute_loss` signature mismatch versus an indexing mask shape mismatch." + }, + { + "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 capability flag on a trust-remote-code variant; not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading reports, but they affect different model families and describe distinct missing-weights behavior." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different symptoms; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and different failure modes (`StopIteration` vs broader video input regression)." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training `weight` shape error versus image-processor segmentation-map handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These look like the same mask/tensor shape mismatch bug with the same error pattern and nearly identical titles, likely just separate reports of the same underlying issue." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "One is RLHF/SDPA/BF16 gradient explosion from 3D position ids; the other is a flash-attention crash on `s_aux=None`. Different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: image preprocessor/model dtype mismatch versus a broken official Nemotron example." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support versus an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but they concern different model implementations and different missing-weight symptoms." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding-window behavior are different model-specific issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A DeepSpeed ZeRO-3/BertModel index error is not the same as a torch-version incompatibility report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizers, but one is a bad error message and the other is an actual loading failure for a different model." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals and different failure modes: position-id scaling bug versus uninitialized `inv_freq` after meta-to-empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and missing Float8 storage are unrelated issues." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/ZeRO-3 index error is not the same concrete problem as a torch incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: one is a per-layer shared-KV state bug under FSDP2, the other is a device-mismatch issue under `device_map=\"auto\"`." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-inference leakage and Whisper empty-transcription handling are different code paths and failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3-VL video `StopIteration` are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are different concrete issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL import/export symbol and meta-device loading regressions are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on `from_pretrained()` is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer error-message quality and a specific tokenizer-loading failure for a different model are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3D parallel example failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video inference failure and an MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are very likely the same Transformers 5.0 custom-model initialization regression, with the notebook wording being just an environment-specific description of the same breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes the cluster as mostly unrelated issues with a smaller loading/init-regression theme, and the two accepted soft pairs (41093/44805 and 43645/43646) are well supported by the titles and descriptions. The rejected soft pairs are also phrased cautiously enough, without overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "d4736cee67e6f49754c0a260e157757dbb00fb7b851c65b1527d89666f6390bd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous Transformers regression cluster, with only a few true duplicate/near-duplicate pairs. The strongest duplicate is the v5 non-persistent-buffer bug, and there are two model-specific pairs that look like the same underlying issue; most other pairs are only loosely related by subsystem or model family.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43644 is the broadest and clearest core regression in the set, and it has a near-exact duplicate in 44534. It is a better anchor than the many model-specific failures elsewhere in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best single representative issue because it describes a core Transformers v5 regression with broad impact, while most other items are narrower, unrelated model-loading or inference bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Related Qwen embedding/video failures, but the symptoms and code paths differ (StopIteration in video handling vs SFT unpacking)." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they are different version-specific problems with no shared concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: a GenerationMixin import error versus a Qwen3Moe FP8 config load problem." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache/compile paths, but one is a Qwen3.5 flash-attention crash and the other is a static-cache arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failure modes; both involve attention/compile, but not the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve gradient checkpointing, but one says it is ineffective while the other is a concrete ZeRO-3 checkpoint error." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate fixes/regressions." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Completely different issues: Gemma4 device placement versus a torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: tokenizer-mapping failure versus Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model/error paths; no evidence they share the same root cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 checkpoint family and both describe broken/nonsensical outputs from the model; likely the same underlying defect." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation failures, but they affect different models and are not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Bert/ZeRO-3 index error is unrelated to add-new-model-like tokenizer mapping." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: Deepspeed zero3 initialization versus tokenizer mapping registration." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No meaningful overlap beyond both being load/runtime failures." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/compatibility regressions, but they involve different models and different mechanisms." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization/dtype-cast bug; the audio/vision failures line up with the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 buffer initialization regression versus a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized model offload loading versus mmap-related OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 family, but this is a documentation/example issue, not the same broken inference bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-related, but one is device-mapping CUDA assert and the other is FP8 config failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact duplicate: both report the same Transformers v5 non-persistent-buffer junk regression." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 failure versus mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different bugs; no shared root cause." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are broad Qwen/GLM issues, but the specific failures are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading symptoms on different BERT models, but not enough evidence of the same concrete bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to Qwen3.5 tensor-parallel plan bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained key handling." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures; no shared code-path problem." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype/config state, but one is composite-checkpoint loading and the other is from_config stale config metadata." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the highlighted duplicate/near-duplicate pairs are conservative and supported by the issue titles. The canonical anchor on 43644/44534 is also well justified by their near-identical descriptions. No soft-edge verdict overstates the evidence in a way that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44164|issue:44291", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:46897|issue:46901", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44910|issue:45588", + "issue:39692|issue:44960", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44079|issue:46829", + "issue:44155|issue:45823", + "issue:43957|issue:44756" + ], + "prepared_review_unit_hash": "7a53e5061c7a458c27231e8c3aa5eed15ac2fee470fead8ea14ca7401ec17395", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37163, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items describe different model-specific regressions, tokenizer bugs, training bugs, and runtime compatibility issues. A few pairs share a surface theme (weight tying, tokenizer regressions, resize_token_embeddings, double-shift loss), but they do not look like the same concrete underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45488 is the strongest standalone report in the set: it has a clear, high-impact silent regression, detailed impact on a major model family, and the most discussion/inbound references. It is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the most actionable and broadly impactful issue here, with a well-defined failure mode and strong signal compared with the other mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3 MoE LoRA incompatibility vs GLM-4.7-Flash load failure; no shared concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is docs example errors/quantization and the other is bad inference results; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated Transformer 5 regressions: junk non-persistent buffers vs notebook custom-model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load problems, but for different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/offload issues: Qwen3 MoE training memory use vs quantized offloading not working." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures affecting different models and code paths." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA/qwen3_moe version compatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Version incompatibility for qwen3_moe is not the same bug as output_embeddings not updating on resize." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint max_steps math and SGD args not used are distinct issues." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different memory regressions with different triggers: MoE training vs int4 quantization OOM." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights argument handling are separate serialization/loading bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load breakage are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and look like separate fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but the affected modules/models differ and the code paths are not clearly the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same symptom pattern, but different model implementations and likely separate loss code paths." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights TypeError and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs tokenizer loading failure are different problems." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert during Qwen3 device mapping is unrelated to AudioFlamingo embedding/token leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states bug and from_config text_config unwrapping are different multimodal issues." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention.py, but one is a packed-sequence interpretation bug and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example issues and GLM5 are completely unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are model-specific reports and not clearly the same concrete code path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and increased reserved memory under int4 are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different failures." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback-to-bf16 are separate loading/quantization issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to VideoPrism output field wiring." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batched inference leakage and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM do not share the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:36010|issue:39404", + "issue:44863|issue:46468", + "issue:44387|issue:44756", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:45684|issue:45698", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:39404|issue:46665" + ], + "prepared_review_unit_hash": "5e91b1c36615a02ad6b805d9dc840dafafe33e0311e2675fc6e627a13c9468da", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are broad-theme overlaps rather than true duplicates. The only clear same-bug clusters are the resize_token_embeddings regression reports and the training-loss double-shift reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the core resize_token_embeddings failure in the most general form, and the related Gemma4/t5gemma reports look like model-specific variants of the same embedding-update bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative issue overall: it is general, concrete, and matches the accepted resize_token_embeddings duplicates most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: one is a sparse-layer config construction issue, the other is a Gemma4 FSDP2 attention-state KeyError." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated symptoms: a GenerationMixin import error versus a Whisper pipeline return_language regression." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth versus mmap behavior on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different areas: video-input regression for Qwen VL models versus strict config loading for granite_speech." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug class: resize_token_embeddings is not propagating updates to output embeddings; 45276 is a model-specific variant." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the RLHF gradient-explosion report." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Both involve loading/offloading machinery, but one is meta-device loading and the other is saving a disk-offloaded model." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message behavior are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sinkless-model crash versus Gemma4 shared_kv_states rebuilding under FSDP2." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated model-loading/regression reports affecting different models and APIs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both touch custom-model workflows, but one is Jupyter initialization and the other is extra_state save/load handling." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Related save/load area, but file-permission propagation and wrong-module loading are distinct failures." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "General torch incompatibility is too broad and does not match the specific Sam3 bf16 compilation regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete failure mode: resize_token_embeddings does not update the model's output embedding path; 45335 is a t5gemma-specific instance." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-specific tokenizer/load problems; no clear shared underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad to merge with a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern: both train against labels[...,1:] instead of the intended labels." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama round-trip spacing regression are different issues." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness bug, while convert_tokens_to_ids slowdown is a performance regression." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "A broad torch compatibility complaint is not the same bug as a YOLO multi-GPU device_map failure." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different concrete failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language regression is unrelated to a general tokenization version-change report." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model related, but one is base_model_prefix loading and the other is Jupyter model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained-inside-class inconsistency do not describe the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the conservative negative verdicts are generally well supported by the titles. The resize_token_embeddings cluster is the clearest duplicate set, and selecting issue:45292 as the canonical/general representative is reasonable. The accepted positive pairings also look sufficiently similar to be mergeable into one fix, and I did not see an obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "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:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44756|issue:47333", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:45479|issue:46894", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:45479|issue:46897", + "issue:43611|issue:43644", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "dbc853e6190100e9975155981f1e9cdb4d883423fd773b45667848d6ac8ea41e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several Transformers v5 loading/regression reports, plus unrelated model-, tokenizer-, quantization-, and docs-specific bugs. The soft links are largely superficial and should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the most broadly phrased and representative of the cluster\u2019s recurring Transformers v5 model-loading regressions, making it the best single issue anchor among otherwise diverse reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest representative issue: it describes a general v5 loading regression with broad applicability, while most other items are narrower, model-specific variants or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and code paths: Qwen VL/video input regression vs a generic mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: missing Float8 storage lookup vs a template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different API/task deprecations and do not describe the same change." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "A perplexity-quality report is not the same bug as a Metal quantization batched-generation correctness issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different problems: SigLIP2 inference/pipeline behavior vs ModelOutput key assignment semantics." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a T5 special-token conflict and the other is gguf_file handling for AutoTokenizer/AutoModel; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs Perceiver resolution/interpolation behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and different root causes; not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an older issue is not evidence of the same underlying mistral_common tokenizer bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No shared concrete code-path problem: reproduction of a prior issue vs a PagedAttentionCache crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model behaviors: CamemBERT masked-LM outputs vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to git-oss MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same family (Gemma4) but different bugs: device placement mismatch vs unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM and disk-offloaded Qwen3 save failure are different issues with no shared code-path evidence." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling is unrelated to a TimesFM window_size attribute error." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different paths: deepspeed zero3/BertModel init vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency is not the same as an mmap-related OOM workaround." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes; too broad to treat as duplicates." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct bugs." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "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:43873", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43873|issue:47331", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:39404|issue:44671", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43582|issue:43632", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:43317|issue:43482" + ], + "prepared_review_unit_hash": "eb0ec268e04eaa9a8800d103b026a1b9775fcf62c04fc80c13168bd1d52fd98b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35806, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of unrelated Transformers regressions; none of the soft pairs are strong enough to merge as duplicates, so the best representative issue is a broad v5 initialization regression rather than a true canonical duplicate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s repeated Transformers v5 breakage theme, especially around model initialization and runtime behavior, even though the cluster is not a single duplicate chain.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best fits as a cluster representative because it is general and central to the recurring v5 regression pattern, but it should not be treated as a duplicate umbrella for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json from a repo and the other is a DeepSeek-Coder v1 output bug; different concrete failures." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: image preprocessor dtype mismatch vs template compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different code paths and symptoms: CLIP class structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping extension failure and torch>=2.9 flex_attention compile failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and appear to have different root causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both mention quantization/offload, but one is a general offloading issue and the other is a Metal batched-generate corruption bug in a specific qmm path." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Same model family theme, but FineGrainedFP8Config load failure and PagedAttentionCache linear_attention crash are distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to a Qwen3.5 cache/group-type crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity-on-dataset evaluation issue and tokenizer post-processor update bug are not the same failure." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable-dataset training failure is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method-name conflict and custom-model initialization in notebooks are different regressions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting is unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom model initialization failures are different concrete bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but XLNet CPU allocation and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/package mapping issues, but tensorflow missing from extras and tensorflow_text not being in BACKENDS_MAPPING are distinct packaging bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but the titles do not show the same concrete bug; one is a LasrFeatureExtractor center-arg regression, the other is a generic fbank helper issue." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they concern different repositories and likely different breakpoints." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF-file handling for AutoTokenizer/AutoModel and Qwen2.5-GGUF loading in v5 are related only at a broad loading level, not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading regression and kernel-compatibility issue with kernels 0.16 are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the Metal batched-generate quantization corruption bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper generation/decoding, but one ignores skip_special_tokens in batch_decode and the other fails on empty transcription after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and mistral_common continue_final_message are different loading vs generation issues." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and Metal quantization batched-generate corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same xLSTM family, but the training blockers for small models and the return_last_states unpacking crash are different concrete bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure and GGUF loading failure are different model-loading 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": 28, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:44062|issue:44987", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:36032|issue:41720", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:43296|issue:43531" + ], + "prepared_review_unit_hash": "e2f18f692fdac89ba254f55527848b3c157dc16ab217e6b6dd030c3ec284f0cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of Transformer-v5 and multimodal-loading regressions that are textually similar but not the same underlying bug. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the best representative anchor for the cluster because it captures the broad Transformer 5.0 custom-model initialization regression theme that appears repeatedly nearby, even though the individual reports remain distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster\u2019s reference point: broad, central, and semantically closest to several other v5 init/load regressions, while still not identical to them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: generic loading noise vs a specific Mistral regex patch crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code model initialization, but the concrete failures differ (`_is_hf_initialized`/notebooks vs missing `config_class`)." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio preprocessing default sample rate vs MIMI batched-vs-single padding mask mismatch are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper model runtime failure and YOLO multi-GPU device-map failure are unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading failure and template-node compilation error are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer serialization bug; not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 vs Mistral tokenizer regex patch crash are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug and DAC latent decoding mismatch are separate audio-model defects." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention v5-era initialization problems, but one is Qwen3MoE/FP8-specific while the other is `init_empty_weights` argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and MobileLLM loading key error do not share the same underlying failure." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing tied weights in a model class vs device-dependent serialization inconsistency are related to weights, but not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen multimodal regressions: hidden-states output bug vs rope-index temporal scaling bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument conflict is unrelated to loading `physical-intelligence/fast`." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsense outputs and OmDet-Turbo processor size mismatch are distinct model/processor issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure is separate from an image processor resolution mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a name collision in forward and the other is an unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are both FP8-adjacent but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Granite speech config strictness are unrelated." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing gradient-checkpointing support flag and a PEFT/DeepSpeed checkpoint error are different problems." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and `StaticCache.get_seq_length()` return-type mismatch are separate generation bugs." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input `ValueError` are different multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen video/vision area, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage and `window_size` attribute error are not the same failure mode." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/perf issue vs cache seq-length contract bug; different scope and symptom." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy loading logs are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and inability to load a specific BERT model are separate load-time failures." + }, + { + "left": "issue:43296", + "right": "issue:43540", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and Qwen3OmniMoe video processing error are different model stacks." + } + ] + }, + "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": 28, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:43883|issue:44991", + "issue:35707|issue:40444", + "issue:43531|issue:44291", + "issue:44079|issue:45663", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44509|issue:46909" + ], + "prepared_review_unit_hash": "b658749589ff7fb6bfeb09b88e26a0cfca90c24ca0f73048f17574c1ec7229e8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35962, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a few small duplicate-like subclusters around v5 regressions. The strongest duplicate candidates are the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` regression.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:43872` is the clearest high-signal regression in the set: it is concrete, widely referenced, and sits at the center of the `_is_hf_initialized` compatibility break that also appears in a closely related report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43872` is the best single issue to anchor the cluster because it is specific, impactful, and representative of one of the few true duplicate subthreads in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a finetuning/data-loading failure and the other is a rope/position-id regression; different code paths and fixes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled `flex_attention` on torch 2.9 are unrelated failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` incompatibility in model loading / `init_empty_weights` flows." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` regression; the second is a more specific manifestation around visual encoder keys." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "One is a `base_model_prefix` loading break; the other is non-persistent buffers being serialized incorrectly. Different bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and slow `convert_tokens_to_ids` performance are different problems." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype handling, but one is image preprocessor/model mismatch and the other is unsafe 4-bit cast in Gemma4 embedders." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a concrete tokenizer loading regression for a specific repo." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and PEFT adapter loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different observable failures." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and a missing `supports_gradient_checkpointing` flag are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "The `_is_hf_initialized` kwarg issue and the missing Float8 storage type error are distinct incompatibilities." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and iterable-dataset multi-image finetuning for Qwen2.5-VL are different training issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a model and Whisper `batch_decode` ignoring `skip_special_tokens` are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage support are different errors." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "A v5 `_is_hf_initialized` flag break and Strix Halo mmap/OOM behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE marker handling and accuracy regression after a version upgrade are too far apart to be duplicates." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on a model class and tokenizer loading failure are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same as multi-image iterable-dataset finetuning." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading errors are different code paths." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading with v5 and `Llama4Config.pad_token_id` missing are different model-specific breakages." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and `add_special_tokens=True` not adding BOS/EOS are separate tokenizer issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backend detection, but one is missing TF in the install extra and the other is a runtime undefined-backend error; not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring `tokenizer.json` and producing wrong token IDs for Granite are distinct tokenizer regressions." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading failure in transformers/vLLM and TimesFM `window_size` attribute errors are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Optional TensorFlow packaging and PaddleOCR-VL model loading are different issues." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different docs and different examples." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary is conservative and matches the packet: most pairs are clearly different bugs, while the accepted edges 43872\u219444291 and 45216\u219445357 are plausible same-bug subclusters from the titles alone. No soft-edge acceptance looks overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43377|issue:45491", + "issue:45325|issue:45834", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43818|issue:45357", + "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44829|issue:45479", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:40990|issue:45584", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550" + ], + "prepared_review_unit_hash": "a62edcd64f05ca1b76cc3f4233b84f75b9b96730ede293c5dae02a59c48a9a14", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37180, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model- and tokenizer-specific issues. Only one soft edge looks like a plausible duplicate: the SigLIP2 implementation discrepancy vs. nonsensical AutoModel/pipeline outputs. All other pairs are only loosely theme-matched and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43493 is the strongest anchor because it describes the underlying SigLIP2 implementation discrepancy at the source, while the paired issue is just a downstream symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best single representative issue in this set: it is concrete, root-cause oriented, and the only one with a credible duplicate partner.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention offload/memory behavior, but one is a dequantized-model loading failure and the other is MoE training memory inefficiency; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "One is about ModelOutput key assignment, the other about non-persistent buffer initialization; same broad v5 area but not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer max_length handling are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but they describe different failure modes and code paths; too broad to merge." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but they concern different models and different underlying mechanisms." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regression classes." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is iterable-dataset finetuning with multiple images and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower architecture/weights issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "These both point to the same SigLIP2 malfunction: an HF-vs-JAX implementation discrepancy that shows up as nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video-input position ids; not the same concrete defect." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict config rejection are different loading issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug and the other is device-dependent serialization; not clearly the same fix." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure is not the same as image-placeholder-in-user-text failures." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-3 training degeneration is unrelated to the single-label num_labels=1 zero-loss classification bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenizer-version changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen video vision_position_ids are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures on torch_compilable_check are unrelated." + }, + { + "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:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and GraniteSpeech PEFT checkpoint loading are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation and Qwen3 device-map CUDA assert are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to torch.export/torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the model families and failure modes differ." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster summary stays close to the packet, and the only accepted soft edge (43493/43994) is a plausible duplicate from the titles. The other pairwise rejections are conservative and avoid overclaiming sameness across loosely related v5/model-specific regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43582", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821", + "issue:46897", + "issue:47317" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:40990|issue:42947", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821" + ], + "prepared_review_unit_hash": "1174f5f2e6ef48dd22ad792b8d65f28bce1c1b7b73e3a1acfa8dc64a9afd0b34", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the cluster looks like a loose similarity bucket rather than true duplicates. I would use the broad offloading/quantization report as the closest umbrella issue, but I would not merge any of the soft pairs as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the broadest and most central offloading/quantization loading report here, so it is the best umbrella candidate, though the rest of the cluster is not actually duplicate enough to collapse into it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and strongest cluster connectivity, making it the most suitable representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different models and different failure modes: MoE weight conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mapping forward mismatch for Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset is not the same underlying bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying/serialization is a different code path from bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and likely different root causes; not enough to merge as one bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and Apple Silicon allocator TypeError are unrelated issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg handling is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk serialization are different bugs, even if both involve loading/state handling." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "One is a specific dequantized-model offload load failure; the other is a broader quantization-offloading complaint, but the concrete code-path isn't the same." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/serialization problems are unrelated to packed BitNet weights not being unpacked during accelerate loading." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask behavior is not the same as Perceiver non-default-resolution image classification failing." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different failure modes in different models." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A sliding-window off-by-one in streaming attention is unrelated to tokenizer conversion slowdown." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "compute_loss API breakage is not the same as Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are not the same underlying problem." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on one benchmark is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and 3d_parallel.py execution failure are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bugs are unrelated to tokenization differences across versions." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but the model families and described failure patterns are too different to treat as the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading problems are not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Incorrect lm_head serialization by device is unrelated to saving wrong visual encoder keys in Qwen3.5." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume failing in the epoch iterator is unrelated to early stopping disabling itself due to missing eval metrics." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding cases are unrelated to inference dtype mismatches." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram support for Int and a TimesFM window_size AttributeError are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45479|issue:47317", + "issue:28530|issue:30064", + "issue:43716|issue:46821" + ], + "prepared_review_unit_hash": "b5b527085d7e1d7610df63738b5ab71d2675c7be85a4c60d67e9f561b2d7d79f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36134, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issues with only loose topical overlap. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 45701 is the broadest and most referenced regression report, but it is still not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best cluster anchor because it has the widest scope and the most inbound references; it is the most likely umbrella report, though not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression vs a broad tokenization-behavior report; different concrete failures." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different tokenizer root causes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs Sam3Model text encoder weights not loading are distinct Sam3 issues." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is beam-search reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different model/loading paths: torch.compile with SDPA vs accelerate loading of packed BitNet weights." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model usage, but the reported breakages and code paths are different." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading bug vs checkpoint-resume max_steps calculation; unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs image processor resolution mismatch; different subsystems and bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/compile-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures with no shared concrete code path." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO device-map multi-GPU loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is different from Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but the FP8-config failure and dequantized-model offload bug are different." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but they concern different models and different preprocessing assumptions." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism bugs on different model families; not the same underlying issue." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the attribute errors and code paths differ." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-collision bug vs Gemma4 PLE device mismatch are separate problems." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config loading bug is unrelated to kernels package version/revision requirements." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention model failure vs flaky bbox-range test; no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache arithmetic, but one is serve KV-continuation indexing and the other is static-cache prefill on non-CUDA backends." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different crash conditions." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as device-tensor cache length arithmetic." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are loss-related, but they affect different model families and different training setups." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM's window_size AttributeError." + } + ] + }, + "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": 28, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44913", + "issue:44991", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:43316|issue:44913", + "issue:46894|issue:47317", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:45701|issue:47145", + "issue:43452|issue:47020", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43881|issue:44991", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43526|issue:43883", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43257|issue:47254", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "60c5a27c428f2c6fd1878f76d885b43959fcd72a7c586f618aaf94b4f15e1fa5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change; most are only loosely related by subsystem (tokenizers, Qwen, loading, offloading) but differ in concrete failure mode and affected code path.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #43873 is the strongest representative of the set: it is open, highly discussed, and has the broadest active impact signal, though the overall group does not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best single anchor for this collection because it has the most engagement and is a current, unresolved user-facing bug; however, it should not be treated as a duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve model-loading behavior, but one is a trust_remote_code cache-path collision and the other is permission propagation in save_pretrained; different bug and fix paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API serialization issues, but one is a Gemma3TextConfig discrepancy and the other is GPTNeoX rotary_pct reload behavior; not the same defect." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they concern different models and likely different loss pipelines; too broad to merge as one bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5Tokenizer load-time AttributeError are different tokenizer problems with different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void segmentation-map handling and BarkProcessor voice_preset parsing are unrelated subsystems and code paths." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions and FP8 weight_scale loading corruption are unrelated issues despite both affecting model behavior." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is generic gguf_file handling and the other is an XLMRobertaTokenizer constructor bug; not the same underlying fix." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are separate model/load failures with different causes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure and tokenizer loading regression for EMBEDDIA/est-roberta are different models and different failure points." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading malfunction and T5 apex.FusedRMSNorm memory leak are unrelated runtime problems." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal/model-loading related, but one is a video-processing ValueError and the other is a weight_only from_pretrained error; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing text_config unwrapping in multimodal from_config are different configuration bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and MolmoForCausalLM missing all_tied_weights_keys are unrelated implementation issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 and GraniteSpeech PEFT local-checkpoint loading are separate problems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs for removed pipeline tasks are documentation/wording issues, not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization in v5 and inconsistent from_pretrained behavior inside Python classes are different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Both involve distributed loading/training, but one is MOE weight conversion with accelerate+deepspeed and the other is a PEFT ZeRO-3 checkpoint error; not the same fix." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash local model import warning and a video-token counting bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different loading/offload defects." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated API crashes." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and TimesFM window_size AttributeError involve different models and parameters." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are different training/runtime issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8_e4m3fnStorage are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer mask-token registration are different subsystems." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are distinct model-loading/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43493", + "issue:43540", + "issue:43644", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:43388|issue:45059", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:45923|issue:47333", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:41720|issue:45704", + "issue:44625|issue:45479", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:43927", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:44368|issue:45357", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:43673|issue:47337", + "issue:43994|issue:44671" + ], + "prepared_review_unit_hash": "ec7c00df76f280ac96857633efb57658b23aecd94da86fc3efd8fde8a289277b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer/offline, multimodal processor, training, quantization, and generation issues are mixed together. Only one soft edge appears to be a true duplicate pair; the rest are related only by broad subsystem or model family.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44514 is the best canonical issue because it is the older copy of the exact same Qwen2_5_VLProcessor batched padding=False crash, making it the cleaner duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest issue to anchor on in this set because it has an exact duplicate partner and a concrete, reproducible failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but they involve different models and different failure paths: cache/offline loading versus a specific tokenizer regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "These are unrelated: one is a distributed metrics label truncation bug, the other is a multimodal processor behavior issue in SAM3." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3OmniMoe video-input validation versus static-cache seq-length arithmetic under torch.compile." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both mention missing or wrong weights, but they affect different model components and different loading/saving flows." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "No shared underlying bug: one is about an optional post_init contract, the other about num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "One concerns junk-filled non-persistent buffers, the other inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "These touch loading and image backends broadly, but the concrete problems are different: a specific model load failure versus an unnecessary torchvision dependency." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different offloading-related failures: missing gradient-checkpointing support on a trust_remote_code model versus inability to save a disk-offloaded model." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "The first is a tokenizer API argument conflict; the second is a model loading failure for a specific checkpoint." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated problems: Perceiver resolution handling versus dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and failure modes: CUDA assert during Qwen3 auto device mapping versus an apex RMSNorm memory leak in T5." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification configuration, but one is config propagation and the other is an incorrect zero-loss behavior across multiple models." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "These are unrelated multimodal issues: SigLIP2 doc/model mismatches versus OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: embedding unpacking with TRL SFT versus evaluate failing after train." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model persistence, but the concrete bugs differ: PEFT adapter loading from local checkpoints versus quantized model save/load breakage." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No common code path: gradient checkpointing in eval mode versus an apex-related memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenization, but one is a general cache-load failure and the other is a specific unconditional model_info call in a Mistral patch path." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different issues: eval-mode gradient checkpointing restriction versus unexpected gradient growth under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config metadata, but one is runtime post-processor updates and the other is saved custom token IDs being lost." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; same title, same reproduction, same failure." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different offloading problems: local checkpoint loading for PEFT adapters versus quantization/offloading behavior." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings configuration, the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different failures: void segmentation-map processing versus a GenerationMixin import error." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer-adjacent, but the bugs differ: special-token post-processor refresh versus BigBird mask-token registration/decoding." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but different scope: documentation/example problems versus a deeper HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "No relation: GenerationMixin cache/chunked_prefill versus a flaky bbox coordinate range test." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs versus CamemBERT masked-LM prediction regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The selected canonical issue (44514) is clearly supported by the exact duplicate pair 44545, and the summary does not overstate the remaining soft links. No obvious unsupported duplicate claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44661", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:45081|issue:45356", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:46032|issue:46463", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43526|issue:43881", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:45072|issue:47050", + "issue:44488|issue:47020", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:46829|issue:46832", + "issue:43611|issue:46665", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "865136f2c1e765b38e7417d346ec73b174d8edaedb6d4b121db051fe73a68dda", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, model-loading, cache, dtype, and documentation bugs. I did not find any soft pair that clearly represents the same underlying fixable change, so all soft edges are rejected. If a single issue must represent the cluster, issue 43873 is the most discussion-heavy/broad, but it is not a true duplicate umbrella for the rest.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 has the strongest engagement and the broadest infrastructure/inference framing, but the cluster is too mixed to support a real duplicate canonical; it is only a weak representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global representative by activity and breadth, though it should not be treated as a true umbrella for these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/fix_mistral_regex territory, but they hit different failure modes and models; not clearly the same bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency and ONNX fp16 attention dtype mismatch are different code paths and defects." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and errors: Qwen3VL weight-only loading vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/index arithmetic, but one is a stale indexer cache on second forward and the other is a device-tensor seq-length issue in prefill; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor updates and LayoutLMv2 NER padding crashes are different tokenizer behaviors." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repository-file listing CI forwarding bug; no shared code path." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Float16 AMP loss crash and ONNX export attention dtype mismatch are different execution paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Doc-example mismatch/quantization issues do not match the ONNX export dtype bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC latent reconstruction are distinct problems." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel initialization and audio feature extraction are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families and different failure points." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DiaConfig save/load token ID loss are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled attention failure vs tokenizer AttributeError." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor duplication and loading a specific tokenizer model are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE behavior and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Different models and different dtype mismatch paths (bfloat16 inference vs fp16 ONNX export)." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and Unigram API misuse are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model registration are different code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation maps and trainer compute_loss kwargs are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mix-up and RT-DETR feature-level handling are different defects." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading behavior, but base_model_prefix breakage and from_pretrained-in-classes inconsistency are not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures 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": 28, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47337" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43550|issue:43819", + "issue:45987|issue:46829", + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:44991|issue:47020", + "issue:43643|issue:44877", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44008|issue:46858", + "issue:44561|issue:45020", + "issue:45987|issue:46932", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44991|issue:46291", + "issue:46752|issue:47337", + "issue:44805|issue:44936", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:43550|issue:45072", + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "f594174d4c1192b03ddc1780a5940badae52512c7d67509bd47d120952d603ab", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of unrelated closed issues with no convincing duplicate pairs; most soft links are only broad subsystem similarity rather than the same bug. I found no PRs in the cluster.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45081 is the strongest anchor: it has a precise traceback, a clearly identified failing helper, and a concrete regression surface around Mistral tokenizer loading, making it the most actionable representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best standalone issue because it is specific, reproducible, and tied to a narrowly scoped code path with a clear fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: image processor loading from URL vs Jinja/template compilation error." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different models and code paths: tokenizer special-token decode bug vs DAC latent/STE mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but the bugs differ: offline model_info call vs backend_tokenizer attribute crash." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA issue in Bamba vs DAC latent reconstruction bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different APIs and symptoms: cache sequence length contract vs output field mapping in video classification." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Distinct model/config bugs: sparse layer initialization vs RoPE layer dropping." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal forward-path bugs in different models." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Voice preset handling in Bark is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are different root causes and different model families." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields with trust_remote_code and the other is strict config rejection." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/model-processor mismatch is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different regression types: CLIP output field assignment vs RTDetrV2 output differences." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Variable-name collision in Gemma3n is unrelated to static cache sequence-length tensor behavior." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code breakage, but not the same concrete bug; one is a specific API removal, the other is a broad umbrella report." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Sequence-length contract bug vs quantized embedders dtype casting bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer loading a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but for different models and different failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading vs pipeline import/kernel version incompatibility are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat-template input crash is unrelated to flaky bbox range assertion." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is not the same as trainer.evaluate failing after train." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR length issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram Int unsupported are different backend/model issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve token handling, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure classes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA issue is unrelated to generic dtype mismatches." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a load-time weight_only error and the other is a flash-attention generation 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": 28, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43716|issue:44008", + "issue:45563|issue:47276", + "issue:28218|issue:29159", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:47276|issue:47337", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:43388|issue:46032", + "issue:47254|issue:47333", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:46697|issue:46728", + "issue:43742|issue:45020", + "issue:42915|issue:47333", + "issue:43262|issue:43819", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "226f07fc580ff081eeb88929f9ae1b662d3f14799649e58a4fbaaa6374f152da", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "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": "The cluster is highly heterogeneous: most items are separate bug reports across unrelated transformer subsystems. None of the soft-linked pairs look like true duplicates or mergeable same-change PRs, so all soft edges should be rejected.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest and most central tokenizer-regression report in this set, with the most inbound references among the tokenizer-related issues; no other item clearly subsumes the cluster better.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best available anchor because it is broad, well-referenced, and closest to the small tokenizer-only subset, though the overall cluster is not truly cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both concern model loading for different multimodal models, but one is a dtype persistence bug and the other is a missing temporal-attention / weight-sharing issue; different code paths and fixes." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation error messaging for input_ids/inputs_embeds, the other is a classification-loss degeneracy for num_labels=1; unrelated root causes." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and broken FSDP CPU RAM-efficient loading are distinct initialization/loading problems, not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal dtype/name issues, but one is image preprocessor dtype mismatch and the other is a variable-name collision causing an AttributeError; not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but one is a stale num_return_sequences warning in paged generate and the other is a synced_gpus warning in continuous batching; different behavior and fix scope." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "These are both tokenizer-related, but one is an extra space after an added token and the other is slow vs fast tokenizer inconsistency; related area, not clearly the same defect." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and stale model.config.dtype after from_config are separate dtype/config issues with different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect translation-task error message in pipeline(), the other is nonsensical SigLIP2 outputs in AutoModel/pipeline; not the same underlying change." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP plan entries are both Qwen-related, but they are different model-loading/sharding failures." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs with different failure points." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated validation/preprocessing vs inference-dtype issues." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading failure and init_empty_weights unexpected _is_hf_initialized argument are distinct loading-stack compatibility issues." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale synced_gpus warning and a flaky bbox range test are not the same bug or change." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and inconsistent from_pretrained behavior inside Python classes are different initialization semantics problems." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and bfloat16 dtype mismatches are different CI/loading failures." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss num_items_in_batch are unrelated API regressions." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics tuple truncation and Mamba2 use_cache seq_len>1 correctness are separate training/runtime bugs." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Both involve offloading/checkpointing, but one is PEFT+ZeRO-3 gradient checkpointing and the other is saving disk-offloaded Qwen3 models; different failure modes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and a generic tokenization-version change are not the same underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in torch install and a Mistral regex patch crash are unrelated package/dependency vs tokenizer-patching problems." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Both are offloading-related, but one is checkpointing errors with PEFT+ZeRO-3 and the other is inability to save disk-offloaded Qwen3-VL; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems: one is BLIP2 dtype loading, the other is Apple Silicon allocator warmup argument handling." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Swin2SR over-padding and Aria wrong image-patch counts are both image-processing issues but arise from different sizing logic and are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and generic remote_code breakage are not the same failure, even if both involve loading models." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and disk-offloaded Qwen3 saving failure are different configuration vs offloading issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and DAC.from_latents/forward mismatch are unrelated audio bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug affect different models and different parts of the pipeline." + } + ] + }, + "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": 28, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45372", + "issue:45406", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47217", + "issue:47337" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:44964|issue:47337", + "issue:43262|issue:47217", + "issue:43825|issue:43827", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46175|issue:46932", + "issue:43582|issue:44857", + "issue:36010|issue:43645", + "issue:45372|issue:46326", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43906|issue:46209", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:38175|issue:44610", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "2e8bd91fba28847e8acd048d2684ac4f85c8feb91ee3a3bcc87ee6653f806d0c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial theme matches across unrelated issues; none look like true duplicates or the same concrete fix, so I would not merge any of them.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Both are backend/runtime compatibility problems, but one is FP8 storage typing and the other is an image-processing torchvision dependency issue; different code paths." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "Model loading for Phi-4 multimodal is unrelated to a flaky bbox range test; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Both touch multimodal preprocessing, but one is audio sampling-rate defaulting and the other is text/image placeholder handling; distinct behaviors." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is stale docs; same theme, not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model internals changing in v5, but sys.modules access and CLIP text-model structure are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 embedders, but one is a memory-heavy one-hot position embedding and the other is dtype casting for quantized embedders; not the same fix." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crashes are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom-model initialization break for different reasons and in different paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure for ReasoningEffort and the other is a continue_final_message logic bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "An import error for GenerationMixin and a changed compute_loss signature are separate API breakages." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA behavior for Bamba and quantization fallback for git-oss-20b are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision requirements are different subsystems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training on non-pretrained BERT and post-train evaluate failure are different trainer issues." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion for Qwen3 MOE and a multimodal token-counting video-branch bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch extra missing TensorFlow and pipelines import failing on kernels version constraints are unrelated packaging/import issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling and tokenizer loading for a specific RoBERTa model are both loading problems, but not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen tied-weights warnings, but they describe different incorrect ties/warnings and likely different fixes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug and RTDetrV2 output drift are unrelated vision issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are different loading failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are unrelated model bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an old issue and an FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are different model-specific problems." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path warning on load and Qwen3 MOE weight conversion under accelerate+deepspeed are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are both vision-model problems, but not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and Whisper batch_decode token skipping are separate audio-processing behaviors." + } + ] + }, + "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": 28, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44617", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:45859|issue:47050", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:39692|issue:44912", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45081|issue:47020", + "issue:45459|issue:45803", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "4ab00698ae11921b54bc42453ec1ae3eed3f64d0731196055769d348abd5405a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35631, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft pairs share broad subsystems (video/multimodal, quantization, tokenizer/loading, cache) but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out because the items break into several unrelated root causes; the strongest overlap is only a loose video/multimodal subgroup, not one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best representative issue because it is the most specific and diagnostic of the largest apparent mini-cluster (video/multimodal token counting regressions), but it still should not be treated as a cluster-wide duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Both are tokenizer-related, but one is a template compilation error and the other is an extreme model_max_length bug; different code paths and different fixes." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is about weights not converting under accelerate+deepspeed and the other is a CUDA OOM during loading; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but one is missing fields from trust_remote_code AutoConfig and the other is unwrapping text_config in composite multimodal configs; related area, different defect." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both mention multimodal/video-adjacent config paths, but 45600 is a removed-config CI break in auto_mappings.py, not the undefined video-token helper bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "These are unrelated: one is a BeitImageProcessorFast label-reduction bug, the other is an MPS attention correctness issue." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Both involve model code and dtype-like failures, but one is CPU offload compatibility in rotary embeddings and the other is an ONNX export attention dtype mismatch." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video regressions, but 43329 is an undefined helper/variable in multimodal token counting while 44479 is a broader v5.3.0 regression across specific Qwen VL/MoE models; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is AutoImageProcessor loading from URL. Different features and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both touch quantization, but one is a SigLIP2 doc example with model/processor mismatch plus quantization failure, while the other is MXFP4 loading falling back to bf16." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are model loading problems, but one is about fine-grained FP8 config and the other is a missing-key load error for MobileLLM-125M; unrelated root causes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is a multimodal token counting bug and the other is incorrect batched video processor output shape; separate code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is init_empty_weights breaking on an unexpected constructor arg; the other is PIL image processors incorrectly requiring torchvision. Different dependency/load paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to GPT-OSS perplexity on WikiText-2." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is accelerate/deepspeed weight conversion and the other is a Qwen3-VL shape mismatch; different mechanisms." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention CUDA memory, but one is int4 quantization reserved-memory growth and the other is a Sam3Video OOM; not the same underlying bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Both are storage/offloading-ish failures, but one is Float8 storage lookup and the other is inability to save a disk-offloaded Qwen3-30B model; different code paths." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization loading issues, but one is MXFP4 falling back to bf16 and the other is missing weight_scale on FP8 frozen checkpoints; distinct bugs." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer constructor/patch problems, but one is Mistral regex patching against backend_tokenizer and the other is Unigram receiving a dict instead of a sequence." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one hides tokenizer decode errors when protobuf is absent and the other swallows KeyboardInterrupt in FuyuBatchFeature conversion; not duplicate." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "One is a transformers>=5.1.0 load failure for physical-intelligence/fast; the other is CLIPTokenizer using an absurd model_max_length. No shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility and kernels package version/revision requirements are different dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is unrelated to kernels import/version requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch import and Bart generate() decoder_attention_mask unbound are unrelated errors." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is max_cache_length only honored for Quantized Cache; different behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a non-diagnostic body/title and the other is an isolated reproduction of a specific upstream issue; no actual duplicate signal." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "One is a video-input ValueError in Qwen3OmniMoe, the other is a DiffusionGemmaGenerationOutput pipeline failure; different model and pipeline paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "AutoModel missing PyTorch and Llama 3.2 90B Vision Instruct loading breakage are separate environment/model-loading 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": 28, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:44568|issue:45356", + "issue:43742|issue:44291", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:43697|issue:45357", + "issue:44479|issue:46693", + "issue:45137|issue:45405", + "issue:44589|issue:47332", + "issue:39379|issue:44554", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:44857|issue:46832", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:27957|issue:28282", + "issue:45538|issue:46869", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43531|issue:44821", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "97e871c3fc2d9b303bbf163f129481316726f596ce8cecc92d22b26eb8a3b0f3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal/video loading bugs, training/runtime errors, and device/offload issues. None of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target for the whole cluster; the items span multiple distinct failure classes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 45488 is the strongest broad-impact tokenizer regression candidate, but it still only covers one subtheme of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading-related, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo; different code paths and fixes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Blip2 dtype propagation are unrelated bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizers, but one is missing special tokens for mdeberta-v3-base while the other is a Kimi tokenizer codec/regex regression." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key lookup failure and init_empty_weights unexpected argument error are different loading failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weight tying behavior, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backends installation issue and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found ImportError and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are different training/runtime bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key regression affect different subsystems and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION packaging/version bump are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure and disk-offloaded Qwen3-VL save failure are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and MPS attention correctness are different model/backend correctness bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level mismatch are different detection-model failures." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT/ZeRO-3 checkpointing error are different infra bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Duplicate AddedToken kwargs and tokenizer load failure for est-roberta are both tokenizer-related but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading breakage are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on mdeberta-v3-base and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues in Qwen3-family models, but they involve different models and concrete errors (ValueError vs StopIteration)." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and broader v5.3.0 video regression are related only at a high level; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Blip2 dtype not propagating and from_config leaving config.dtype stale are different dtype-related bugs, not the same code-path failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44849|issue:45701", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43742|issue:47333", + "issue:43756|issue:45325", + "issue:46463|issue:47276", + "issue:43756|issue:46399", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332" + ], + "prepared_review_unit_hash": "ab71acbf024995f79758f12aeec254b38cd7e621631b10ea3d61505983b0d85f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36573, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate clusters look strong enough to merge: the soft pairs mostly share only broad subsystems (tokenizers, multimodal models, config/loading, dtype issues) but describe different concrete failures or code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve Trainer API changes, but one is token counting state and the other is a custom compute_loss signature break; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input regressions, but one is a broad multi-model failure and the other is a specific vision_position_ids bug; not enough to treat as the same fix." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "One is a model load failure for physical-intelligence/fast, the other is a hub utility missing revision forwarding; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow packaging/backends and a specific model-loading failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizers, but one is AddedToken construction and the other is a Mistral regex patch crash; different defects." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: SigLIP zero probabilities vs Perceiver resize/interpolation failure." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and disk-offloaded save failure are separate behaviors." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and tokenizer version-dependent tokenization are distinct issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4-multimodal load failure do not describe the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error vs Float8 storage lookup failure are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to SmolLM3 RoPE-layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different models and different loading/saving paths: MobileLLM key error vs Qwen3 disk-offload save failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but one is SmolLM3 layer selection and the other is Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Error-message wording for T5 validation and synced_gpus warning text are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "SmolLM3 RoPE-layer behavior and Qwen3.5 kernel registration crash are different defects." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but one is a torch.finfo uint8 issue in Gemma4 audio modules and the other is a BitsAndBytesConfig exclusion regression." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map mismatch and T5 error messaging have no shared code-path problem." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation bug and T5 validation messaging are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and a stale auto_mappings reference are separate CI issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of one bug and an FA2 performance regression are not the same change." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are different model-specific issues." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and BART generate() decoder mask bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are separate config-loading bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure is unrelated to an FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model not loading are different loading failures." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "MobileLLM key error and Qwen3-VL disk-offload save failure are different problems." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Repeated soft edge: the two issues still point to different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:42796", + "issue:43295", + "issue:43452", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47332" + ], + "soft_pairs": [ + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:44466|issue:45005", + "issue:46463|issue:46899", + 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"soft_pair_count": 26, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only the tied-weights v5 reports (44466 and 45005) look like a real duplicate pair. Everything else appears to describe unrelated bugs or different code paths.", + "confidence": 0.83, + "canonical_issue_reason": "45005 is the broader tied-weights/v5 regression report and is the best anchor for the one plausible duplicate pair; 44466 reads like a narrower serialization symptom of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the most representative issue here because it captures the broader tied-weights problem and can plausibly subsume the more specific lm_head.weight serialization complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: missing PyTorch import vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of issue 38071." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/save_pretrained regression affecting checkpoint serialization." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different subsystems and symptoms: T5 decoder-input validation message vs Gemma4 4-bit dtype-cast failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer loading, but one is gguf_file handling and the other is an offline model_info call in a regex patch." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 model loading index error is not the same as evaluate-after-train state failure." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config round-trip loss is unrelated to rope-validation list type handling." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions are separate training/runtime issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: inference output changes vs incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to Perceiver resolution/interpolation behavior." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load breakage are different serialization bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are not the same failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Same broad area, but zero probabilities in SigLIP2 and processor.tokenizer regression are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task errors and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder key serialization is unrelated to broad tokenizer token-ID regressions." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic remote-code config field loss is not the same as the specific @strict field-drop bug in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are model-output bugs, but they concern different models and different symptoms." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS bus error in CLIP loading." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and EMBEDDIA tokenizer load failure are different tokenizer regressions." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multimodal IterableDataset finetuning failure is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap/OOM mitigation is unrelated to saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import failure and Windows ROCm torch.distributed dependency error are different import/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The lone accepted soft edge (44466/45005) is supported by the shared tied-weights/v5 serialization theme in the titles, and the rest of the verdicts read as conservative non-duplicates. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:46832|issue:46932", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43761|issue:47013", + "issue:43761|issue:46829", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:33666|issue:36331", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43688|issue:45440", + "issue:45405|issue:47254", + "issue:43643|issue:44561" + ], + "prepared_review_unit_hash": "5137d09ab5f16a92cd48932dfc674ee38f930cbc51684d4591d1372a36b567a1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35765, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; the soft edges are mostly broad topical similarity (tokenization, generation, trainers, vision models) rather than true duplicates of the same underlying bug.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45701 is the most umbrella-like report in the list, covering version-driven tokenization regressions and sitting closest to several tokenizer-behavior items; it is still only a partial fit for the overall mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single anchor available because it is broad and regression-oriented, but the cluster is too diverse for any issue to cleanly represent all items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are loss crashes in detection models, but they involve different models, different failure modes, and different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about processor/tokenizer API breakage with images and the other is about codec handling in a specific tokenizer." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model/runtime failures: missing pad_token_id in Llama4 config vs a diffusion pipeline/output issue in Gemma." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different problems in different subsystems: auxiliary-loss normalization vs an RMSNorm memory leak." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Both concern v5-era breakage, but one is custom model initialization and the other is FSDP CPU RAM efficient loading; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is auxiliary-loss normalization in MoE models; the other is a broad tokenization behavior regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but they affect different tokenizers and different symptoms (empty decode vs missing BOS/EOS insertion)." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-registration failures: TensorBoard without TF vs an undefined tensorflow_text backend." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading bugs: RoPE layer loss in Smollm3 vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "One is a tokenizer special-token registration bug; the other is config save/load losing custom token IDs." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Different RT-DETR shape/type error vs Gemma4 quantized-embedder dtype casting issue." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/caching, but one is compiled-forward inconsistency and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training vs an unrelated import error for GenerationMixin." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression; the other is a config propagation bug for num_labels." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are state/output handling bugs, but in different architectures and with different return conventions." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the bugs are different: one returns None, the other misassigns last_hidden_state." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different load-path regressions: gguf_file breakage vs BLIP2 dtype remaining float32." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is leading-space round-trip behavior in CodeLlama." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training setup." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different symptoms and paths: device-map cuda assert vs chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both relate to save/load behavior, but one is lm_head serialization inconsistency and the other is sinq quantization persistence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/generation, but one is incorrect generation output and the other is a performance regression in long-context generation." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue vs Trainer.compute_loss signature mismatch; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Shared generation context only; compiled-forward inconsistency is a different bug from flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model-specific loading vs torch.compile/SDPA execution failure." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model correctness bugs: auxiliary loss normalization vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "One is an unmet dependency version bump; the other is a PEFT/DeepSpeed gradient-checkpointing failure." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking remote-code models." + } + ] + }, + "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": 28, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47276", + "issue:47332" + ], + "soft_pairs": [ + "issue:44734|issue:46612", + "issue:43504|issue:43720", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:44625|issue:47276", + "issue:43606|issue:43927", + "issue:44484|issue:44704", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:28218|issue:33357", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:45491|issue:46002", + "issue:39692|issue:43295", + "issue:44554|issue:46365", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43334|issue:45759" + ], + "prepared_review_unit_hash": "4235e32f912f055d0d438a0061d4e6f3fd1c2ab043de95f8a807cd4a72f0b929", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35370, + "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 highly heterogeneous: the items cover many unrelated bugs in tokenizers, model loading, generation, quantization, and docs. I found no strong duplicate group large enough to justify a single canonical issue, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the most active and concrete report in the set, with substantial discussion and references, so it is the best representative issue if one must be chosen. However, it is not a true cluster canonical because the surrounding issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific model families; different code paths and failures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs: Beit semantic segmentation fails on a legacy config field, while BitNet fails because packed weights are not unpacked during accelerate loading." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated bugs: dtype drift in embedding layers versus incorrect auxiliary-loss normalization." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3-VL weight-only loading error is a model-loading issue; FA2 long-context slowdown/regression is a generation performance issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet and DiaConfig token-ID persistence are separate failures in different subsystems." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 config propagation and a misleading synced_gpus warning are unrelated; one is a model config bug, the other is messaging in continuous batching." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same bug as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "These are different APIs and symptoms: save_pretrained shard-size behavior versus AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Both touch model/processor loading, but Beit legacy-field loading and OmDet processor size mismatch are distinct concrete issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype not honoring requested precision and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3.5 tensor-parallel plan omissions are different code paths and failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different configs and different attribute names; not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in a CLIP model are completely unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggering inputs differ materially: batched padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a misleading pipeline translation-support message are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch with device_map=\"auto\" and sinq quantized save/load breakage are different problems." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different hardware/backend issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention with mixed-length batches; the other is classification-head NaNs during checkout/init." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and a v4.57.5 regression in processor/tokenizer handling are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer failing until datasets is uninstalled are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert and the offline-mode regression from unconditional model_info() calls are different root causes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 producing nonsense outputs and return_tensors being ignored when text_kwargs is passed are unrelated API bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral and Qwen3.5 flash-attention generation problems do not share the same code path." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "An unreleased PEFT version bump and inability to save a disk-offloaded Qwen3-VL model are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id on load and the other is from_config not unwrapping text_config; different failures, not one duplicate 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": 28, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45245|issue:46710", + "issue:43606|issue:44112", + "issue:44849|issue:46209", + "issue:43994|issue:44493", + "issue:44849|issue:45357", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:42490|issue:43696", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:42947|issue:43381", + "issue:29159|issue:32090", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "cda558a754faccf68462937d224791c6246e101f142aa3ac40d113aa183a420f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36327, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "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, with a loose concentration around tokenizer/config regression issues. There isn\u2019t a strong duplicate group here, so the best representative issue is one of the broad tokenizer regression reports rather than a true canonical duplicate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the most representative high-signal report in the cluster: it describes a broad, user-facing tokenizer regression with v4\u2192v5 impact and is thematically closest to several other tokenizer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest cluster representative because it captures a concrete, widely impactful regression and is more central than the narrower one-off model/config complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: custom model initialization vs. inconsistent lm_head serialization. Same release window/subsystem is not enough." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "One is an eval-time dtype change, the other is a resume/checkpoint key mismatch. No shared code-path bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but the concrete failures differ by model and symptom (special-token insertion vs DeepSeek-Coder tokenization regression)." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training behavior: embedding dtype drift versus gradient blow-up under ZeRO-3." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad fields, but they affect different configs/models and appear to be separate compatibility issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Separate tokenizer regressions: add_special_tokens/BOS-EOS behavior versus wrong token IDs for Granite models." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/model failures with different symptoms; no evidence they share the same underlying defect." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as a ZeRO-3 gradient anomaly." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference OOM on B200 and a DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are Transformers-5 compatibility issues, but they hit different APIs and failure modes; too broad to merge." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure for Beit is unrelated to CPU-offload device mismatch in Bark." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Storage-object TypeError and Python 3.13 flash_attn import KeyError are distinct environment/runtime issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class and Float8 storage lookup failure are different breakages." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size handling and RT-DETR feature-level mismatch are different model-specific bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both are model-structure regressions, but they affect different architectures and error paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Loading a model with a legacy field and a tokenizer special-token registration bug are not the same defect." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error and accuracy regression are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug is not the same as a stale CI test failure." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen hidden-states behavior and FP8 hardware incompatibility are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys do not share the same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an output_hidden_states bug; the other is incorrect save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and different failure modes: dtype mismatch versus backbone/output shape mismatch." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading problems are related at a high level, but these are different code paths: offload behavior vs save/load corruption." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are unrelated generation bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A path warning on local model loading is unrelated to CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient instability and Phi-4 multimodal loading failure are different problems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is explicitly disallowed in eval mode." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and Trainer broadcast TypeError do not share the same underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and num_input_tokens_seen not updating 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": 28, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:47013|issue:47254", + "issue:45200|issue:45229", + "issue:44849|issue:47145", + "issue:45588|issue:46050", + "issue:43493|issue:43701", + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44977|issue:46701", + "issue:43295|issue:43450", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:45406|issue:46121", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:44186|issue:46192", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43572|issue:43957" + ], + "prepared_review_unit_hash": "4d535bf7a68e728f03189e71716314745acb907ed5f5241895ec7ababc24ddca", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36143, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem/model keywords (Gemma, Qwen, flash-attention, serve, tokenizer) but describe different concrete failures. No PRs are present. I would not merge any soft pair.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents this cluster semantically; the items span unrelated bugs. If an anchor is needed, issue:45229 is the most active and discussion-heavy, but it is only a weak representative by activity, not topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45229 has the strongest signal (highest discussion activity and inbound references), so it is the best standalone anchor among the issues, though it does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5/attention internals, but one is a missing registration decorator crash and the other is a TP plan/OOM-shape bug; different underlying fixes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference problems, but one is a multi-GPU CUDA OOM and the other is a device-mismatch forward bug with device_map=\"auto\"." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: template-node compilation error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated code paths: xLSTM train-mode unpacking bug vs PEFT/DeepSpeed checkpointing error." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting is unrelated to the Gemma4 31B multi-GPU OOM." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale loading corruption are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink handling crash and sinq save/load breakage are distinct issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different model/pipeline bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serve, but one is a multimodal continuous-batching AttributeError and the other is KV-cache tensor indexing in /v1/responses." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is a Qwen3 device-mapping cudaErrorAssert, the other is a post-upgrade accuracy regression; not the same code-path bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d design issue and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import failure and meta-device model-loading breakage are separate compatibility bugs." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape handling are different multimodal preprocessing bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to apply_chat_template on empty lists." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are entirely different topics." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and an accuracy regression after upgrading Transformers do not describe the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash and Qwen multimodal config unwrapping are different defects." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and rope-validation TypeError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different model/config bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are not the same failure." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Transformer processor regression and OmDet-Turbo input-size mismatch are unrelated preprocessing bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer API problems, but one is a LayoutLMv2 crash on NER/batched padding and the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape error and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and return_tensors handling are separate bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and meta-device loading breakage are different regression classes." + } + ] + }, + "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": 28, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44561|issue:46234", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "346bd68872122aa4720a579e693b6d84812b0530f34900e1cef53194a37a1e26", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it spans many unrelated transformers bugs across tokenization, loading, multimodal chat templates, model-specific regressions, and CI/backend issues. No soft pair looks like the same underlying bug/change, so all candidate edges are rejected. Issue 44521 is the closest loose representative only because it has the strongest discussion/ref signal in a recurring multimodal chat-template area.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items are heterogeneous. If one issue must be chosen, 44521 is the best loose representative due to the strongest engagement and because it sits in the broad multimodal chat-template regression area.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the most central issue by discussion/inbound references, but it is still only a representative of a subtheme rather than a true duplicate root for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: SDPA/torch.compile failure in Bamba-9B-v2 vs a gradient growth problem under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend problems, but they target different failures and different code paths: flash_attn on Python 3.13 vs tensorflow_text backend mapping." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: _flash_supports_window_size vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4/multimodal processing, but one is about missing mm_token_type_ids defaults and the other is a device mismatch during forward; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "v4.57.5 processor.tokenizer regression with images is different from the SigLIP2 implementation mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Llama4Config missing pad_token_id are similar symptoms but different model-specific config bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; different concrete paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization and output embedding reinit after resize are separate tokenizer/model-init issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2_5_VL import is unrelated to DeepSeek-Coder detokenization regression." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default and batched video processor output-shape bug are different processor failures." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange/device bug is unrelated to the CohereASR double-shift training-loss issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek-Coder detokenization and flash_attn import KeyError are different subsystems and failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to a stale device-override CI failure in GraniteSpeech." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIPTextModel structural inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer failing to load FastSpeech2ConformerTokenizer is separate from Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is unrelated to missing is_falcon_mamba_ssm_available." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal/gemma-related, but mm_token_type_ids defaults and unsafe 4-bit dtype casts are different concrete bugs." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels returning one label is unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Gemma multimodal bugs: mm_token_type_ids defaulting vs still-image rope index scaling." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release bug 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": 28, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46821", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:43827|issue:43901", + "issue:28282|issue:33357", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:43388|issue:43526", + "issue:46424|issue:46858", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:45520|issue:46170", + "issue:46431|issue:46566", + "issue:44448|issue:44743", + "issue:42490|issue:43854" + ], + "prepared_review_unit_hash": "ee0977e6baa72572b6529e147bee27d5a162cb7d11b8095b0ab8b14b3f0548b0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37353, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated bug reports and doc regressions. I do not see any soft pair that describes the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the cluster mixes unrelated model-loading, cache, tokenizer, CI, and documentation problems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear duplicate hub for the others; the safest triage is to keep them separate rather than force a representative canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures: DAC latent decoding vs a GraniteSpeech CI test mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both Gemma-related but distinct problems: missing mm_token_type_ids vs dtype casting for quantized embedders." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping assert vs FP8 inference on B200." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: OmDet processor image sizing vs LwDetr AMP loss crash." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "No shared underlying bug; one is DAC latents, the other is a feature-length helper in qwen3_omni_moe." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length arithmetic." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention imports/versioning, but one is a missing flash-attention symbol and the other is Torch 2.10 incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and bugs: sparse layer config creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Separate detection-model training issues: AMP/CUDA crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they target different APIs and different stale references." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error with a community CLIP model." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different architecture problems: multimodal Qwen config unwrapping vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated API issues: stale config.dtype after from_config vs TimesFM window_size attribute handling." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 probability behavior is unrelated to RT-DETR memory reclamation." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures in different pipelines: unsupported feature-extractor arg vs Whisper empty-transcription generation." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and root causes: SwitchTransformers sparse-layer bug vs Beit legacy-field loading bug." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is serialization inconsistency for lm_head.weight." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduce_labels." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length config and device-tensor seq-length arithmetic are different cache bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Torch.compile/SDPA model failure is unrelated to a stale GraniteSpeech CI test override." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing issue is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Completely different bugs: SwitchTransformers config vs qwen3_omni_moe output-length helper." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying code path; config instantiation bug vs CI device override test." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failures: SwitchTransformers config bug vs bark-small CPU offload mismatch." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import-time failures on different platforms and dependencies." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template validation error and meta-device placement bug are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior regressions: Pegasus output mismatch vs recurrent-state reset in qwen3_5 modular code." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Path-trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46697" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45290|issue:46326", + "issue:43819|issue:44493", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:44514|issue:44521", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43701|issue:45083", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:10000|issue:15354", + "issue:45310|issue:45478", + "issue:44857|issue:45072", + "issue:26413|issue:31501", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "70090eb0d3ea7ab2f92faf1b4da35811e1de7414ea0e2730202be47f2474cba9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35234, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues with broad topical overlap. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` errors; the rest share subsystem keywords but describe different bugs or code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the earliest report of the exact same Qwen3.5 MoE `from_pretrained` failure, with an identical title to issue:45478 and enough discussion to serve as the primary thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it is the earliest, most specific, and exactly duplicated by issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they fail on different symbols (`_flash_supports_window_size` vs `HybridCache`) and likely different breakages." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "One is CUDA OOM for Sam3Video; the other is an image processor padding bug. No shared underlying defect." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat template handling, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different areas: DAC latent conversion mismatch vs position-id key warnings in many models." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama vision is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU/offload-related paths, but they are different failures in different modules and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to BEiT fast processor label reduction behavior." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch under CPU offload is not the same bug as float16 AMP crashing in `LwDetrImageLoss`." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are `apply_chat_template` issues, but they affect different inputs and failure modes; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer `_gpu_broadcast_one` NoneType failures are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/model mismatch in SigLIP2 is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center argument in an extractor and Gemma4 PLE device mismatch are different concrete failures." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast errors." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to `apply_chat_template` crashes." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatches and `_get_feat_extract_output_lengths` behavior are different bugs in different flows." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight handling in accelerate loading is unrelated to a stale GraniteSpeech device override test." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output differences vs DeepSeek tokenizer regressions." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "A German DistilBertModel issue and a torch.jit.script GeneratorExp export error are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Identical title and same Qwen3.5 MoE `from_pretrained` failure; these are clear duplicates." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: float16 AMP crash in one model vs bfloat16 inference dtype mismatches in others." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "`resume_from_checkpoint` epoch iterator failure and FineWeb SLM training not starting are not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error with CLIP are unrelated failures." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe length helper behavior are different code-path issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and Qwen2-57B-A14B tp OOM are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in a DSA indexer is unrelated to removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and category-count overflow are different defects." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310 and 45478 are the identical Qwen3.5 MoE from_pretrained issues, with 45310 earlier, and the rest of the soft pairs are handled conservatively as non-duplicates. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:44464|issue:46424", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43257|issue:43299", + "issue:43278|issue:43381", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "47958d95128b725b388aeab1c01bcdc0c0d819c96a43dddcae624344cb6636b3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are broadly transformer-related but not duplicates of one another. The soft pairs mostly share only a subsystem or model family; they do not appear to describe the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly canonicalizes this set; if one must be picked, issue 45920 is the broadest and most representative regression because it affects AutoTokenizer across multiple models and has the widest apparent impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative issue here because it is a cross-model tokenizer regression with multiple affected model families and clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/utilities bugs, but one is tokenizer error handling and the other is a missing import_utils helper; different code paths." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection problems: auxiliary losses vs an infeasible RTDetr loss assignment failure." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the embedding reinitialization bug in post_init." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and failures: XLMRoberta Flash Attention 2 support vs Llama 3.2 Vision model loading." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generation hits an UnboundLocalError, while the other is a Trainer distributed broadcast TypeError." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "One is a dtype change in eval; the other is a multimodal token counting bug in the video branch." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and missing TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/caching, but one is compiled-forward chunked generation inconsistency and the other is quantized-cache length handling." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crashes and Qwen2.5-VL video vision_position_ids issues are distinct multimodal bugs." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time BART error is unrelated to a DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific regressions: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL MoE model loading; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype behavior and a gradient-checkpointing eval restriction are different issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of NoneType and Adafactor OOM under DeepSpeed are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset finetuning and BeitImageProcessorFast label reduction are different vision-processing bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change has nothing to do with distributed Trainer broadcast errors." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Both are multimodal, but chat-template tool-call handling and SmolVLM video padding are separate code paths." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing failure and a missing decorator on apply_rotary_pos_emb registration are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "One is config token IDs being lost on save/load; the other is custom module resolution after save_pretrained." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer wrong-token-ID regression and return_tensors being ignored are different tokenizer API bugs." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crashing on Qwen3.5 and a misleading synced_gpus warning are not the same issue." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is separate from DeepSeek tokenizer regressions." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are too different to treat as one bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor issues are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch do not share the same underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is device-dependent serialization of lm_head.weight." + } + ] + }, + "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": 28, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46693", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:46421|issue:46858", + "issue:44186|issue:45198", + "issue:29942|issue:30064", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:44206|issue:44479", + "issue:29870|issue:34689", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43575|issue:44387", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45372|issue:45588" + ], + "prepared_review_unit_hash": "d3189d32cc985980ab1570ee73aaed3cd67bf23ba275b4851f06ed8a75afd84f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37094, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated bugs across tokenizers, generation, cache logic, quantization, and model-specific regressions. None of the soft pairs look like the same underlying issue, so there is no good canonical issue or PR.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a true canonical for the cluster: the items span unrelated subsystems and root causes rather than one duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative stands out; the cluster is too diverse for one issue to safely serve as the best canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is about lazy cache initialization causing recompilation and the other about seq-length being a device tensor breaking slice arithmetic; different bugs and fixes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failure modes: LayoutLMv2 tokenizer crashes on NER/padding, while Wav2Vec2 has save/tokenization issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated subsystems with no shared code-path bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "One is an embedding dtype regression during evaluation; the other is tensor-parallel loading OOM for a specific Qwen model." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both are forward-path bugs, but one is a flash-attention AttributeError on sink-less models and the other is a Gemma4 device-mapping mismatch; not the same issue." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: MLukeTokenizer attribute errors versus Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "A Python-version compatibility break is not the same as a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are CUDA OOM/assert symptoms, but they affect different models and likely different causes; too broad to merge." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "A feature-extractor argument regression is unrelated to a video-input regression in Qwen VL models." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model-loading breakage are separate code paths and failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch preprocessing/tokenization, but one is a save/tokenization failure and the other is a bare-except bug swallowing errors; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-validation list handling are unrelated implementation issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings under mixed-length batching are different failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export errors and flash-attention sink handling are unrelated and would not be fixed by one PR." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "Optional post_init in patchtsmixer and a misleading synced_gpus warning are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen recurrent-state reset with cache are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation breakage and a stale warning in paged generate() are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention model-implementation mismatches, but they concern different architectures and distinct behavior gaps." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "One is FineGrainedFP8Config failure on Qwen3Moe, the other is quantized model saving failure; different workflows and root causes." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A path-with-slash import warning and gradient checkpointing being disallowed in eval mode are separate concerns." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve attention/generation performance, but one is NaNs from mixed-length batching and the other is a long-context FA2 regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are unrelated bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM in Qwen2 tensor-parallel loading and increased reserved memory under int4 quantization are both memory issues but not the same code-path problem." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-info error messaging and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issues and RT-DETR memory leaks have no meaningful overlap." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor-loading ImportError and flash-attention sink handling are different failure modes with different fixes." + } + ] + }, + "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": 28, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "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:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45440|issue:45593", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:43066|issue:44462", + "issue:45245|issue:45563", + "issue:43526|issue:45834", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:43526|issue:46693", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:46121|issue:46399", + "issue:43316|issue:47312" + ], + "prepared_review_unit_hash": "a2adad5c917bc80c661c519069dc531b83b0d20d7327e30b7e3384c73f67378e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (VL, Gemma, Flash Attention, tokenizer, etc.) rather than the same concrete bug or change. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the strongest representative by activity and breadth (many discussions and inbound references), but the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it is the most active and broadly framed, even though the cluster spans unrelated problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor loading failure and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config is not the same as Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is different from Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception handling is unrelated to leftover dummy PT classes." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory release and sam3-litetext memory overflow are not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "One is a mistral_common import dependency failure; the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring repository tokenizer.json are different tokenizer-loading problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure and protobuf-masked tokenizer errors do not share the same failure path." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug/change." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading breakage for Llama 3.2 Vision are different issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label-array reduction and FA2 long-context performance regression are distinct." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor OOM and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2.5-VL import and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 bad outputs and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different problems." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched processor padding crash and wrong vision_position_ids are different Qwen2.5-VL bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with a JSON-loaded list is unrelated to kernel registration/decorator failure." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and kernels 0.16 incompatibility are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:45325|issue:46697", + "issue:44977|issue:45245", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:25251|issue:28282", + "issue:43316|issue:43525", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:44855|issue:45137", + "issue:43931|issue:45216", + "issue:43701|issue:46506" + ], + "prepared_review_unit_hash": "b1c020980bb6c97428dcf432e84cc24bc94d4f9a87f666e8af8fe9da95fe23ac", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains many unrelated Transformers bug reports across different models and subsystems. None of the proposed soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open report in the set, with strong discussion/inbound activity around a core loading/offloading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative anchor for this cluster because it is active, open, and broadly describes a central runtime regression rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: tokenizer loading vs Perceiver image resolution handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a feature extractor arg crash." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated code paths: recurrent-state reset in Qwen3.5 vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different vision-model preprocessing bugs with no shared concrete code path." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs categorical-cardinality runtime error; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve model init, but one is a broad v5 custom-init breakage and the other is a specific patchtsmixer post_init policy change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and subsystems: CLIPVision hidden states vs Qwen MoE rotary embedding offload compatibility." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading/packed weights issue vs tokenizer loading failure; no overlap." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both mention import/backend utils, but one is pip extra dependency composition and the other is a missing availability helper." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning vs recurrent-state cache reset; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support issue vs Bart generate decoder mask bug; different bug classes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and regressions: patchtsmixer init policy vs Qwen video input handling." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Offloading/quantization regression is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs documentation still referencing removed pipelines; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication vs repo file revision forwarding; unrelated API areas." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs GPTNeoX rotary_pct reload regression; different configuration bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern composite config APIs, but they target different behaviors and model families." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence; not the same code path." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape bug vs missing PyTorch import error; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig API mismatch vs missing Llama4Config pad_token_id attribute." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL weight-shape mismatch; unrelated load failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression with newer transformers vs backend mapping missing tensorflow_text; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA model failure vs resume_from_checkpoint key mismatch; no common underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel script failure vs tensor-parallel OOM on a specific model; unrelated training/loading issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque error; different failure sources." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch on load vs incorrect save_pretrained checkpoint serialization; different stages and causes." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA numerical divergence; 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": 28, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43575|issue:43742", + "issue:44190|issue:44496", + "issue:43606|issue:43701", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43352|issue:46640" + ], + "prepared_review_unit_hash": "af40ca0c142e19517aba3533a65c7250b8dd36a60f3c1056e1cd28a2bda1f2e2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "The cluster is heterogeneous: the soft pairs share only broad themes like loading, generation, or multimodal behavior, but each points to a different concrete bug or API regression. I do not see a reliable canonical issue/PR representative for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different failures on different models and code paths: tp OOM on Qwen2 vs key error while loading MobileLLM." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "One is a local dataset loading problem in a training script; the other is an unrecognized model/config.json issue. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs resume_from_checkpoint key mismatch; unrelated functionality." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve outputs/keys, but one is CLIPVisionModel.forward not returning hidden_states and the other is general ModelOutput None-key assignment behavior." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a bare-except bug in FuyuBatchFeature tensor conversion; different subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Trailing-slash local model import warning is not the same as the synced_gpus warning message in continuous batching." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states wiring bug vs Gemma4 quantized embedder dtype casting; different models and fixes." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model/processor regression in v4.57.5 is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel is not the same as attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different paths." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in custom model initialization is not the same as an incorrect pipeline error message about translation support." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch vs Whisper empty transcription after align_special_tokens; different models and root causes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct bugs." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both touch multimodal chat/template behavior, but one is all-zero assistant_masks and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading the wrong custom module after save_pretrained are different persistence bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformer 5 custom model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 import failure stem from different dependency/API problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in from_pretrained is not the same as a missing model_type in config.json." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and sinq save/load breakage are separate configuration vs quantization persistence issues." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency with compiled forward is not the same as spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention support failure are different concrete issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure do not share the same underlying bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "NemotronHForCausalLM lacking Flash Attention 2 support is a specific model-support issue; the other is only a generic open FA2 problem statement." + } + ] + }, + "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": 28, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:44479|issue:47217", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44242|issue:46894", + "issue:25251|issue:27957", + "issue:43525|issue:43531", + "issue:45803|issue:46170", + "issue:45127|issue:45200", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:43931|issue:44060", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43650|issue:46202", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "a37f54355fe062fa6bc641a961de98f186423e3fd74435f85b2972833c8ac22f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35365, + "estimated_input_tokens": 8842, + "estimated_eval_tokens": 17940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft edges are rejected: the issues span unrelated subsystems (video/VL processors, config loading, cache behavior, embeddings, training losses, import utilities, etc.) and do not describe the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder; the other is a Sam3Video OOM report. Different failure modes and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched chat-template crash are different processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3-LiteText memory overflow are unrelated model/processor issues." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids regression is specific to a VL model, while the other issue is a general placeholder-in-user-text failure across VL models." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated configuration/import problems." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard/TensorFlow backend handling and missing is_falcon_mamba_ssm_available are different dependency/export issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation bug are not the same code-path problem." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT preset legacy-field loading failure and wrong custom module after save/load involve different serialization mechanisms." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Local trust_remote_code cache-path collision and max_cache_length only honored for quantized cache are distinct cache behaviors." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "A v5.3.0 video-input regression across Qwen VL variants is broader and different from image-placeholder-in-user-text handling." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale auto_mappings entries for removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload reset affect different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission when output_router_logits=False is not the same as the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing Llama4Config.pad_token_id and Qwen3-MoE sliding_window behavior are different config/model bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Windows ROCm torch.distributed import errors are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaulting are different training/data-path problems." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit on resize with tie_word_embedding=False and slash-path import warning are unrelated loading behaviors." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression and VL placeholder handling are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-definition issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor using image processors and missing fpn_position_embeddings in Sam3Video output are distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing in v5 chunked_prefill and Qwen3.5 recurrent state reset are unrelated cache/state issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague data request and Gemma pipeline roundtrip failure on \u2581 are clearly not the same issue." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are different failure paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and OLMoE/GPT-Oss auxiliary-loss normalization are unrelated training bugs." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT minimum-version bump are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:43335|issue:44855", + "issue:44869|issue:46832", + "issue:44734|issue:45406", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43827|issue:47321", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:39692|issue:47321", + "issue:45381|issue:46655", + "issue:43065|issue:44610", + "issue:44242|issue:46897", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:39692|issue:44190", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "abfe927500cc6368871d41bf0db1341d32449f8b490287a22b404077ad060806", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36618, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "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 keywords (pipeline, model, cache, video, dtype, etc.) but not the same concrete bug or change. I would not merge any of the proposed pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45588 is the most self-contained, concrete runtime crash report with active discussion and a precise code path, so it is the best representative anchor; however, the cluster overall does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#45588 is the strongest standalone issue for triage because it has a specific failure mode, explicit repro context, and enough discussion to be actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failures: Python 3.13 import/IndentationError vs flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: generation-time UnboundLocalError vs token embedding resize/output embedding reinitialization." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different components and symptoms: config validation for head_dim vs image processor over-padding." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline API is unrelated to a model/pipeline output quality bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different failures: categorical-cardinality runtime error vs cache length returning a device tensor." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoXConfig rotary_pct persistence on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video vs Whisper empty-transcription decode crash; no shared code path." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Related to kernels generally, but the concrete failures differ: missing registration decorator vs broad incompatibility with kernels 0.16." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different areas and symptoms: SwitchTransformers sparse-layer config bug vs DebertaV2 import parsing error." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash from trailing replacement character is unrelated to RT-DETR feature-level indexing." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related, but one is KV-cache tensor indexing and the other is a missing processor attribute." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache loading, but one is a leaf-directory collision and the other is a FileNotFoundError; not clearly the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different runtime errors in different models: flash_attention s_aux handling vs xLSTM return tuple unpacking." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video-position-id regression is unrelated to Sam3-litetext memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs pipeline cleanup has no overlap with an AMD quark class update issue." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both touch generation, but one is a stale warning and the other is a decode crash on empty transcription." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output-shape change is unrelated to Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model load failure in GLM-4.7-Flash unit tests is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model usage errors are unrelated to an AMD quark class update." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image processor bugs, but the concrete defects differ: wrong vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift are different training-loss bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dataset loading in a training example." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different Sam3 variants and likely different causes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to the image-classification script's local dataset loading issue." + }, + { + "left": "issue:45276", + "right": "issue:43295", + "accept": false, + "reason": "Gemma4 embedding resize behavior is unrelated to the processor.tokenizer regression in transformers v4.57.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43526|issue:46697", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:47145|issue:47321", + "issue:45276|issue:45584", + "issue:43854|issue:44964", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:43994|issue:47321", + "issue:45290|issue:46752", + "issue:43644|issue:47321", + "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:44737|issue:45803", + "issue:32090|issue:35141", + "issue:42796|issue:44521", + "issue:44938|issue:45542", + "issue:44496|issue:47217", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "bb2cf9affc899da6b66c74403be60cd8c9b5aae8ecf244be6fa55b33a68542f6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "The cluster is highly heterogeneous: most pairs share only superficial thematic overlap (tokenizers, cache, multimodal, packaging, CI) but appear to describe different bugs and code paths. I would not merge any of the soft candidates; issue 43644 is the broadest regression-style report, but the set does not form a clean duplicate cluster.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43644 is the most broadly framed, cross-cutting regression in the set; it is a better representative than the many model- or test-specific reports, though the overall cluster is still too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the closest thing to a cluster anchor because it describes a general Transformers 5.0.0 regression rather than a narrow model- or environment-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer problems, but they affect different model families/versions and describe different tokenization failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors and different bugs: label reduction vs over-padding." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache behavior, but one is a missing GenerationMixin cache in v5.0.0 and the other is a lazy-init recompilation issue; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model saving/weights, but they hit different code paths: LoRA vocab merging vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Completely different failures: Qwen3OmniMoe video input validation vs serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading corruption and an AMD quark class update issue are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma4 resize_token_embeddings vs Whisper empty transcription generation." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading issues, but they concern different models and different failure causes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flake vs stale auto_mappings reference; same area of maintenance, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both touch config loading, but one is trust_remote_code losing fields and the other is an unrecognized-model/config.json issue." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template-related, but one is assistant mask generation and the other is video vision_position_ids; different defects." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "device_map/offload loading failure and kernel incompatibility are different problem classes." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "A model inference correctness issue and an AMD quark class update are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template edge cases, but tool-call/no-content handling is not the same as empty-list IndexError." + }, + { + "left": "issue:43644", + "right": "issue:47321", + "accept": false, + "reason": "Non-persistent buffer initialization regression and AMD quark class update are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and resize_token_embeddings post_init reinitialization are different issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve caches, but one is a missing cache in v5.0.0 chunked prefill and the other is a device-tensor seq_length arithmetic bug with static cache/torch.compile." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device test failure is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging dependency omission and a general dependency issue are too vague and do not identify the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from tensorboard-only install are different environment/package issues." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading vs multimodal placeholder handling are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A cache-path collision for trust_remote_code local models is unrelated to a missing import utility symbol." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant masks are different bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal model loading and removed-config references in auto_mappings are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3.5 family regressions, but one is lm_head tying and the other is incorrect checkpoint saving; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug and Fuyu bare-except masking errors are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer NoneType broadcast error and embedding reinitialization on resize are different failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python version import failure and missing TF backend from install extras are unrelated environment issues." + }, + { + "left": "issue:44462", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer file selection and missing utility export 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": 28, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43441", + "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:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:46082|issue:46121", + "issue:43673|issue:44336", + "issue:42994|issue:47333", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43650|issue:44220", + "issue:44279|issue:46515", + "issue:44327|issue:46752", + "issue:43441|issue:45588", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933" + ], + "prepared_review_unit_hash": "c353af16fc626c21af9bedccb6ff2a22e8f11cb9e67d28c84039e732a2af9cd2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that only share broad surface themes like imports, saving, caching, or flash-attention. None of the soft pairs look like the same concrete bug/change, so all duplicate edges should be rejected. The most representative issue in this set is the disk-offloaded Qwen3-VL save failure (#47333), because it is specific, actionable, and has discussion/inbound references.", + "confidence": 0.94, + "canonical_issue_reason": "issue:47333 is the clearest, most actionable bug report in the set: a specific disk-offloaded Qwen3-VL save failure with inbound references and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47333 best represents the cluster because it is concrete, reproducible, and well-scoped compared with the more generic symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs a broken auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and failures: Qwen2.5-VLImageProcessor vs AutoImageProcessor." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no evidence of the same underlying fix." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model resolution failure vs PIL image-processor torchvision dependency regression; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different symptoms in different areas: a helper-length calculation bug vs CPU/CUDA output divergence." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Registering position_ids as a buffer is unrelated to the CPU/CUDA discrepancy in PPDocLayoutV3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve model wrappers, but one is a processor/tokenizer regression and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python version compatibility issue is not the same as a transformers>=5.1.0 load failure for a specific package/model." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs a syntax error in a notebook; completely different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing in v5.0.0 is distinct from max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compilation failure and the other is a bad version gate for AuxRequest import." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to Gemma4 quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized-model config loading is not the same as failing to unwrap text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to TextClassificationPipeline docs mentioning return_all_scores." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate validation bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save failures, but one is generic quantized-model saving and the other is a specific disk-offloaded Qwen3-VL case; too broad to merge." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different features." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs _torch_extract_fbank_features failure; no shared code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and Ministral-3 flash-attention failure are different issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length handling." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/troll issue is not the same as a torchaudio feature-extraction bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency trouble with transformers is not the same as torch 2.4.1 incompatibility." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k crash and apply_chat_template empty-list IndexError are different pipeline bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention.py, but they describe different failures and conditions: Ministral-3 on v5 RC vs s_aux=None on sink-less models." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Generic quantized saving failure and disk-offloaded Qwen3-VL saving failure are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support mismatch is unrelated to a generic dependency issue with transformers." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VLForConditionalGeneration export and a nonexistent image_utils import are separate import 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": 28, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + 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The soft edges are mostly title-level similarity only; none look like the same underlying bug or a mergeable duplicate pair.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45020 is the broadest representative here: it frames the cluster as recent Transformers regressions breaking model loading/remote_code flows, which is the closest umbrella theme among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is the most general, user-facing regression statement and overlaps conceptually with several other model-loading/version-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and different failure modes; both are multimodal config bugs, but not the same code path." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and behaviors: token embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same model family, but loading failure and save_pretrained serialization bug are different concrete code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs/API mismatch vs an unrecognized-model/config problem; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model regressions: processor.tokenizer/images regression vs Deepseek tokenization correctness." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one is a generic transformer dependency issue and the other is a PEFT version bump mismatch." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs wording issue vs a VL placeholder-in-text runtime failure; not the same problem." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor selection bug is not the same as broad remote_code model breakage." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline API doc mismatch." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a nonspecific data request are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch pipeline logic bug vs memory overflow in a specific model; different code paths." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to tokenizers thread-safety." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype initialization issue is unrelated to Qwen3.5 save_pretrained serialization." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer logic." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a model config warning about tied embeddings." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version incompatibility is not the same as a minimum PEFT version mismatch." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings propagation are distinct issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal/model bugs, but one is pipeline processor selection and the other is device placement in Gemma4." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is loading failure and the other is incorrect save_pretrained visual key serialization." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer repository selection bug and Mistral regex patch crash are different tokenizer subsystems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim is unrelated to a kernel-registration crash in Qwen3.5." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation and stale model.config.dtype after from_config are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import vs broad import errors after upgrade; 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None of the soft pairs look like the same concrete bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the broadest and most active item here, centered on quantization/offloading, so it is the closest thing to an umbrella representative for the only loosely related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best single representative because it is the most general, actively discussed issue in the set and closest to the small offloading/quantization theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape loading failure vs FP8 checkpoint weight_scale omission; different failure modes and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized constructor mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention/torch version issue is unrelated to TensorFlow backend installation handling." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention s_aux=None crash is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offloading, but one is a general offload behavior complaint and the other is a specific missing weight_scale load bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape leakage in loading_report is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs affecting different model families and different missing/default fields." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is not the same as variable-length position_ids support." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM under deepspeed is not the same as optimizer.step being invoked twice." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure is separate from loading a dequantized model with auto device_map offload." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files is unrelated to the Chinese-described performance regression on filtering." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Intermittent import slowdown is unrelated to VL image-placeholder parsing failures." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer corruption are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging problem is unrelated to Python version compatibility in 5.1.0." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files 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"issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on model load is not the same as FP8 checkpoint loading without weight_scale." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug is unrelated to a FlashAttention failure in Ministral-3." + } + ] + }, + "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": 28, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:45325|issue:46851", + "issue:44589|issue:45362", + "issue:43824|issue:43976", + "issue:47176|issue:47177", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:45083|issue:46851", + "issue:46291|issue:46399", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:45072|issue:46829", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:44295|issue:45397", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:45003|issue:46821", + "issue:46614|issue:46665", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655" + ], + "prepared_review_unit_hash": "d6e3d62ac103a8438a5807313703e37d8089a0fa8522b4724d0520ced59481e1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37267, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated Transformers issue reports, with one clear duplicate-like pocket around Qwen3 MoE model loading regressions on the hf5.x / 5.0.0.dev0 line.", + "confidence": 0.79, + "canonical_issue_reason": "43299 is the best issue anchor because it clearly states the shared Qwen3 MoE loading regression and the breaking Transformers version, making it the most general representative of the only strong duplicate pocket.", + "canonical_pr_reason": null, + "best_issue_reason": "43299 is the strongest representative overall: it is specific, self-contained, and broadly covers the Qwen3 MoE loading breakage that also shows up in 42491.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems: torch.compile attention-kernel branching vs ANSI codes in loading_report." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen position handling, but they describe different bugs in different model families and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs Qwen3.5 chat crash." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific VL class is unrelated to the Python version compatibility issue." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is command substitution bypass and the other is archive path traversal; different vulnerabilities." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission in loading_report is unrelated to a docstring typo." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are distinct issues." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offloaded save failure are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model config are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token mismatch and FP8 weight_scale omission are separate model-loading problems." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to the Python version support issue." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen and positions, but one is a helper-length bug and the other is variable-length input handling." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import failure and missing decorator registration are different root causes." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation and missing vision-backend image processor handling are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "One is kernel registration failure, the other is position_ids handling for variable-length inputs." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to image-placeholder parsing in user text." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference and wrong hidden_states field are different model/output bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": true, + "reason": "Both describe the same underlying Qwen3 MoE loading incompatibility on newer Transformers versions (hf5.x / 5.0.0.dev0), with 42491 being the LoRA-specific manifestation." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to sys.modules access." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 zero3 from_pretrained failure are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and empty-list chat_template crash are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness does not match the Gemma eos_token configuration bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt and a stale warning in generate() are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state and from_pretrained behavior inside Python classes are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code formatting in a utility is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve missing auxiliary losses, but for different models and different triggering conditions." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are model-specific and have different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge, 42491\u219443299, is plausibly the same Qwen3 MoE loading regression on newer Transformers versions, and the other pairs are rejected with sufficiently cautious, title-based reasoning. No obvious overstatement beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:42915|issue:47312", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44479|issue:46655", + "issue:36246|issue:43596", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:43295|issue:45292", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:43352|issue:45250", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "6ab5a90c25072d864e528d492a2ccd0524046785cb349f9f482e832b65ec51a4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35911, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: the issues mostly share surface wording around Qwen/VL, configs, tokenization, video, or import/load failures, but they point to different code paths and different bugs. I would not merge any of the proposed soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue is a clear duplicate hub for this set; the items span unrelated failures across models, configs, tokenizers, and runtime environments.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone report in the group: it describes a concrete v5 regression, has a clear user-facing behavioral change, and includes inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer behavior regression and resize_token_embeddings/output_embeddings mismatch are different code paths and fixes." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "FP8 config failure for Qwen3-Moe is unrelated to the kernel compatibility issue in 0.16." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same bug as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling in AutoProcessor is separate from the empty image-placeholder-in-text crash." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and ZeRO3 BertModel index errors are different failures." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache token loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they involve different model families and different failure modes/code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import error is unrelated to the ZeRO3/BertModel empty-index issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing transformer model symbol and missing huggingface_hub symbol are different import failures." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor and HybridCache are distinct missing exports with different underlying causes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is strict-field dropping and the other is from_config unwrapping behavior; not the same concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and embedding resize propagation are different problems." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resize_token_embeddings bug is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Reading position_ids after buffer registration and a data-processing slowdown are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 initialization error in BertModel and stale auto_mappings references are separate bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights by device and resize_token_embeddings not updating decoder.embed_tokens are different behaviors." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm torch.distributed import/type errors are unrelated to the AMD quark class update issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not yet supporting Flash Attention 2.0 is not the same as the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 Video attribute error and SAM3 LiteText memory overflow are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection of granite_speech and Qwen3_5MoeVisionConfig field dropping are separate config problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast failure and protobuf-related tokenizer error masking are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; 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": 28, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:44242|issue:44857", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:42199|issue:46851", + "issue:42994|issue:47312", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:46132|issue:47145", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:44361|issue:44749", + "issue:44188|issue:46421", + "issue:45593|issue:47068" + ], + "prepared_review_unit_hash": "f7c99c892dd14466f6dde839f8498b7026310c3ce1e45b80351a03bb585f0540", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35233, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of unrelated issues that were only loosely similar by wording; none of the soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated subsystems and bug classes (tokenizers, SAM, Qwen, Gemma, detection, deepspeed, chat APIs, etc.), and the proposed links do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be used as the representative anchor, issue:44479 is the strongest standalone regression report by scope and discussion activity, but it should not be treated as a duplicate hub for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer-cache crash and mm_token_type_ids defaulting are unrelated bugs in different paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows/ROCm import dependency are different failure modes with no shared code path." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and LwDetrImageLoss AMP crash are distinct model/training issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and double optimizer-stepping with deepspeed are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm import error do not match." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A config warning about tie_word_embeddings is unrelated to a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache indexing and flash_attention crash on s_aux=None affect different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model problems." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and Qwen3OmniMoe video ValueError are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MoE MPS histogram int failure and missing chat template support are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality checks and Qwen3.5 variable-length position_ids are different model behaviors." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure and kernel-version incompatibility are not the same underlying defect." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on deletion and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are separate issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and a DeepSeek accuracy regression are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and model-type mismatch warning are different SAM3 issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning do not describe the same problem." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma roundtrip failure are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are different config/runtime issues." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A configuration warning and a stale generate() warning for num_return_sequences are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a data-filtering performance regression are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention branching under torch.compile and cache-lazy-init recompilation are different performance/correctness problems." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and a Python conditional causing host sync in deepspeed 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": 28, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44297|issue:44623", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:28282|issue:30990", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:44188|issue:46851", + "issue:45230|issue:45397", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "27a83904d76dc10a27457bb828a53de42f04a7078a64d05144a7064e3403ea43", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35442, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster of Transformers bug reports: mostly unrelated model-specific regressions, loading failures, and a few utility/doc issues. I don\u2019t see any soft pair that clearly shares the same concrete code-path bug, so none of the candidate merges look safe.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest v5 regression report in the set and the best approximate anchor, but the cluster itself is too heterogeneous to represent one true duplicate family cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the widest scope and best summarizes the general Transformers 5.0 custom-model breakage theme present in part of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failures: auto-docstring annotation introspection vs cache length tensor arithmetic in prefill." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash and XLMRobertaTokenizer/Unigram init mismatch are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline is not the same as AutoProcessor failing when a vision backend is missing." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to the reported training slowdown after upgrade." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer metadata mismatch and processor save_pretrained missing files are different save-path issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering data is not the same as DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 runtime/import breakage are separate model-specific regressions." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization missing files does not match the DeepSpeed double-step optimizer bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and ZeRO3 deque underflow are unrelated failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings on a SAM3 output object is not the same as trust_remote_code dropping config fields." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 attribute loss and TimesFM window_size attribute errors involve different models and code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same as missing-vision-backend processor loading behavior." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are different problems." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring typo is not the same as a runtime position_ids bug in Qwen3.5." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and a sentence-transformers loading hang are not the same failure." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file-race and VL image-placeholder handling are completely different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "A missing field in Qwen3.5MoeVisionConfig is not clearly the same bug as the generic Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel branching and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a gemma-4 ZeRO3 loading issue do not match the same underlying defect." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "auto_docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and processor save_pretrained missing files are different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer v5 loading regressions and continue_final_message tokenizer behavior are not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Generic Qwen3.5 Moe from_pretrained error and a specific Qwen3.5MoeVisionConfig field-drop issue are not proven to be the same code-path failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer/decoding problems." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus-related kwargs update and chunked_prefill cache absence are separate generation 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": 28, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:45137|issue:47000", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:44857|issue:46877", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:42673|issue:43704", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "2db8d4fe45e901c23b975e204da0af548d01e78ee73d9cf4871d1bca029205b7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated transformers issues: import errors, tokenizer regressions, model-specific bugs, and training/runtime failures. Only one soft pair is a clear duplicate: the Qwen3ForCausalLM VRAM leak reported twice.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 42673 is the best canonical issue because it is the earlier report of the exact same Qwen3ForCausalLM multi-dataloader VRAM leak as 43704, with the same symptom and model path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the strongest representative of the only true duplicate pair in this set; it is clearer and earlier than 43704, while the rest of the items are largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols in different modules and do not look like the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "One is about offloading with quantization; the other is about incorrect output under pipeline parallelism. Different code paths and failure modes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and meta-initialization compatibility are unrelated issues despite both touching recent v5 behavior." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different exported names and likely different breakages." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A tokenizer-mapping bug and a huggingface_hub CLI regression are not the same underlying problem." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr cost-matrix infeasibility are unrelated training failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "These are both crashes, but one is in Mistral regex patching and the other is in auto-docstring annotation handling." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor attribute failure and Gemma pipeline roundtrip tokenization failure are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP crash in a model loss and docstring lint output at import time are completely unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a tokenizer roundtrip issue and the other is an image-text pipeline failure." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "A D-FINE loss bug and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MOE models, but the model/version combinations and reported failures differ enough that this is not clearly one bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Two different import/export regressions affecting different classes; not the same concrete issue." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image loop are different inference bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE loading are distinct problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync bug and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race and a CLI completion attribute error do not share the same underlying code path." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extra dependency resolution and image_utils import exposure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after training failure and DeepSpeed OOM with Adafactor are different training issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and docstring lint output are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "A Qwen3.5 recurrent-state cache bug and a CUDA host-synchronization concern are different generation/runtime issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one is an accuracy issue and the other is a save_pretrained serialization bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related behavior changes, but they affect different APIs and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "These are separate import errors for different symbols and different downstream packages/models." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same underlying bug: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import exposure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition and xdist file-race failures are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and token-embedding resizing reinitialization are unrelated issues." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are different problems." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode Mistral regex patching and Rust tokenizer thread-safety are distinct failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate call on issue:42673/issue:43704 is grounded in the packet (same title and same bug), and the remaining soft-edge verdicts stay conservative by rejecting only weak topic similarity without overstating evidence. The overall summary is also supported by the item set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:30333|issue:34689", + "issue:42898|issue:44779", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44079", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:42796|issue:43723", + "issue:44448|issue:46132" + ], + "prepared_review_unit_hash": "932628328e62a73d9990c11839b950441250c0628c54da0f211099480f00e998", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share only broad Transformers/v5/tokenizer surface themes, not the same underlying bug or change. No soft edge looks like a safe duplicate merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true canonical duplicate anchor; the set is too mixed. If forced to pick the broadest representative, issue 43723 is the closest because it covers a general v5 tokenizer-loading regression, but it still does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best overall representative because it is the broadest tokenizer/v5-loading regression in the set. Even so, it is only a loose thematic fit, not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different failure modes: config initialization vs output field mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save/export files missing is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and tokenizer thread-safety are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-thread dataloading is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is loading/from_pretrained and the other is add_special_tokens behavior." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation examples, but they are different models and different example errors." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI breakage is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems: multimodal config defaults vs Whisper timestamp decode crash." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to Llama model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but the affected behavior and models are different." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model behavior and MLflow failure reporting are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A memory leak in Qwen3ForCausalLM is not the same as tokenizer thread safety." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and partial-batch pipeline termination are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug vs ModelOutput key assignment bug; no shared code path." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenizer/processor behavior, but they affect different APIs and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Shared v4\u2192v5 regression framing is too broad; Pegasus output change is not the same bug as cleanup-space behavior." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting and CustomTrainer signature mismatch are unrelated training issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning and missing tensor-parallel plan are separate Qwen3-related bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different import-time failures." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and duplicated optimizer steps are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper and remote-code meta-init incompatibility are different multimodal loading problems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto_docstring future-annotations crash have no shared underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "An example script returning empty multi-label results and a local-dataset loading failure are different example bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer step argument handling is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer class metadata." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading are different tokenizer paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes 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": 28, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:41628|issue:42757", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44327|issue:47059", + "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:42907|issue:46050", + "issue:46369|issue:46909" + ], + "prepared_review_unit_hash": "32be66ea058651118e6bb639b987cb9a929da4b29f460d6031c20b1138694add", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36275, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive grouping of mostly unrelated issue reports. The apparent similarity comes from broad shared terms like v5, save/load, tokenizer, and multimodal, but the underlying bugs and code paths differ enough that none of the soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No true duplicate candidate stands out. If one issue must represent the cluster, #45092 is the closest umbrella because it is a concrete Transformers v5 load-time regression involving meta initialization and old checkpoints, but it still does not match most other items.", + "canonical_pr_reason": null, + "best_issue_reason": "#45092 is the most representative issue in this set: it is a clear, user-facing v5 regression with a specific failure mode and a plausible connection to several other load/compatibility reports. It is still only a representative, not a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated problems: PEFT version pin vs leftover dummy classes/check-repo cleanup." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs DeepSpeed optimizer stepping twice; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs missing processor save files; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default-init issue vs non-persistent buffer corruption; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs dummy pt object cleanup; no shared underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained failure vs processor save_pretrained missing files; different serialization failures." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit/runtime error vs AttentionInterface.register behavior change; not the same change or bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference-on-B200 bug vs missing chat template error; distinct features and failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue for position_ids vs GLM-5 RoPE implementation discussion; no common concrete bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save vs Qwen3.5 Moe from_pretrained error; only broad tokenizer overlap." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation bug; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failure for AutoImageProcessor vs import failure for is_offline_mode; both imports, but different symbols and causes." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation kwargs sync issue vs misleading warning message; one is behavior, the other is messaging." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field blocks pretrained load vs Hugging Face Hub CLI test failure; unrelated subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression vs LlamaConfig head_dim validation; not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend vs Gemma4 quantized embedders dtype casting; different models and failures." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Minimax attention numerical mismatch; different implementation issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs why max_shard_size defaults to 50GB; unrelated save concerns." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang vs zero probabilities in SigLIP2; different symptoms and models." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading issue vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings attribute vs sliding_window_mask off-by-one; different model internals." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read error vs processor.save_pretrained missing files; not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug vs Kosmos2.5 long OCR index error; unrelated generation and input-length issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return semantics in GlmMoeDsaIndexer vs v5 meta-init checkpoint incompatibility; different failures." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k bounds error vs CLI completion attribute error; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split-values bug vs position_ids docstring fix; no shared code-path problem." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync issue vs cache_config max_cache_length semantics; different areas of generation/caching." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure vs sinq quantized model save/load breakage; both serialization-related but different mechanisms." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "sam3-litetext memory overflow vs broken documentation example; completely different scopes." + } + ] + }, + "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": 28, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:46305|issue:46655", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44263|issue:44360", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43756|issue:44060", + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:42886|issue:42994", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "b9674bf7a4a8864a2ab70488aa80a09af4f806e9c834ef2557149853b61deeeb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36148, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "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 regression reports around imports, tokenizers, processors, and model-loading behavior, but the soft pairs do not collapse to the same concrete bug/change.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster: it describes multiple import failures after a major Transformers upgrade, which matches the dominant theme of version-regression reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to anchor triage because it is the most general, user-facing regression report in the set and can subsume several of the narrower breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model breakages, but one is a meta-init/load incompatibility and the other is incorrect saved visual encoder keys; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a SequenceFeatureExtractor.pad performance bug; unrelated symptoms and fixes." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is a padding calculation error." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision backends in AutoProcessor, but one is about torchvision for video models and the other about unrecognized image processors; different failures." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different model families and different bugs: Qwen2.5-VL position IDs vs MoonshineStreaming mask indexing." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem name, but one concerns torch.split return values and the other a missing ReLU in the indexer; distinct fixes." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different regressions." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3-VL-Moe loading behavior." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading and a huggingface_hub CLI regression are unrelated code paths." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention classification/training issues, but one is flash_attention_3 degeneration and the other NaNs after checkout/init; not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection and Gemma4Processor attribute crash are different server-side failures." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision mismatch is unrelated to InternVL meta-initialization incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure vs tokenizer adding an extra space after added tokens; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI command and a NameError importing sentence-transformers are different breakages." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError and auto_mappings CI breakage both involve imports, but not the same underlying issue." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring typo are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and different symptoms: FP8 accuracy vs infinite-loop generation." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is special-token insertion; distinct bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization and video sliding-window masking are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both concern VL models, but one is missing torchvision backend handling and the other is image-placeholder placement in user text; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling may be related thematically, but the reports are about different models and do not clearly describe the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer dropping and tied-weights warnings in Qwen3-Next are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and tokenizer decoder type in v5 are different tokenizer regressions." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a warning about model type mismatch and the other is a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A missing huggingface_hub export is a dependency-version issue, not the same underlying problem as broad Transformers import regressions after upgrade." + } + ] + }, + "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": 28, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:39379|issue:46172", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:44625|issue:44829", + "issue:39401|issue:44488", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:22355|issue:29159", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779" + ], + "prepared_review_unit_hash": "7f0545b335651a7dce7115d61c7320c3f9f44cf5e65b5326db5ad070795ce4d4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36808, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers bugs; none of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45278 is the broadest and most cluster-central report: a generic post-upgrade import regression that best serves as an umbrella issue for nearby import-error complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the highest global usefulness as a representative issue because it is broad, user-facing, and naturally groups several import-related failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model/code paths: mllama multimodal mask handling vs deepseek-v4 tensor transpose in DSA/comb." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug vs a broken DIA documentation example; not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and Sentence Transformers loading are unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs documentation example issue; different scopes entirely." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are distinct bugs with different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang vs MacOS bus error on a CLIP community model; unrelated symptoms and code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer vs tokenizer_class mismatch in saved config; different save/load problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized model save failure vs loading microsoft/Phi-4-multimodal-instruct; different model families and operations." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined variables in multimodal token counting vs CLI completion breakage from huggingface_hub; unrelated subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General version-dependent tokenization drift vs mistral_common continue_final_message behavior; same broad area, different concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility complaint vs incorrect outputs under pipeline parallelism; no shared code path." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs failure to load cjvt/sleng-bert; unrelated tokenizer vs model-loading issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save bug vs pipeline-parallelism output corruption; different mechanisms and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but they concern different missing APIs and different underlying regressions." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant masks are separate tokenizer/chat-template bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None in from_pretrained vs AutoProcessor not forwarding kwargs to cached_file; different plumbing." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift across versions vs multimodal assistant mask generation; not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/deprecation vs torch.split return-value handling in GlmMoeDsaIndexer; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure vs GLM-5 GenerationConfig validation error; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs apply_chat_template crash with tool-call assistant messages; different APIs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model class warning for sam3_video vs missing fpn_position_embeddings attribute; both SAM3-related but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug vs gguf_file breaking from_pretrained; different loaders and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs tokenizer_class mismatch on save_pretrained; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different export/regression paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; unrelated model components." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no shared underlying defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and 5.4.0+, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; too different to merge." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 comb transpose bug vs Minimax MSA attention numerical mismatch; unrelated attention implementations." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenizer regression across versions vs Deepseek-specific tokenizer output bug; same broad area but not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42222|issue:47312", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43976|issue:45446", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:28348|issue:46640", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "171d1597f624c019c941b69bec6b4c46b4ddac7e88a70b8f5f453d72d9c3e325", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "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 mostly heterogeneous. Several pairs share broad themes like import errors, tokenizer regressions, or Qwen-related issues, but none look like the same concrete bug/change closely enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42757 is the clearest concrete regression report in the cluster: a specific import failure with a narrow, reproducible symptom and a likely dependency/version mismatch path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42757 is the best representative issue because it is specific, actionable, and self-contained; it is easier to triage than the broader or more ambiguous reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different failures in different paths: example classification script output vs Gemma 4 text-only fine-tuning input handling." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated topics: missing transformers.onnx module vs unclear LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 tokenizer offset mapping vs Wav2Vec2 phonemizer language state leakage." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different code paths: dtype change between train/eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is packaging/backend dependency coverage, the other is Python 3.14 load failure; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel compatibility are too different to be the same underlying issue." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages and likely different dependency breaks." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the multi-label example script returning empty results." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs update after sync_gpus are separate code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to padding performance in SequenceFeatureExtractor." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both are docs/tooling related, but one is a docstring parameter mismatch and the other is import-time lint output; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility failure is not the same as an incorrect PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and stale phonemizer language state are unrelated regressions." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request rejection and VL placeholder handling are different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Missing layer_type_validation import is a specific symbol regression; 45278 is a broad bundle of import errors after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to the RoPE implementation discussion." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer output regressions are different concrete problems." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and over-padding image processor behavior are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe output-length helper behavior is unrelated to AuxRequest import version checks." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both reference Qwen3 MoE, but the model/version context and reported failures differ enough that they 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": 28, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44610", + "issue:44704", + 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"issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression and a DeepSeek accuracy regression are too broad and distinct to be the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-processor method are unrelated problems." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing-backend error handling and repeated HTTP 429 retries are different AutoProcessor failure modes." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in Qwen3 inference threads is unrelated to a tokenizer BPE-marker handling bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification outputs and an incorrect pipeline error message are separate issues." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but they affect different models and different output attributes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "A missing encoder weight in from_pretrained and AutoProcessor kwargs forwarding are different code paths." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance issue and a streaming pipeline regression are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression and wrong offset_mapping in Qwen3 are related only at a high level, not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "An import error for a specific class and HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump problem is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama row-mask handling and auxiliary-loss normalization are different model bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-initialization TypeError and PretrainedConfig type-checking breakage are distinct v5 issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and a SequenceFeatureExtractor padding slowdown are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache are 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bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose import/breakage and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue and Minimax attention numerical mismatch are different defects." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and a Mistral regex patch crash are unrelated tokenizer code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:46752", + 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I found no soft pair that clearly represents the same underlying bug/change, so all candidate duplicate edges should be rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster because it captures a general post-upgrade import-regression theme that overlaps with several other items better than the model-specific or utility-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster since it is a general user-facing regression report and not tied to one narrow model or helper function.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: VitPose model breakage versus Ministral-3 FlashAttention behavior. Same library, but not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training-related masking/loss issues, but they affect different models and the described mechanisms are different." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 FlashAttention generation issues are separate model-specific problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose import/breakage and empty-chat-template IndexError are unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is not the same as dtype bookkeeping in from_config()." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor output shape is distinct from AutoProcessor crashing without torchvision installed." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a small testing_utils bug do not look like the same underlying defect." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general output divergence for a different model." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_tracker is unrelated to the MobileLLM key error during loading." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained failure are different loading/model-definition problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration is unrelated to save_pretrained producing an incorrect Qwen3.5 checkpoint." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type-checking and a CLI compatibility break with huggingface_hub are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are not the same as repeated 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Missing kwargs propagation in AutoProcessor and a special_tokens list/dict type error are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and an xdist race on captured_info.txt are not the same issue." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility behavior and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "The xLSTM report bundles multiple training blockers; the CohereASR issue is a specific double-shift bug in a different model." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime post-processor updates for special tokens are distinct tokenizer issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output differences and a noisy logging message are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized-model config loading are different validation failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation export and _torch_extract_fbank_features() problems are not the same code path." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA RMS norm epsilon precision are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A Phi-4 multimodal model-load issue is not the same as a broad import-regression report." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical mismatch causes: one is missing rms_norm_eps, the other is attention-implementation discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer.step() under deepspeed are separate optimizer bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size defaults are unrelated to a Qwen3.5 from_pretrained error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "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:44077", + "issue:44117", + "issue:44246", + "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:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:46752|issue:47116", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:43097|issue:45588", + "issue:45003|issue:45341", + "issue:44246|issue:46981", + "issue:43097|issue:46050", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43986|issue:47312" + ], + "prepared_review_unit_hash": "5566b14b18ef689e674bc6c65823d38d04b10314e963dcc36ced33ebefd91288", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated API regressions, model-specific bugs, numerics issues, and utility failures across different code paths. I would not collapse any of the soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "None: the items are too heterogeneous to promote a single canonical issue for deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "None: there is no clear global best issue because the cluster does not center on one underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed v5 API vs unexpected position-id key mismatch; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior warning vs FineGrainedFP8 accuracy regression; unrelated numerics issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "chat/completions request rejection vs streaming inference failure; different surfaces and causes." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong decoder type vs changed tokenization outputs across versions; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections vs Qwen3.5-MoE from_pretrained error; different model-path problems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value bug vs GLM-5 RoPE implementation; unrelated code paths." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "post_init policy validation vs AutoProcessor 429 retry behavior; not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs qwen3next projection omission; different model loading failures." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression vs testing_utils bug; unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import vs PretrainedConfig type checking; different API breakages." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat template crash vs streaming pipeline regression; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL load mismatch vs Qwen3-VL-Moe bug; separate model-specific failures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support issue in Ministral vs degenerate training with flash_attention_3; different symptoms and likely causes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal vs gguf_file loading breakage; different code paths and failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bfloat16 compile warning vs BLIP2 dtype propagation bug; unrelated precision issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper vs MLA q_a_layernorm epsilon mismatch; different components." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash-Attention questions for different models; not the same concrete bug or change." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5-MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value issue vs DeepSeek comb transpose bug; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission vs DeepSeek transpose bug; unrelated model internals." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers vs Florence2 double-shift loss bug; different models and failure mechanisms." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs loading a specific model; not the same underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue vs testing_utils bug; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA vs GLM-5 RoPE implementation; different bugs." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs testing_utils bug; different areas entirely." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs testing_utils bug; not duplicates." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import latency vs repeated 429 retries; unrelated performance and networking behavior." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed embedding-tie API vs quantized model save/load corruption; different regression classes." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image vs memory overflow; separate multimodal failures." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Remote DeepSeekV3 divergence vs DeepSeek-V4 transpose bug; different models and code paths." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "Missing torchvision crash vs kernel 0.16 incompatibility; unrelated dependency 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": 28, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:43097|issue:43873", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "ecd5c920ea5269480837d1f84c3f9eed63729ec9eba96bf7b163542d8e8ec43a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similar pairs mostly share broad themes like import errors, v5 regressions, or model-specific bugs, but they do not look like the same underlying defect. I do not see a true duplicate set here.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents the whole set; the items span unrelated bugs and regressions rather than one duplicate root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical for duplicate-triage purposes; the closest broad regression report still does not cover the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family config/model bugs: missing attention projections vs missing deepstack_visual_indexes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Both relate to Transformers v5 behavior changes, but one is an embedding-tie removal complaint and the other is a quantization/offloading problem." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM components, but they are distinct failures in different code paths (`get_number_of_image_patches` vs `torch.split`)." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling during chunked prefill is unrelated to MaskGenerationPipeline's final partial-batch bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Separate tokenizer bugs: AddedToken construction error vs `TOKENIZER_MAPPING_NAMES` returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but they describe different model/config regressions and not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch bfloat16 warning is not the same as a TimesFM `window_size` AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping failure and an image-text-to-text pipeline failure are different problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but padding calculation and `num_frames` semantics are separate bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an `apply_chat_template` empty-list crash are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek dtype/transpose issue is not the same as an accuracy regression after upgrade." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor needing torchvision and save_pretrained shard-size behavior are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`layer_type_validation` vs `HybridCache`) with different underlying causes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A test flake from missing `set_seed()` is unrelated to a logging-message complaint." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer lifecycle failure after `train()` is different from an import conflict involving `datasets`." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-mode network leakage and missing `embed_tokens.weight` are different failures." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to `cached_file` and an auto-docstring crash under future annotations are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "A model-loading failure for ScandiBERT is not the same as a streaming pipeline regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM small-model training bugs and a Bamba torch.compile SDPA failure are distinct issues." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and invalid `tensorflow_text` backend mapping are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Optimizer-state corruption in training is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized-save failure and Qwen3_5 infinite-loop behavior are separate model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compile warning on bfloat16 models is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy leftover classes in `dummy_pt_objects.py` are unrelated to noisy logging." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different save-path problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction issue are not the same change or 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": 28, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "57f61baf9208650ca45d1a5bb68d35d63485dbd32a56edd1623b8c5dc9c07773", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35394, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated individual bug reports. The only plausible duplicate pair is the CLIP v5 output regression pair (attentions vs hidden_states); there are no PRs in this cluster.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43761 is the clearest representative of the CLIP regression: it names the v5 regression, the affected model, and the exact missing output field, making it the best anchor for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the most actionable issue here: it has the most specific regression description and plausibly covers the paired CLIP output complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms and code paths: PyTorch precision warning vs tie_embeddings warning in a different model setup." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both mention pipeline changes, but one is a runtime error message and the other is save_pretrained support; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated issues: model Flash Attention support vs Python version compatibility." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation failure and Trainer import conflict are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "One is a missing checkpoint weight on load; the other is a shard-size question. Not duplicates." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs referencing pipeline removal is different from a streaming pipeline runtime regression." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both involve serving/pipeline areas, but the concrete failures differ: KV-cache indexing crash vs streaming regression." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different Qwen3/VL issues: one is a from_pretrained bug, the other is fp8 inference support." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Different features and failures: GPT2 attention scaling vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different models and failures: ESM2 breakage vs DeepSeek tensor dtype/transpose issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Different problem domains: patchtsmixer post_init validation vs Trainer import conflicts." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Tie-embedding removal warning and noisy logging are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different models and bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching allocator TypeError." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; not the same underlying issue." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: backend-specific GPT2 attention scaling vs zero-loss classification behavior." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A precision warning and a synced_gpus warning message are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Package/backend installation issue vs import-time Trainer conflict; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/FP8/Qwen3.5, but one is save_pretrained FP8 handling and the other is from_pretrained error; too different to merge." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Model integration test seeding issue vs CLI incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both touch RoPE, but they concern different models and likely different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FP8 accuracy issues and MLA q_a_layernorm config precision mismatch are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling and batched chat template crashes are separate code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; not the same underlying breakage." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both are CLIP v5 regressions about model outputs not being populated/assigned; they appear to share the same forward/output code path and could plausibly be fixed together." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import vs offline-mode/API-request behaviors; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The CLIP pair acceptance is appropriately hedged as plausible rather than definitive, and the remaining soft-edge rejections are reasonably justified by distinct titles/symptoms. No issue/PR claims are overstated, and the summary correctly notes there are no PRs in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:43618|issue:44380", + "issue:44625|issue:46365", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:44355|issue:46877", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:43064|issue:44492", + "issue:43867|issue:46202", + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976" + ], + "prepared_review_unit_hash": "be7234b0d055957092a8c25278da1c8da272d5497542097f3026939090db74da", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37980, + "estimated_input_tokens": 9495, + "estimated_eval_tokens": 19246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items only share broad themes like loading, saving, config fields, and model-specific regressions. None of the soft pairs looks like the same underlying bug/change, so all soft edges should stay split.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45216 is the clearest, version-scoped regression report in the set and the most concrete anchor among the save_pretrained-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most actionable and specific issue here: it names the affected model, API, and regression version, making it the strongest representative report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is about resize_token_embeddings propagation and the other about bidirectional attention masks; different code paths and failures." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "One is a Qwen3-VL MoE loading regression, the other is a generic state_dict sorting load error; too different to be the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions being unset is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure from datasets are unrelated issues." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and an AMD quark class update bug do not share the same underlying code path." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both mention saving, but one is Pipeline save_pretrained and the other is disk-offloaded Qwen3-VL model saving; different failures." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline object saving are both save-related, but they affect different object types and likely different serialization paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 causal-mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute reports, but they concern different models and different fields with no shared bug path." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 support gating and missing auxiliary losses are unrelated model-feature bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init being disallowed." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and auto_docstring printing diagnostics at import time are different import-time problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they target different versions and different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A generic load error with sorted state_dict is not the same as a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and stale config.dtype after from_config are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure and a cli test breakage with huggingface_hub 1.22.0 are separate environment issues." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to special_tokens being a list instead of a dict." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression are different components and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are similar in style but not the same model or defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and variable-length position_id handling are different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import failures and Python 3.13 decorator parsing with @torch.jit.script are distinct issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A cache update no_grad concern is unrelated to broad import errors after upgrading transformers." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading has nothing to do with a PPFormulaNet training-loss bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Ignored SGD args and inability to import Trainer because of datasets are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict sorting load error and Gemma pipeline roundtrip failure on \u2581 are different serialization issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are unrelated model-loading bugs." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask and tokenizer loading regression do not share the same root cause." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination/error and RTDetrLoss infeasible cost matrix are different vision bugs." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "The flaky bbox range test and the Qwen3-VL bbox issue are not the same failure, just superficially bbox-related." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and OOM while loading a large model with tp are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * usage from models and intermittent import slowness are not the same change or bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init restrictions are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load error on sorted state_dict and Qwen3_5MoeVisionConfig missing deepstack_visual_indexes are different loading/config bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A no_grad decoration issue for cache/layer updates is unrelated to Python version compatibility failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:45125|issue:45375", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:42898|issue:46664", + "issue:43723|issue:44556", + "issue:45071|issue:47317", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296" + ], + "prepared_review_unit_hash": "fcfe7a76497c699d081b16dafdeabf85eee105070ac89c449390227c83a5ad29", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37216, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false positive for duplication: it mixes many unrelated Transformers issues across loading, tokenization, generation, multimodal processors, CI/test flakiness, and model-specific regressions. The only broad umbrella is a generic \u201cv5 breaks many models\u201d complaint, but it is too vague to be a true canonical duplicate.", + "confidence": 0.95, + "canonical_issue_reason": "No single underlying bug is shared across the cluster; the titles point to distinct regressions and feature issues rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the broadest umbrella representative of the cluster\u2019s version-regression theme, but it is too general to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are flaky test/CI failures, but one is SamHQ seed handling and the other is an xdist file-capture race; different code paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model-loading/key handling, but one is sorted state_dict loading and the other is incorrect visual-encoder save_pretrained keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad cache-update bug; the other is a broad version-breaking complaint, not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import vs tokenizer loading regression are different subsystems and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen/MoE areas, but one is FP8 save_pretrained and the other is tensor-parallel plan metadata." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is an attentions regression and the other is a structure inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA-indexer/ReLU discussion is unrelated to the DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols with different causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same family, but one is missing tensor-parallel metadata and the other is a from_pretrained load failure; not clearly the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading/network leakage vs AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama config pad_token_id vs PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 config issues, but one is _tp_plan and the other is missing deepstack_visual_indexes." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI flakiness, but they affect different tests and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ seed flake vs Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash vs cache FileNotFoundError on trust_remote_code are different paths." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change vs video-processor num_frames inconsistency are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but tokenizer.from_pretrained vs checkpoint reload compatibility are different defects." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory OOM vs model reload after upgrade are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Generation cache no_grad fix vs Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific VL class vs FileNotFoundError loading trust_remote_code cache are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline request suppression vs GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad \u201cmany models break\u201d complaint vs special_tokens attribute error is not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs cache file lookup failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training vs tokenizer loading regression are different areas." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs upgrade-induced slowdown are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation issue for model.forward args." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation-state issues, but one targets cache.update no_grad and the other sync_gpus kwargs handling." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor-related, but one is num_frames semantics and the other backend-missing recognition." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but one is Qwen3VL Moe-specific and the other is general checkpoint compatibility." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request suppression vs FP8 save_pretrained MoE are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting vs tensor-parallel training bug 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": 28, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44485|issue:46664", + "issue:45381|issue:46664" + ], + "prepared_review_unit_hash": "a1e9282632e92a21202cd0bff8fa3f7032f645648024e913a45bf3753dced1bf", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "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 share only broad themes like imports, v5 regressions, loading, or cache behavior, but not the same concrete bug or change, so none should be merged.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43576 is the broadest, highest-signal item here: a v5 CLI regression with inbound references, making it the best anchor for this mixed cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most representative cluster anchor because it captures a broad v5 breakage theme and has external references; it is stronger as a summary issue than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Same general model area, but one is a runtime generate() error and the other is documentation confusion about forward() args." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated 'racoon' issue are not the same bug or change." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and failure modes; not the same underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention fp8/MoE, but one is about save_pretrained and the other about inference support; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs forwarding and the other is attention-interface implementation; separate bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python-file errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage and the unrelated 'racoon' report do not match." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is type checking; different failures." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env breakage and a Qwen2.5-VL import error are not the same underlying issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Both touch utility/CLI layers, but one is is_offline_mode importability and the other is the env command behavior." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI regressions, but they affect different commands and dependencies; not mergeable as one fix." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward and an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen/MoE, but one is a generic bug report and the other is a missing tensor-parallel plan for a specific class." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs for return_all_scores are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute error and trust_remote_code cache loading are different failure classes." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing HybridCache and cache FileNotFoundError are distinct problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior and DSA indexer activation discussion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion script question are different concerns." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing config field and a special_tokens/list shape error are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen chat crash vs. a broad 'v5 breaks too many models' complaint; too generic to treat as one bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated racoon issue do not match." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Racoon and Gemma4AudioRelPositionalEncoding are unrelated reports." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and special_tokens list/key handling are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same code-path problem." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron and the racoon issue are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate model/runtime problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "A sorted state_dict loading error and special_tokens key handling are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and the TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are separate model-specific bugs." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but they concern different models and different parameters; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47176" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44393|issue:45071", + "issue:44466|issue:44556", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:44655|issue:44861", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43298|issue:46095" + ], + "prepared_review_unit_hash": "8fb0c993da4271836a9e28e16785832525832222f0dc839c0a47a7adeb4853c0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38837, + "estimated_input_tokens": 9710, + "estimated_eval_tokens": 19676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated regression reports. The only plausible duplicate pair is the import/lazy-loading slowdown reports; the rest are too broad or point to different concrete bugs. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44273 is the best hub for the small import/lazy-loading subset because it names the underlying mechanism, while nearby reports like issue:44246 look like symptoms of the same slowdown.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the most representative issue in the set: it is specific enough to anchor triage yet broad enough to cover the shared import-time performance complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import-related, but one is lazy-loading/performance and the other is unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different regressions: import * bloat vs chunked_prefill cache handling." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but the symptoms and code paths differ (2D bbox output vs infinite loop on a specific image)." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific missing config attribute for Llama4; the other is a broad complaint about v5 breaking many models." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 serialization/loading complaints, but they describe different failure modes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig attribute breakage is not the same as a general v5 compatibility complaint." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different issues: patchtsmixer post_init policy vs tied-weights helper crashing on list input." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI and checkpoint reload failure are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 breakage and a CLI incompatibility with huggingface_hub are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to the same import-time slowdown/lazy-loading problem; one is a symptom report, the other names the likely underlying cause." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad v5 regression report." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning in SAM3 tracker initialization and Liger kernel application in model_init are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import star cleanup causing import bloat is unrelated to a missing Qwen3_5 module import." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed calls is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support issue and Qwen3-VL bbox output bug are different problems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and inefficient SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading a registered buffer and a generic bug report do not establish the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is unrelated to the generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env CLI and shell-operator allowlist bypass are unrelated security/CLI issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time model cleanup and a small testing_utils bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance cleanup and a missing HybridCache export are different import problems with different causes." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue and tied-weight-keys AttributeError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support matrix issue and shell command substitution bypass are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a comb.transpose bug are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer behavior and Gemma-4 audio relative positional encoding are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading/import slowdown are distinct regressions." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same issue." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio encoding and CohereASR double-shift training-loss bug are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft-edge pair, issue:44246 vs issue:44273, is a plausible import/lazy-loading duplicate based on the titles, while the other pairwise rejections do not overclaim sameness. No PR mergeability concerns 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": 28, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43976", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:46218", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:44861|issue:47110", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "749aa73004e17aa1bf96a0108a4333fe49745d210bfa2b7401394685cea2ed34", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 39948, + "estimated_input_tokens": 9987, + "estimated_eval_tokens": 20230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is very heterogeneous: most items are unrelated model bugs, CLI/import issues, or broad v5 regressions. No soft edge looks like a true duplicate pair with the same concrete code path, so all candidate merges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style complaint in the set (\u201cSince 5.0 version it breaks too many models\u201d), but the cluster is too mixed to justify a real duplicate canonical beyond that.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best loose representative only because it summarizes the widest v5-breakage theme; it is not a precise duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility and shell-command injection are unrelated defects." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different processors/models: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to tar/zip command injection." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug does not match scheduler kwarg handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward() is not the same as a Llama 3.2 model-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 import are both v5 complaints, but not the same underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup is unrelated to a Qwen3 VRAM leak." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different vision/audio model bugs with different code paths." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad v5-breakage complaint is not the same as a security file-write vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 regression complaint does not match a shell-operator allowlist bypass." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight-key crash and special_tokens list/dict error are different failures." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support for Nemotron and command-injection security are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage is unrelated to timestamp calculation." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer/v5, but one is a behavior regression and the other a decoder-type bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as Gemma4Audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A generic v5 breakage complaint is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp handling and missing save_pretrained files are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling is unrelated to audio positional encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight crash and CLI completion breakage are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in model usage is unrelated to a testing_utils bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support request and Qwen3_5 import failure are different changes." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 import failure are separate import-path issues." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both concern Flash Attention 2.0, but one is GPT2-specific while the other is too generic to confirm the same concrete fix." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No substantive overlap; one is noise, the other is a security vulnerability." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No substantive overlap; one is noise, the other is a security vulnerability." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies does not match the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support and missing processor save_pretrained files are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and concrete changes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request and Qwen3.5 from_pretrained error are related to Qwen models but not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask crash and slow checkpoint loading are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor parallel training bug are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed and forward() documentation confusion are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 support for Qwen3-VL/Qwen3.5 are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug and DeepSeek-V4 shared-expert gating bug are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint correction and tokenizer regex warning 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": 28, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "a6047227bbc143531e4959b635f65a876f7206e0153267ee48c39154bf29b95c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011322, + "estimated_input_tokens": 252831, + "estimated_eval_tokens": 505918 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6640, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span unrelated components (Mask2Former, ModernBERT, RoFormer, tokenizers, config typing, a typo, and a loss kwargs bug). No coherent duplicate cluster emerges from the soft-similarity edges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical because the set is heterogeneous and the titles describe different subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative; if forced, the most general bug report is still too specific to its own model/subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs in different areas: Mask2Former ignore_value handling vs loss kwargs not being forwarded." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Unrelated code paths: loss-function kwargs forwarding vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and symptoms: Mask2Former loss config vs tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model bug vs a typo in a conversion/quantization field; not the same issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type-hint problem vs a literal typo in a code string; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: runtime kwargs propagation vs incorrect type annotation in ModernBERTConfig." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization-related names, but one questions L2/RMS behavior and the other is only a type hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Distinct models and distinct defects; no same code-path problem." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "b4b231ed16608b78dc143849487f01a5f5b184f0fa3a9f1576ac3af5ff804472", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "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: tokenizer truncation behavior, a ReduceLROnPlateau-like feature request, and Wav2Vec2 word time offsets. No duplicate cluster here.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue exists for this cluster because the issues describe different problems/features in different areas of the library.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is not a true cluster canonical because the other issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and bug classes: tokenizer truncation vs Wav2Vec2 timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "A truncation bug/feature request is unrelated to a ReduceLROnPlateau-style scheduler feature request." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler functionality request and Wav2Vec2 word offset question do not describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7dcd492d0821eadaba0d3986f08a585a9356b23769b0cb7a24e6c286a2b1d932", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like three separate bugs, not duplicates: one about Tapas tokenization parity, one about a misleading private-model download/auth error, and one about failing to load bert-base-uncased. The only overlap is that they all concern model handling, but the concrete failure modes differ.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 16618 is the most broadly phrased, user-visible failure and the best cluster anchor, but it still describes a different problem than the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the clearest representative issue: it is concrete, broadly relevant, and more central than the highly specific tokenization mismatch or auth-message bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bug class: Tapas tokenization parity vs. model loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problem: private-model authentication/error messaging vs. inability to load a public model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-19631-2", + "nodes": [ + "issue:19631", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372" + ], + "prepared_review_unit_hash": "5b90e4b1b8b543a3f51f665a827489241f7dbb1935f8c27e962dceb73dd0b403", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests, not duplicates: one asks to add EDSR/MDSR and the other asks to add Restormer. The shared theme is image restoration models, but they target different implementations and changes.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests are for different models and do not describe the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong duplicate representative; if one must be chosen, 19631 is slightly broader, but the two requests are still distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different model requests (EDSR/MDSR vs Restormer); same broad area, but not the same underlying feature change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "ac094b059ad515c93cff4d583f76fa3038156eccdc50ab78c5133dea0edfc5ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support, the other for GGUF support. They target different capabilities and code paths, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other since they request different features; if forced to pick a single issue for the cluster, 26350 has higher discussion activity but it is still not a valid merge target for 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different targets: Flash Attention 2 architecture support vs GGUF architecture support. Same broad \u2018community contribution\u2019 framing only, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "c8b6e754b1fffe25116c37608596a819b50df4c4540a282487b980bc630edd13", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate docs-translation requests by language, plus some garbled/spam-like variants. They look superficially similar, but I do not see the same underlying bug/change, so I reject the duplicate edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43834 is the clearest representative of the repeated placeholder i18n template and the most neutral anchor for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best triage anchor here, but only as a representative; the language-specific issues are distinct and should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request; same broad docs-i18n theme, but not the same concrete language/change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request; superficially similar template, but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic template issue; no evidence they are the same change." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different language/request and the title is garbled; no concrete duplicate relationship." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation requests; not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic template; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages, so these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language/request; only the template wording overlaps." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language/request; no same underlying bug or change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder; not a concrete duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request and a separate generic/template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different issue content; one is a concrete language request, the other a generic template." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "No evidence of the same translation request; titles are too different." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request; similar i18n theme only." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Same template text, but no evidence they target the same concrete language or change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same generic wording, but not enough to conclude they are the same issue." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Template-like title versus unrelated garbled title; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "No concrete evidence they are the same translation task; just similar placeholder spam." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic template issue versus unrelated Thai title; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template issues, but there is no evidence they are the same concrete translation request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and no shared concrete target; reject as duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Same broad i18n theme, but not the same specific request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "No indication these are the same issue; titles are unrelated." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different titles and no concrete shared bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder vs unrelated Thai title; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No same underlying task; just similar noisy i18n clustering." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different garbled titles; no concrete evidence of the same change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs unrelated Thai title; not the same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No evidence of the same concrete translation task." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template placeholder and unrelated Thai title; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no evidence they are the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Both are noisy/non-English titles, but there is no clear shared concrete request." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No evidence these represent the same translation work." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different garbled titles; cannot treat as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "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:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "701e4db8c9d0a4d675ae56bef58b24183292792e509591b73a230871b648a4e9", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31687, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31687, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose thematic grouping of distinct model-add/support requests, not true duplicates. The pairs mostly share broad NLP/vision/audio/model-request vocabulary but target different concrete models and code paths, so no PRs are present and no pair should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate issue: the items span unrelated model requests and feature asks (keypoint matching, BERT variants, detection models, speech models, OCR, and config/features).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:37334 is the broadest self-contained implementation request in the set and is a reasonable representative of the general 'add/support this model in transformers' theme, though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa detector/matcher are different models and likely different implementations." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matching request vs MiniCPM3 model architecture are unrelated changes." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 model support target different model families." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model support are different concrete additions." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config vs XiaoMi MiMo are different models with no shared code path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model support and LFM2.5 Audio support are different domains." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model support and Qwen3-ASR support are different tasks and implementations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR object detection and Qwen3-TTS speech support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR are different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT model request and LLMDet support are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model requests with no shared implementation." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture are separate model requests." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are different models/tasks, not duplicates." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet vs Qwen3-TTS are different model-support requests." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet support and ModernVBERT support are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are different concrete model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate BERT-like model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS-2603 are different feature/model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly; they are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and XiaoMi MiMo are unrelated models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different model families." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR are related by family but not the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are both speech models but are different implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are different requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they target different models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and model families." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink are different kinds of changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are both speech-related but not the same underlying fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model families." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet support and Voxtral-4B-TTS-2603 are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not duplicates." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS-2603 and Mirko Privitera 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": 8, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "030a2c964beddb409cfc27e03ab3a38af2ebc1136c144a433ed266de9daee573", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes; docs/framework listing request versus a Vision RoPE code refactor. No indication they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "60a5d178a90f0e19b11973a444ebd4afe4a01576a0c2900537afbf2001a09a92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: one concerns Set block decoding, while the other requests DeepSeek v3.2 support. There is no evidence they describe the same bug or feature request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests with no shared code path, filenames, targets, or explicit linkage; only weak textual similarity." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "1bbbf945af53fa1f5199a112ae5b06d0cf6aa5653a7911fb9119f2f249c829b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different feature requests in the same general Tiled/Liger area, but they target different components and problems: FLCE support in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the reports describe separate enhancements for different code paths and should remain distinct.", + "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 must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one is about enabling a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for memory reduction. Shared ecosystem/topic 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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "fab555403e4786ec41767170655fb09d5d4d3700a84041b719202085c775e974", + "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 two closed issues are related to Trainer customizability, but they address different concrete behaviors: one is about `remove_unused_column`, the other about FLOPs estimation for custom trainers. They do not look like duplicates of the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is clearly the canonical representative because the two reports describe different Trainer code paths and different fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad area (Trainer customization), but different underlying problems: `remove_unused_column` behavior vs FLOPs estimation for custom trainers. The titles and likely fixes do not indicate 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": 12, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "169f01defd30eef6c128df1bb2dd80b9ed9a12c100a56cbd6a8bcf96d7000203", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both request adding Qwen family support), but they target different model/config combinations and different AutoModel heads, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43684 is the broader, more central request: register Qwen3-Omni with core auto model classes. Issue #44405 is a narrower, distinct request for sequence-classification support on Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better cluster representative because it concerns the more general auto-registration gap rather than a single task head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Same broad ecosystem, but not the same concrete bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "1ea831ac3fc8ca747fbed8364da771fc3b68b327d847d2a1e546daaf623b6a25", + "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": "43845, 43846, and 43859 look like the same duplicate issue cluster based on the identical \"huggingface \" title; 43835 (\u201cFett\u201d) is not clearly part of that cluster. 43845 is the best anchor because it is the earliest of the identical-title huggingface reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43845 is the earliest of the identical-title \"huggingface \" issues, so it is the cleanest duplicate anchor in that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest representative issue because it is the first of the repeated \"huggingface \" reports and has no evidence making another issue a better anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug evidence; the similarity is too generic to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" is unrelated to the repeated \"huggingface \" reports, with no body or target evidence tying them together." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No substantive overlap beyond weak soft similarity; the titles do not indicate the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and nearly identical report shape, with no distinguishing evidence that they describe different bugs." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and clearly part of the same duplicate cluster; the next-day gap is not enough to separate them given the lack of distinguishing content." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no evidence of a distinct underlying issue, so they look like repeated reports of the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate cluster call is plausible, but the reasoning overstates what the packet supports. 43845 is not clearly the sole \u2018longest body\u2019 in the huggingface group: 43846 has the same body length, and 43835 is longer though likely unrelated. Also, 43859 is not \u2018created minutes apart\u2019 from 43845/43846; it is the next day, so that edge should be justified more cautiously. The soft-edge decisions against 43835 look fine, but the canonical/best-issue rationale needs to stick to the observable evidence (earliest among the identical-title huggingface issues, not longest body)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "a0b3f5bc8226a753ed9601d5d2cc7c12f2ed77a0a62e128b681bb8569367a932", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all low-information, spam/off-topic issue reports. The repeated similarity is not enough to prove a shared underlying bug, so I would not merge any of the soft pairs.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44371 is the oldest generic spam placeholder and is the best single representative if this cluster must have a canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the most representative by age and genericity; the others are similarly sparse but not better anchors for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but there is no concrete description or code-path evidence to confirm the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders, but that is not enough to establish they report the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a placeholder spam report and the other is a documentation suggestion; no shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a benchmark tip are different topics with no concrete overlap." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an off-topic marketing-style issue are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement vs. placeholder spam; unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement vs. placeholder spam; no evidence of the same change or bug." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but the body provides no concrete shared bug description to justify duplicate treatment." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Placeholder spam and benchmark tip are different issue types with no concrete common bug." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam and off-topic promotional content are not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No concrete bug or change is shared between these two reports." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different off-topic/spam-style submissions; not enough evidence they are duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "180f692651045748f0537c441568667ce5e9db48866255f0dabcb6bada4915f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look like probable duplicates: they have identical titles, very similar body sizes, and only a soft textual-similarity signal between them. The packet supports keeping #45145 as the canonical anchor, but it does not strictly prove a single underlying report beyond reasonable doubt.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the earlier issue and has the only inbound reference, so it is the better canonical anchor for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative because it was created first and has slightly more reference activity than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Strong similarity suggests duplication, but the packet only provides soft_similarity and deterministic_accept=false, so this should be treated as probable rather than confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these issues are highly similar: identical titles, nearly identical body lengths, and a soft-similarity signal. However, the analyst overstates the evidence by asserting there is \u201cno evidence of distinct underlying problems\u201d and by fully accepting the pair despite the only explicit edge signal being soft_similarity with deterministic_accept=false. A more conservative verdict would note probable duplication, not treat it as confirmed from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 17, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ccda881ba09610ca60a51c5811e153d07a27e06b08a32d4c76c5b70b6a63ad86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both empty, closed, and appear to be unrelated personal-name/date entries rather than the same bug report, so they should not be clustered as duplicates.", + "confidence": 0.97, + "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": "Different named subjects and dates with no body, links, or shared technical context; these do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "c0f6c2418e1f432f397c39c2ef6ca61bf037b5174921601e22b9e9f69053276a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated low-information items with different names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because both lack body/context and do not indicate a shared underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different personal names and dates with no shared technical context; this does not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "e39b1882a2064aa308f25ddfc8e9351563bd4bd147aef43a0d463b9c8e77166c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature requests: one for adding a Qwen3.5 token-classification/value-model class, and one for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests target different capabilities and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "46295 is the broader platform-level request, but it is still unrelated to 45810 and should not be treated as the same issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas: model-class addition vs FP8 training support; no shared 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": 20, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "598a4c4ec7f80c1929cd598039e59ddf4899991f0f7905ddfb52c43b3060bfe8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one single issue: it contains two exact duplicate issue pairs about different DataForge examples, plus one unrelated dataset-promo issue. The only strong duplicate matches are 45870\u219445871 and 45872\u219445873.", + "confidence": 0.91, + "canonical_issue_reason": "45870 is a clear canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it exactly matches 45871 and is the earliest of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue representative for triage among the items because it is an exact duplicate with 45871 and appears earlier; note that 45872/45873 form a separate exact-duplicate pair, so there is no single cluster-wide canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: dataset bundle promo vs. a DataForge financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset bundle promo vs. a DataForge financial prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and matching body size; same DataForge financial time series prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/DataForge wording, but one is an example/prediction request and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial/DataForge wording, but one is an example/prediction request and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests despite shared DataForge/financial terminology." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite shared DataForge/financial terminology." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and matching body size; same DataForge financial time series + scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies two clear duplicate pairs (45870/45871 and 45872/45873), avoids claiming a single cluster-wide canonical issue, and treats the remaining items as only soft matches or distinct requests. The soft-edge verdicts are also appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "ebadf39d695b6b2ce7bdf7d4cb771c6416a631e5aab681ec9e1ea72c5f4e6b82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. They are related, but not clearly the same underlying bug from the available evidence.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a broader, more root-cause-oriented failure mode (`early_initialization` corrupting linear-attention layers and causing wrong shapes/RuntimeError), which can subsume narrower symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best global issue candidate for deduping because its description is more general and diagnostic, while 46441 looks like a product-specific symptom report (`Qwen3.5` + `KeyError`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention breakage, but the reported errors differ materially (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`), so this is not safely 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": 22, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "42050612e94f25264eef110d498649edac5014406661c53c32fabf9fa6ea1dd5", + "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": "These are duplicate issue reports with identical titles and apparent content about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token. The open issue is the better canonical thread.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, making it the more active canonical tracker for the same exact bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue because it is active, has more discussion/reference activity, and matches the same underlying problem verbatim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying bug report; the two issues are effectively duplicates of the exact same tokenizer regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issue titles are identical, body lengths match, and issue #46552 is open with inbound references, making it the better canonical tracker. The duplicate verdict is conservative and supported by the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "7096917ab2d378d6f9191c965f70de2edbaa21e8c5d810f006969451757baa85", + "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": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports gradual out-of-memory failures after several epochs in RT-DETR v2 training. They involve different failure modes and likely different code paths.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the more general and clearly defined bug report, describing a concrete tensor-shape mismatch during training.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the better anchor for this cluster because it states a specific error class and is less model-specific than the RT-DETR v2 OOM report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "The reports describe different problems: tensor dimension mismatch versus memory exhaustion over time. Similar training context alone is not enough to treat them 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": 24, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "380c2c6e5b0d0f8290a9b7030ba93104a9aaae4e89f85a1ef8aac9eea64dfc20", + "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 both model-loading bugs, but they affect different mechanisms and failure modes: ZeRO-3 zero.Init partitioning vs. 4-bit device_map/max_memory dispatch. They do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the more specific and self-contained bug report, with a clear ZeRO-3 multi-GPU OOM symptom and a concrete composite submodule target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and outcomes: one is ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. Same broad area, 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": "issue", + "component_index": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-18", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47120|issue:47309" + ], + "prepared_review_unit_hash": "333d067a049ec96adf2700194ef70c008e067c722cc180c4d6589980e884185c", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 56, + "serialized_chars": 30219, + "estimated_input_tokens": 7555, + "estimated_eval_tokens": 15366 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 56, + "serialized_chars": 30219, + "estimated_input_tokens": 7555, + "estimated_eval_tokens": 15366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are daily [serge] integration failure triage issues for different dates, not duplicates of one underlying bug. The open 2026-07-13 triage issue is the best current representative of the series.", + "confidence": 0.97, + "canonical_issue_reason": "issue:47309 is the only open item and the most recent triage thread, so it best represents the current state of this ongoing series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47309 is the best issue to keep as the current active triage thread; the others are closed day-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "cdd204d63861c87bd0a1812c4d18d0b6a38f260590406fa9a7950842b36d88e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are near-identical duplicates with the same title and highly similar content. Treat the earlier issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 was created first and has the same request/title, so it is the best canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the oldest exact-title duplicate and is sufficient to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same exact title, very high textual similarity, and created minutes apart; they appear to be the same underlying feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the exact same title, were created minutes apart, and the pair only has soft-similarity evidence. Choosing the earlier issue as canonical is conservative and reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "1ad79fac5080ef948790a4f701249efd57154bc1a2b13431aecfb127bc940c24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are thematically similar AI/cybersecurity writeups, but they do not appear to describe the same concrete bug, feature request, or code change. I would not cluster them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap only; both look like general AI/vulnerability-discovery discussion topics rather than the same actionable issue or underlying change. No explicit shared target, filename, or concrete code-path evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "319ab3521f7a55a1b05351ab320aaf5f899cb1c1e8c4593a75d10b0be4bdef5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-certain duplicates: identical titles, same apparent body length, and created seconds apart about the same /v1 routing bug.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #47138 is the better canonical because it was opened first and has slightly more inbound references, so it is more likely to be the original report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47138 is a good global representative since it is the earliest instance of the duplicated report and appears to have slightly more discussion attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and same underlying bug description, with near-simultaneous creation; these are effectively duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The issue pairing is well grounded: both reports have identical titles, the same body length, and were opened 25 seconds apart, so treating them as duplicates is supported by the packet. The canonical choice is also conservative, since issue #47138 was opened first and has slightly more inbound references." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-71", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46509", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47179", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295", + "pull_request:47301", + "pull_request:47304", + "pull_request:47320", + "pull_request:47336", + "pull_request:47360", + "pull_request:47374" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47218|pull_request:47360", + "pull_request:47301|pull_request:47360", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47216|pull_request:47360", + "pull_request:47173|pull_request:47184", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47275", + "pull_request:46912|pull_request:47179", + "pull_request:46196|pull_request:47202", + "pull_request:46836|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "pull_request:47003|pull_request:47204", + "pull_request:46196|pull_request:47210", + "pull_request:47093|pull_request:47275", + "pull_request:46995|pull_request:47163", + "pull_request:46836|pull_request:47275", + "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:47294|pull_request:47320", + "pull_request:47166|pull_request:47292", + "pull_request:46995|pull_request:47143", + "pull_request:46509|pull_request:46995", + "pull_request:47093|pull_request:47143", + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47304", + "pull_request:47082|pull_request:47210", + "pull_request:47093|pull_request:47163", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:47179|pull_request:47210", + "pull_request:46266|pull_request:47216", + "pull_request:47108|pull_request:47301", + "pull_request:47082|pull_request:47275", + "pull_request:47078|pull_request:47275", + "pull_request:46266|pull_request:47336", + "pull_request:46995|pull_request:47301", + "pull_request:47175|pull_request:47179", + "pull_request:44775|pull_request:46836", + "pull_request:47082|pull_request:47216", + "pull_request:47163|pull_request:47179" + ], + "prepared_review_unit_hash": "5531f8f0debd86c7e7d06affa6325815bc496196f315c23c0d7479edb97b9370", + "component_budget": { + "node_count": 71, + "item_count": 71, + "soft_pair_count": 198, + "serialized_chars": 246980, + "estimated_input_tokens": 61745, + "estimated_eval_tokens": 123746 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 65, + "serialized_chars": 130036, + "estimated_input_tokens": 32509, + "estimated_eval_tokens": 65274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with a few clear duplicate PR pairs centered on the same loss-function and CohereASR training-loss fixes. Most other soft edges connect unrelated model additions, docs, CI, exporter, or test updates and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the clearest canonical representative among the true duplicates: it directly fixes the CohereASR double-shift training-loss bug, has the most explicit explanation, and preserves the intended loss-helper behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best standalone PR in the cluster to anchor the main duplicate set because it addresses a concrete code-path bug with the clearest final implementation and strongest duplicate evidence.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs/label_smoothing support for the same issue and same file; these are the same change with minor signature differences." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; both fixes aim to train against the correct labels." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; this is an alternate implementation of the same code-path fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and bugs: CohereASR training loss vs a MusicGen generate typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test-failure fixes in different models (Zaya vs Mimo V2 Flash)." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32-module handling vs CohereASR training-loss logic; unrelated changes." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test areas and models; XPU expectation updates are not the same as Mimo V2 Flash fixes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Related CI/docker area, but one removes the builder and the other adds exporter deps; not the same underlying change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Exporter-test runtime dependencies vs exporter docs; different artifacts and code paths." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test fixes for different architectures; not a duplicate bug." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment tweak vs docker image builder removal; related infrastructure, but not the same change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but one adds DistilBERT content while the other only adjusts wording; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter-test dependency setup vs Executorch exporter internals; different fixes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Docker image builder removal vs CI workflow metadata/reporting; unrelated changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Doc-builder pin comment change vs CI workflow metadata/reporting; not the same bug or change." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47360", + "accept": false, + "reason": "Test image-loading refactor vs CI workflow metadata/reporting; unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47360", + "accept": false, + "reason": "MTP docs vs CI workflow metadata/reporting; completely different concerns." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Modernizing model conversions vs finegrained FP8 decode optimization; different subsystems and problems." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese documentation updates vs quantized cache docs; not the same content or fix." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Compressed-tensors quantization changes vs CI workflow metadata/reporting; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test adjustments, but for different models and device abstractions; not the same concrete bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test expectations vs XPU expectation fixes in other model tests; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese docs translation vs assisted-decoding docs for MTP; different documentation topics." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Docs navigation/parallelism changes vs new EfficientViT-SAM model support; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "EfficientViT-SAM model support vs assisted-decoding docs; different changes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47360", + "accept": false, + "reason": "Same as above: compressed-tensors work vs CI workflow metadata/reporting; not duplicates." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47184", + "accept": false, + "reason": "Granite-SWA model support vs Qwen3 Next test renaming; different areas." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability on MLU vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Nemotron Omni model support vs flash-linear-attention availability; different features." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model addition vs NeuCodec support; different model families." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "Dino modern-standard conversion work vs MTP docs; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", + "accept": false, + "reason": "Parallelism docs vs MPS graph-cache docs; unrelated documentation." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47320", + "accept": false, + "reason": "EfficientViT-SAM model addition vs response_schema deprecation; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization vs EfficientViT-SAM model addition; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE testing updates vs Granite-SWA model support; different themes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support vs docker image builder removal; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model addition vs docker image builder removal; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE tests vs Mimo V2 Flash fix; different models and bugs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU test updates vs Mimo V2 Flash fix; not the same issue." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter addition vs torch-light exporter dependencies; different changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "SDPA dispatch support vs Granite-SWA model support; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "Repeated pair: OpenPangu-V2 vs NeuCodec are distinct model additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model addition vs EfficientViT-SAM model 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"estimated_eval_tokens": 123746 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 63, + "serialized_chars": 104562, + "estimated_input_tokens": 26141, + "estimated_eval_tokens": 52538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only the CohereASR training-loss fixes form a real duplicate cluster; the rest are separate model additions, exporter/test/doc changes, or broad subsystem updates that are not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the strongest representative of the only true duplicate cluster: it cleanly fixes the CohereASR double-shift bug, explains the label/shift-label behavior, and has an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the best global representative because it is the most complete and explicit version of the actual duplicate bugfix; the other CohereASR PRs are earlier variants of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Different PRs: Falcon output-refactor vs a model-creation skill draft. 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"pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "Model addition vs generation docs; not the same underlying work." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions with no shared concrete bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Both are new-model PRs, but for different models and different files; broad similarity only." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions; same repo area but not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Model addition PRs for different models; not duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 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"pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron experiment scripts and pipeline docs/device placement are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 addition and Neuron experiment files are different workstreams." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Exporter/model work and Neuron experiment scripts are not the same change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter support and MI450 image-loading/model failures are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi export changes and NeuCodec model addition are different features." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support and NeuCodec support are unrelated changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi export work and paged-attention test updates are not the same underlying bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec model addition and MI450 runtime/test fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47298", + "accept": false, + "reason": "Paged-attention XPU tests and MI450 fixes are different test/runtime issues." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step3.7 Flash and NeuCodec are separate model additions with different scopes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step3.7 Flash model work and Quark config changes are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family models and NeuCodec addition are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec support and Quark config changes are different areas." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 addition and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Kimi exportability work and ExecuTorch exporter fixes are separate changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Molmo2 model addition and 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false, + "reason": "OpenVINO exporter and MI450 image/model failures are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi export work and NeuCodec addition are different concrete changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support and NeuCodec addition are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi export work and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec addition and MI450 fixes are different underlying changes." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47298", + "accept": false, + "reason": "Paged-attention XPU tests and MI450 fixes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "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": "899e0e9d578224548bfae97cf06df7df285dfcd21e476da4d6c833edea50d0ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 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They touch different models, code paths, and user-facing features.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are unrelated feature additions for different model families and should not be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical representative for this pair because they do not describe the same change; if one had to be picked for the cluster, 41224 is a cleaner self-contained feature PR, but it is not a duplicate of 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "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": 32, + "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": "7714e08a2a445b457d5e3c3bab5c9d494d68f7e97d7078ef652540fce08a3712", + "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 broad workflow-maintenance PRs overlap in some files, but they update different GitHub Actions for different reasons and are not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because its scope is clearer and more targeted: it upgrades workflow actions specifically for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single PR to represent the cluster since it has the clearest stated purpose and broader overlap with the shared workflow maintenance theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are general GitHub Actions version bumps, but 42975 mainly updates checkout/cache/upload-artifact for Node 24 compatibility while 42976 updates docker/build-push-action and other actions to latest versions. They do not fix the same underlying bug or code path, so they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "40cd3e67a93aaa529d397bfedb397aa659798e7e2586aea703c7b9417ab3e0c3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four distinct model-addition PRs. The overlap is mostly boilerplate around docs and auto-registration files, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45490 is the most central anchor in this set: it has the broadest model-infrastructure footprint and the strongest activity, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45490 is the best representative anchor for the cluster because it touches multiple shared registry/model-infra paths and has the highest review activity, even though the PRs are not duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared files are generic docs/auto-registry boilerplate, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model families and changes (vision model vs time-series model); overlap is only on common registry/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model implementations with different codepaths; similarity is limited to shared framework wiring." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both add models, but CTSM and Step3.7 are different concrete models with different implementations; shared auto-mapping/docs files do not make them 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": 6, + "component_count": 32, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "fe98cf200f32c5faea935a0c027582f5fbea81860714eb0cb41a190a80182c4d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19586, + "estimated_input_tokens": 4897, + "estimated_eval_tokens": 10050 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19586, + "estimated_input_tokens": 4897, + "estimated_eval_tokens": 10050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs are unrelated despite vague titles, but the two YOLOS PRs (46886 and 46922) address the same device-mismatch issue in the same file and target the same issue, so they form the only plausible duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the better canonical representative: it targets the explicit YOLOS issue, fixes the concrete forward-path device mismatch, and includes the more complete code change in the same model file.", + "best_issue_reason": null, + "best_pr_reason": "46922 is the strongest standalone PR because it has the clearest issue linkage and the most directly relevant fix for the YOLOS device-mismatch bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different code paths; the similarity is only superficial and the diffs do not fix the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/tests versus FP8 dequantization; unrelated subsystems and unrelated failures." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode changes are unrelated to generation watermarking / model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer logic and YOLOS device-placement fixes are unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic test edits versus CI/device-map infrastructure; not the same underlying bug or change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different fix areas; no shared concrete code-path problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "One is model test edits, the other is generation/config and FP8 loading logic; unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes do not match the YOLOS runtime device-mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch model/integration utilities, but they fix different concrete issues in different paths and are not mergeable as one PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization changes and generation watermarking validation fixes are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different runtime problems; no shared underlying bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI integration are unrelated changes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config validation is unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory patching for Phimoe integration tests is not the same issue as the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch issue, touch the same file, and propose overlapping fixes that could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 46886 and 46922 share the same YOLOS issue target and file, and 46922 includes the concrete forward-path device fix plus the no-split-module change. The other pair verdicts stay conservative and are supported by the distinct models/subsystems shown in the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "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": "62c8ebb63e4a8b6651ae2ee681a7359654d2302df235b1370dd0b8c78000b78c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open [don't merge] PRs that are only superficially similar: one is a setup/version/dependency bot check, one is a workflow/test diff showcase, and one flips a workflow trigger for security-gate testing. They do not look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the broadest and most central of the three, touching multiple CI/workflow files and a test file, so it best represents the cluster superficially.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best representative PR in this set because it overlaps the most on CI/test surface area and is the most general of the three, even though the PRs are not truly duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 is a setup/dependency/version bot-check PR, while #46747 only changes a security-gate workflow trigger. Same broad repo area, but not the same code-path problem." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 is about setup.py/dependency table/version formatting; #43532 is a CI/workflow diff display change across several workflow files. Shared test filename is incidental, not the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but #43532 is a diff-display/self-comment CI change with test harness updates, while #46747 specifically switches pr-ci-security-gate from pull_request_target to pull_request. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "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": "f8696e2b0a8554e5a469a812e997edcf39448f881b1cf4894c228fe405a4790d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the same multimodal/pipeline area, but they implement different pipelines for different tasks: concept segmentation vs visual segmentation. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate set: PR #43612 and PR #43613 add different pipelines with different task names, docs, tests, and model integrations.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication: the PRs are separate feature changes targeting different code paths, so neither subsumes the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared scaffolding files do not make them the same change, and the model/test coverage differs." + } + ] + }, + "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": 32, + "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": "62fe596d9ed535b4ec2f10288f2d78fa43f289b310aa516e8ce517ecbde6b7f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both modify `trainer.py`, but they address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete, user-facing trainer behavior change: it adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss normalization. PR 43663 is a separate refactor around input column filtering, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the better representative of this cluster because it introduces the clearer functional behavior change and is more directly tied to training semantics than the narrower column-filtering refactor in PR 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these touch different trainer code paths and solve different problems. 43651 changes GA loss scaling; 43663 changes signature-column inspection for column filtering. Shared filename alone 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": 32, + "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": "fa67c09a48168cb279e3088f0687e44f6d8811641f2efbcead4e06db6aaa2a5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and reference a `TypeAdapter` NameError, but they target different runtime/typing failure modes. PR #43656 is a broader annotations cleanup, while PR #43842 is a narrower fix for missing `pydantic` at import/type-check time. They are related, but not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43656 is the broader, earlier CLI typing fix and best represents the cluster; #43842 is a later, narrower pydantic-specific adjustment.", + "best_issue_reason": null, + "best_pr_reason": "#43656 is the best representative PR because it addresses the more general `serve.py` annotation NameError path and has the fuller fix footprint.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but different concrete causes/fixes: one is a broader future-annotations/type-hint cleanup, the other is a pydantic-missing typing import issue. Not the same mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "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": 12, + "component_count": 32, + "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:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|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:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44018|pull_request:44059", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request: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: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", + "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": "cfe20fe5060a46a29bb38b0f33c682210512ed37fa88a81fabdc5d07582426d4", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "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 independent model-specific output-tracing refactors tied to the same umbrella issue, not one duplicated bug fix. The only clear duplicate/revision families are the GPT-J/CodeGen PRs and the GPT-Neo PR pair; the rest touch different models and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest/latest representative of the GPT-J/CodeGen output-tracing refactor family, with the same concrete refactor pattern as 44066/44085 and the most complete scope in that subgroup.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single representative of the cluster because it captures the most complete version of the repeated GPT-J/CodeGen standardized-output-tracing change while the other PRs are distinct model ports.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; shared output-tracing theme and issue target are not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet refactor vs DeBERTa refactor; unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family in the same core file; looks like a revision/overlap of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet vs EfficientNet; same umbrella issue only, not the same concrete fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing; distinct code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen work vs EfficientNet work; different model code." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 refactor vs DeBERTa refactor; separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MPT refactor; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same file/model; these look like duplicate/revised versions of one change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same theme but not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; distinct architectures and implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated model code." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR refactor and GPT-J/CodeGen refactor are separate model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; no shared concrete code path." + }, + { + "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 vs MPT; not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo refactor and Flaubert/XLM refactor are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different concrete implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 refactor vs MGP-STR refactor; different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 output tracing and GPT-J/CodeGen output tracing are not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; distinct model code." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; same umbrella refactor style only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer refactor vs GPT-J/CodeGen refactor; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; distinct model code." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; different concrete implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; same refactor theme, but not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; separate model-specific work." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; no shared concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44018", + "accept": false, + "reason": "MPNet vs GPT-Neo; only the refactor pattern matches, not the change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa; not the same underlying change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; distinct models and implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same output-tracing theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family, same concrete files, and 44722 looks like the later combined revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file family; these look like overlapping revisions of one refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J refactor vs SpeechT5 refactor; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; not a duplicate fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs ViLT/VITS-related refactor; unrelated models." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors tied only by the umbrella issue, while the GPT-J/CodeGen and GPT-Neo pairs are the only clear overlap/revision families. The accepted soft-edge pairs are conservative and look mergeable as single bugfix revisions of the same model-specific changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "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": "9d2985d1c1b9e5ee4b2799377e21356c794edabb10c8797003bd8f41016479bb", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to the new standardized output-capture system, but they touch different architectures and code paths. They are related by theme, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts capture_outputs/can_return_tuple and has a focused, model-local implementation. That said, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative of the cluster because its title and diff most clearly express the common output-tracing migration pattern while staying narrowly scoped to one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they are for different models (VisualBert vs TextNet) and different forward paths. Same theme, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with different output-recording plumbing; this is not one shared bug or mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are independent refactors in different model files and code paths. The similarity is only the standardized output-capture pattern." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations. They do not appear to fix the same underlying code-path problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different implementations and targets. Sharing the capture_outputs theme is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "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: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": "3f0a3d76a421a6d3cf98d9184ad4ccc00ae9a2e8148eab678fbe3bfc24fedc06", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A cluster of similar-looking output-tracing refactors across different Transformer model families; they share the theme but not the same underlying bug or code change, so the soft duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here is a true duplicate anchor; 44025 is a reasonable canonical representative because it is a self-contained output-tracing refactor applied to a closely related model pair with a coherent diff.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best single representative of the cluster: it cleanly demonstrates the decorator-based output-tracing refactor on one model family and its prompt variant, with a focused implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are different model paths with different output plumbing; not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files; both mention output tracing, but they do not fix the same concrete code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone vs univnet are unrelated implementations; this is a thematic match only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and refactor scopes; not plausibly one merged PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are distinct code paths; same utility import pattern is not a duplicate signal." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; no shared underlying bug or identical fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and output contracts; only the refactor style overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are separate vision models with different forward/output code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder are not the same concrete change, despite both touching output tracing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder is a broad thematic similarity only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are different model families; same refactor pattern does not imply duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different code paths in different model families; not one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "VisionTextDualEncoder and Falcon/Mamba are unrelated implementations and cannot be merged as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families and different output contracts; only the high-level refactor theme matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths; no shared underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and Depth Anything are different models; similar tracing cleanup is not enough for duplicate status." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated subsystems, so this is not one duplicate fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different output-capturing logic; no mergeable overlap." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba and CodeGen are distinct code paths; both are refactors, not the same bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated; shared utility imports do not make them duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are separate implementations with different output tracing needs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen fix different models and call signatures; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model families; 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not mergeable into one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are different model families and different bugs/changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; same refactor style is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different model paths with no shared concrete defect." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different model families; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR do not share a concrete code-path issue." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations; 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They overlap only on shared Transformers scaffolding (docs, auto registries, package init) and do not fix the same code-path or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a narrower, well-scoped Voxtral TTS feature addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest cluster representative: it is clearly tied to issue 45027 and has a focused implementation surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations and different end goals: PenguinVL implementation vs Voxtral TTS support. Shared files are generic registry/docs wiring, not evidence of 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": 15, + "component_count": 32, + "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": "0adafc58be7c8d13230df2f6cc20a56063cc8be5f310015aa45c41787b4fb3dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related-but-distinct feature PRs in the same broad fusion area: one introduces a generic Module Fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion. 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Same broad theme, but not the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "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": "98aadac6ccf5cc58cdb7fbf8cd3cc3df27f12b6ac7f1abbe6c1a4307413ea7d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "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 `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds tests but targets the same code path and bug.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate: it addresses the same concrete AttributeError and includes regression tests, so it is the most complete version of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same one-line fix in the same function; the second PR is a superset with tests, so these are duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "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": "8575a6dd3eade55ca93a02f633220eb8c20f462a947f6f6a5d13c59a55c28a0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH pull requests with overlapping model files, but they address different scopes: one is a conversion-mapping/refactor PR for NemotronH weights, the other splits NemotronH into dense/sparse model variants and updates docs/tests.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more canonical PR for the cluster because it is the broader, more complete architecture change: it adds dedicated NemotronHDense/NemotronHSparse model packages, updates auto-mapping/docs, and refactors NemotronH into a dispatcher.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster since it contains the larger end-to-end model reorganization and user-facing API changes, whereas #45115 is a narrower conversion-mapping follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH files, but the concrete changes differ: #45115 only adds checkpoint conversion key renames for NemotronH/NemotronH Dense, while #45569 restructures the model into dense/sparse variants and updates docs/tests. They do not look like the same underlying change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "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": "87c11a521b6b86157028da9b37e3a5e16ba024a61030c11992dcdecf5caa3637", + "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": "Two open PRs both touch typing-related code in transformers, but they are different changes: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/helpers for modeling_utils and PEFT integration.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the better canonical PR because it is the broader umbrella change, spanning many files and a typing-lint configuration update, while 45425 is a narrower follow-up focused on specific typing abstractions.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative of the cluster since it captures the main large-scale typing effort; 45425 is more specialized and looks like a separate incremental typing fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they solve different problems: 45415 is a broad type-checking pass across many files, while 45425 adds concrete protocols/aliases for modeling_utils and PEFT-related typing. Shared files alone are 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": 19, + "component_count": 32, + "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": "88a5c1bf67d64b06a113608636d9b3e7f490aeba1d81c14983786b3b9877b088", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are EP-related Transformer loading fixes, but they target different failure modes and different code paths: one is about preserving distributed_config and handling EP + DeepSpeed ZeRO-3 loading, the other about preventing expert parameters from being overwritten during FSDP2/sharded loading.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR because it addresses the more concrete and specific bug: expert parameters being silently overwritten by rank-0 broadcast during EP/FSDP2 loading, with a clear code-path fix in model loading and MoE integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest representative overall because it has the clearest, self-contained bug description and the most direct fix to a concrete loading corruption issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related subsystem, but not the same underlying bug. #45548 focuses on EP + DeepSpeed ZeRO-3 loading via accelerate launch and serialized distributed_config handling; #45662 fixes experts being overwritten during FSDP2/sharded loading. Different mechanisms and not plausibly 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": 32, + "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": "1247742a8dab7f93ba3a560aca59bdce5041cccb8af75e51fb96692cba3e3a24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "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 address the same xdist-related captured_info logging problem in transformers testing utilities; PR 45645 appears to be the broader superset, adding CI workflow handling for multiple artifacts on top of the same core fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the xdist-safe captured_info fix plus the supporting workflow update to consume per-worker log files, making it the more complete version of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the underlying change: it fixes the log-file collision and also preserves CI debug log collection, whereas 45639 covers only the core library-side adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: both target xdist-safe captured_info handling for testing debug logs, share the same issue target and files, and 45645 is a plausible superset that could subsume 45639 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": 21, + "component_count": 32, + "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": 22, + "component_count": 32, + "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": "75429e9d3dadfe564e24c225432604ac15bde8f88487261b86ef031eec541047", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "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 related distributed-training pull requests, but they do not look like the same concrete change. PR #46126 is a focused EP/Trainer integration patch, while PR #46269 is a much broader distributed branch-base PR spanning FSDP, MoE, loading, CI, and other infrastructure. The file overlap is not enough to treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical representative because it is a narrow, concrete feature integration centered on EP + Trainer behavior. PR #46269 is an umbrella branch-base change with many unrelated distributed updates, so it is not a good duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best single PR for the cluster because it is specific and self-contained, whereas PR #46269 is too broad to serve as a clean representative of one underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: despite overlapping distributed filenames, the PRs target different scopes. #46126 focuses on EP/Trainer integration, while #46269 is a broad distributed branch-base merge with many additional unrelated changes, so they are not the same underlying 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": 23, + "component_count": 32, + "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:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "ef429c53200ce1aabe827f05889619aa172a4df7530c373c7294c103e28c8d0e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26666, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26666, + "estimated_input_tokens": 6667, + "estimated_eval_tokens": 13590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a pile of small, unrelated CI/workflow maintenance PRs. The apparent similarity comes from editing GitHub Actions YAML, but the concrete changes target different workflows and different behaviors, so I would not merge any soft edges as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must be used as the cluster anchor, 46554 is the closest hub because it is the substantive pr-ci-security-gate change and shares the most superficial overlap with later workflow updates; however, the cluster is not a true duplicate set, so this is only a representative anchor, not a real canonical duplicate.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the most representative PR among the repeated pr-ci-security-gate edits: it contains the main workflow-security-gate logic change and sits at the center of the only dense subcluster. It is still not a duplicate of the others, but it is the best single PR to represent that subtopic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes; one updates self-comment CI stdin handling, the other rewrites pr-ci-security-gate logic. Same broad area only at the YAML level." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes: stdin handling in self-comment CI versus permissions/approval logic in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different CI workflows and different behaviors; no shared bug or change beyond both being workflow YAML edits." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Self-comment CI command-line input fix is unrelated to the pr-ci-security-gate secret handling change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different concrete fixes; one changes self-comment CI input piping, the other changes build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark_v2 dispatch enablement are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different purposes: SSH runner security/monitoring versus anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different concrete logic; SSH runner hardening is not the same as assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner secret-unset/hardening work is unrelated to pr-ci-security-gate diff-based checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different code paths; no evidence of the same underlying bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and behaviors: anti-slop permission scoping versus benchmark_v2 workflow_dispatch support." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are workflow YAML, but they fix unrelated issues in different jobs/files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci-docker-images message handling are separate changes with no common code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but anti-slop permission scoping is unrelated to pr-ci-security-gate logic changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark_v2 trigger behavior." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; no same underlying problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers behavior and pr-ci-security-gate behavior are different code paths, not a single fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark_v2 trigger conditions and build-ci-docker-images commit-message parsing are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behaviors; only superficial YAML similarity." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker-images commit-message handling is unrelated to pr-ci-security-gate workflow logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; no plausible single merged PR." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds checkout and diff-based security checks, the other changes permissions and approval gating. Not the same underlying fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the changes are distinct: one alters the reusable workflow invocation notes, the other adds security-check logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one changes local security-check behavior while the other changes inherited secrets to empty secrets; these are separate fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, different fixes; permissions/approval gating versus reusable-workflow documentation and trust note." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different changes to the same workflow file, but not the same bug or change; one scopes permissions, the other removes inherited secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are pr-ci-security-gate.yml edits, but one adds safety commentary around the reusable workflow and the other changes secrets passing. Not mergeable as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "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": 25, + "component_count": 32, + "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:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "2fddc831d46a26b413fad207d88c9b1519d3ef7214d13fd3a3b0299dc56c93cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one error in MoonshineStreaming\u2019s sliding-window right mask (`-dist <= right_window_size`), but PR #47162 also bundles an additional Gemma4 fix and tests. They are closely related, with #47162 being the broader superset.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47162 is the better canonical PR because it contains the MoonshineStreaming fix plus tests and a broader cross-model correction, making it the more complete patch set.", + "best_issue_reason": null, + "best_pr_reason": "PR #47162 is the strongest representative of the underlying bug class: it fixes the same MoonshineStreaming off-by-one and adds validation coverage, while also covering the related Gemma4 variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Accept: both PRs correct the same MoonshineStreaming right-window off-by-one in the same code path; #47162 is a superset that adds the same fix plus tests (and an extra Gemma4 adjustment)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "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": "2337f76efaa5510e4ddc01130fc903cc52c8fe880c6be4527a7410d6c0b886ef", + "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": "Two unrelated open PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class in auto-loading.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46574 is the more self-contained and directly scoped fix: it targets a specific decode bug in one tokenizer implementation and has a clear issue link. PR 46580 is a broader checkpoint-routing workaround for different models.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the strongest standalone PR here because it addresses a concrete code-path bug with a narrowly scoped change and explicit test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decode spacing vs. DeepSeek auto-tokenizer class selection. They touch different files, models, and fixes, 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": 27, + "component_count": 32, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "35ed2937ea5d679c572b52af1c2bbb3ff46662b3ec2da0828ed7087b6c1058ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address padding-mask handling in linear/recurrent attention models, but they fix different failure modes: batch-size-1 masking in model forwards vs continued-forward/cache/chunked-prefill masking in the shared masking utility. They are related, but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the more canonical representative because it targets the shared masking utility, has an explicit issue link, and generalizes the padding-mask logic across several recurrent/linear-attention models.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the best overall fit: it fixes a central code path, has broader applicability, and its description cleanly matches the concrete continued-forward masking bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Same broad subsystem, but different bugs and triggers. #46773 fixes mask application being skipped for batch size 1; #47087 fixes mask skipping on continued forwards/cache continuation via masking_utils. They would not plausibly merge into one PR 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": 28, + "component_count": 32, + "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-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "e2e0cd66a14c327ee391ecd15546a2dc943ddea601f5afec7710ffc9e2d44cfe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests target unrelated code paths: AnyToAnyPipeline input key normalization, Gemma4 audio placeholder validation, and a generation candidate length cap fix. No duplicate/merge relationship is supported by the titles, touched files, or diffs.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: the PRs are in different subsystems and fix different bugs. If forced to pick one representative, PR 47074 has the broadest user-facing scope and the most discussion, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the most representative of the set only in a loose triage sense because it has the highest activity and a clear user-facing pipeline bug. It is not a better merge target for the other PRs, which address different issues.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different components and behaviors: AnyToAnyPipeline key normalization vs Gemma4 processor placeholder validation. The diffs and filenames do not indicate the same underlying bug or a single mergeable fix." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated areas: multimodal pipeline input keys vs generation candidate decoding length cap. They do not share the same code path or defect." + } + ] + }, + "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": 32, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "e04bccd6203a65ce50eb0e3574f0664ab075b93c3d1758e16a55359d9f2e5bc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one re-enables and updates a VITS model forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not appear to fix the same bug or belong in a single merged PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for this cluster: the items address different subsystems and different failure modes, so neither is a duplicate representative of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR 47105 is the cleaner standalone fix to represent its own topic because it is a narrowly scoped test re-enablement with explicit assertions, but it is not a cluster-wide canonical duplicate of 47129.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different components and different problems: VITS test behavior vs RT-DETR v2 converter key mapping. They do not share the same concrete code-path issue and 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": 30, + "component_count": 32, + "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-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "e6d78c4c386ed673ecc690e885a1cc097e1dbd3b0d063e225379ceb5465367a5", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a set of unrelated serge-generated integration-test fix PRs across different models. The only clear duplicate-like pair is the MiniMax-M3-VL load_error fixes; most other PRs target different models or different code paths, so they should not be merged as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47224 is the broad umbrella fix and most representative cluster member, combining multiple serge integration-test/code-path fixes into one change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #47224 best represents the cluster because it is the most comprehensive patch and ties together several of the related integration-test failure fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs: EdgeTam import_or_config/backbone kwarg issue vs GLM46V internal model change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Unrelated failures in different models: EdgeTam kwarg handling vs MiniMax-M3-VL load_error/offload handling." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and failure mode; only shares the generic pattern of fixing integration tests." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is a multi-bug umbrella PR; it is not the same single EdgeTam bug/change as 47122." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "EdgeTam kwarg cleanup is unrelated to Gemma3 cache_implementation behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same underlying MiniMax-M3-VL load_error fix: both add temp offload handling for model loading on auto device_map." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different model and code path: MiniMax-M3-VL loading vs DeepSeek-V3.2 test setup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and failures; no shared code path." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is unrelated to Falcon-Mamba output mismatch expectations." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model-specific issues: Falcon-Mamba generation expectation vs Gemma3 cache handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Both are output-related but for different models and different root causes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon-Mamba test expectation changes are unrelated to Mamba2 OOM mitigation." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and fixes; only superficial test-failure similarity." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Whisper max_length fix and Gemma3 hybrid cache default fix affect different generation paths." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation length handling is unrelated to MiniMax-M3-VL load_error/offload logic." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different failure modes and models." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper generation fix is unrelated to GLM46V model changes." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 may include a Whisper-related fix, but it is a broader multi-change bundle rather than the same single Whisper bug/change." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "DeepSeek-V3.2 load_error and MiniMax-M3-VL load_error are different model-loading problems." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and root causes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon-Mamba output mismatch is unrelated to DeepSeek-V3.2 load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "DeepSeek-V3.2 loading issue is unrelated to Gemma3 generation cache behavior." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix vs GLM46V other change; no shared code path." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model families and different generation/loading issues." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM46V change is unrelated to Mamba2 OOM/test tuning." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM mitigation is unrelated to Gemma3 cache handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Both are load/test fixes, but for different models and unrelated bugs." + } + ] + }, + "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": 32, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "a04813bbdfa4e497844da239ec279c426bdef338824899bc64f473aa31d8990a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related chat CLI URL-routing fixes, but the packet does not clearly show they are the same bugfix. 47140 normalizes the base URL for management calls when the CLI is pointed at a `/v1` API base, while 47303 adds a helper to route a specific management call to the service root. Related area, but distinct fixes.", + "confidence": 0.66, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the better canonical representative of the routing-change cluster because it makes the service-root behavior explicit via a helper and a concrete call-site reroute. PR 47140 is narrower and focuses on `/v1` base handling for management calls.", + "best_issue_reason": null, + "best_pr_reason": "PR 47303 is the strongest single example to surface first: it clearly encodes the service-root routing intent and is easier to generalize from, even though it should not be treated as the same bug as 47140.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "They touch the same subsystem, but the fixes are not clearly the same underlying change: 47140 adjusts base_url initialization for management calls in general, while 47303 introduces a separate helper and reroutes one specific call site. Different issue targets and no clear evidence they are safely mergeable duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is related, but the packet does not clearly support treating these as the same bugfix or a safely mergeable duplicate. Both PRs touch the chat CLI URL-routing area, but 47140 fixes base_url initialization for management calls in general, while 47303 introduces a separate helper and redirects a specific call site. The only stated relationship is soft similarity, and the two PRs are linked to different issue IDs. The summary should stay more conservative and avoid asserting they are the same underlying bug with confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "93ff880f687899d789da82349855a1afb24242420bde77899aaee289a2dbde18", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes label smoothing with gradient accumulation in training, while the other changes TopHLogitsWarper behavior in generation. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "47261 is the more representative triage item because it targets a specific tracked training bug and has an explicit issue link; 47262 is a separate generation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and problems: training loss scaling vs generation logits warping. They do not appear to 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 + } + ] +} diff --git a/snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/manifest.json b/snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9b4969ee567726fbd044d11e98aa4bdb71551208 --- /dev/null +++ b/snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260717t000052z", + "artifacts": { + "hybrid": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-17T00:15:29Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260717T000052Z", + "variant": "hybrid" +} diff --git a/snapshots/20260717T000052Z/manifest.json b/snapshots/20260717T000052Z/manifest.json index a7bd9481143d02f6f2db78d960ab1d36a46f65e2..077ac22b322911a9f588586090ee6d50dbecad37 100644 --- a/snapshots/20260717T000052Z/manifest.json +++ b/snapshots/20260717T000052Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 2158 }, "extracted_at": "2026-07-17T00:00:52Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260717t000052z", + "runs": { + "hybrid-model-20260717t000052z": { + "analysis_id": "hybrid-model-20260717t000052z", + "artifacts": { + "hybrid": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260717T000052Z/analysis-runs/hybrid-model-20260717t000052z/manifest.json", + "model": null, + "published_at": "2026-07-17T00:15:29Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260717T000052Z", "watermark": {