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"code_similarity": 0.147, - "size_similarity": 0.722, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46432, - "right_pr_number": 46716, - "code_similarity": 0.133, - "size_similarity": 0.667, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46504, - "right_pr_number": 46563, - "code_similarity": 0.185, - "size_similarity": 0.923, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46504, - "right_pr_number": 46716, - "code_similarity": 0.2, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46563, - "right_pr_number": 46716, - "code_similarity": 0.69, - "size_similarity": 0.923, - "file_overlap": 1.0, - "area_overlap": 0.571, - "patch_similarity": 0.033, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 13, - 19 - ] - ], - "right_ranges": [ - [ - 14, - 17 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -2879,6 +3852,140 @@ } ] }, + { + "cluster_id": "cluster-47122-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47122, + "issue_numbers": [], + "pr_numbers": [ + 47122, + 47224 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47122, + "right_pr_number": 47224, + "code_similarity": 0.474, + "size_similarity": 0.302, + "file_overlap": 0.4, + "area_overlap": 0.818, + "patch_similarity": 0.051, + "shared_filenames": [ + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "left_ranges": [ + [ + 464, + 472 + ] + ], + "right_ranges": [ + [ + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 220 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47282-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47380, + "issue_numbers": [], + "pr_numbers": [ + 47282, + 47380 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47282, + "right_pr_number": 47380, + "code_similarity": 0.476, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.194, + "patch_similarity": 0.056, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 420, + 438 + ], + [ + 450, + 474 + ], + [ + 482, + 524 + ] + ], + "right_ranges": [ + [ + 18, + 24 + ], + [ + 406, + 419 + ], + [ + 426, + 432 + ], + [ + 457, + 463 + ], + [ + 487, + 493 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3160,7 +4267,7 @@ "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46901 + 46897 ], "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, @@ -3193,18 +4300,24 @@ "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-43451-7", - "canonical_pr_number": 43451, + "cluster_id": "cluster-43451-13", + "canonical_pr_number": 47291, "duplicate_pr_numbers": [ - 47003, + 43451, + 46196, + 46658, + 47096, 47143, 47163, + 47175, 47210, + 47243, 47301, + 47322, 47367 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-7 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-13 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -3286,17 +4399,6 @@ "target_issue_number": 46305, "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-46432-4", - "canonical_pr_number": 46716, - "duplicate_pr_numbers": [ - 46432, - 46504, - 46563 - ], - "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", "canonical_pr_number": 46886, @@ -3317,6 +4419,15 @@ "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-47122-2", + "canonical_pr_number": 47122, + "duplicate_pr_numbers": [ + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47123-2", "canonical_pr_number": 47123, @@ -3334,6 +4445,15 @@ ], "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47282-2", + "canonical_pr_number": 47380, + "duplicate_pr_numbers": [ + 47282 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { @@ -3343,9 +4463,9 @@ "score": 172.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-43451-13", + "pr_number": 47291, + "reason": "PR #47291 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 1 issues, and carries 7 review/discussion events.", + "score": 268.968 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 5804f670f46f5a5d7d5104559e38aead4cc43385..a53c159b0065de938f335f0fd5f80647cb242f61 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260717T000052Z", - "generated_at": "2026-07-17T00:15:27Z", + "snapshot_id": "20260717T060031Z", + "generated_at": "2026-07-17T06:13:04Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -87,8 +87,8 @@ "issue:43638|issue:46165", "issue:43596|issue:44805", "issue:44805|issue:46294", - "issue:44805|issue:45161", "issue:46165|issue:46468", + "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", @@ -125,364 +125,376 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "2f2cd5f758605845b10ce8412955a1cf2c6e689c54c9a75c78bbc6eb47d96065", + "prepared_review_unit_hash": "6594ad9052bae4a31646edc687db8ea78b74f2524e98c5a452a5492c04ed7747", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44514, - "estimated_input_tokens": 11129, - "estimated_eval_tokens": 22514 + "serialized_chars": 44518, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 }, "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.", + "summary": "Almost all proposed edges are false positives; the only clear duplicate pair is the two DeepSpeed ZeRO-3 + BertModel index-out-of-bounds reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43596 is the broader, earlier report of the same ZeRO-3/BertModel size-0 index error; issue:43638 is a narrower non-pretrained variant of the same failure.", "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_issue_reason": "issue:43596 is the best dedupe target because it describes the shared failure most generally and predates the near-duplicate report.", "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." + "reason": "Different failures: Qwen3_5Config missing num_attention_heads vs a streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backend/model issues: AMD GPU failure vs an MPS histogram/int implementation error." + "reason": "Different backend/model issues: AMD GPU failure for GPT-OSS vs an MPS histogram op unsupported for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: dtype mismatch in image preprocessing/model vs AMD GPU inference failure." + "reason": "Different models and code paths: image-preprocessor dtype mismatch vs GPT-OSS not working on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are not the same code-path problem." + "reason": "Different bugs: autocast dtype mismatch in Phi-tiny-MoE vs GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; this is not the same underlying bug." + "reason": "Different issues: GPT-OSS AMD GPU failure vs a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPU backend failure vs GraniteMoEHybrid calling an invalid method." + "reason": "Different model/runtime problems: GPT-OSS AMD GPU 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." + "reason": "Different failure modes: DeepSpeed collective mismatch in Jamba vs ModernBERT ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs Qwen3Moe FP8 failure; different issues." + "reason": "Different model/export problems: ModernBERT ONNX export vs Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time failure vs auto device-map CUDA assert; not the same bug." + "reason": "Different bugs: ONNX export failure vs Qwen3 auto device mapping hitting cudaErrorAssert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Different topics: table-question-answering crash vs outdated RAG examples." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Import error for GenerationMixin is distinct from a ModernBERT ONNX export problem." + "reason": "Different regressions: ONNX export vs GenerationMixin import failure." }, { "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." + "reason": "Both are docs cleanup items, but they concern different removed v5 features and are not the same concrete change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different problems." + "reason": "Different training issues: Qwen3.5 embedding unpacking vs resuming from a local model with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different workflows and failure modes; not a duplicate pair." + "reason": "Different model/training failure vs YOLO multi-GPU device-map auto failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/indexing shape mismatch vs Gemma4 device-map mismatch are different failures." + "reason": "Different errors: mask/tensor shape mismatch vs Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError reports, but the model/loading path and symptom are different." + "reason": "Different bugs: ZeRO-3 Bert index-out-of-bounds vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 loading IndexError and resume-training issue are unrelated." + "reason": "Different issues: Bert ZeRO-3 loading failure vs resume-training with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different underlying bug: ZeRO-3 empty tensor access vs mask/index shape mismatch." + "reason": "Different bugs: Bert ZeRO-3 index error vs a generic mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/video template mismatch vs tensor indexing error." + "reason": "Different code paths: mask/tensor shape mismatch vs Qwen3.5 video template token mismatch." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "Mask-shape IndexError and GPT-OSS TP-only failure are unrelated." + "reason": "Different issues: resume-training problem vs broken Nemotron example." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Resume-training issue and Nemotron example breakage do not share the same bug." + "reason": "Different model/runtime failures: mask/tensor mismatch vs GPT-OSS only-TP issue." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template StopIteration and remote-code resume-training are different." + "reason": "Different failures: Qwen3-vl video StopIteration vs model resume/trust_remote_code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + "reason": "Different artifacts: BarkProcessor voice_preset bug vs ModernBERT ONNX export error." }, { "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." + "reason": "Different DeepSpeed failures: collective mismatch vs Bert ZeRO-3 index-out-of-bounds." }, { "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." + "reason": "Same underlying Bert/DeepSpeed ZeRO-3 index-0-out-of-bounds failure; 43638 is just a more specific non-pretrained variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger-kernel cross-entropy call and GPT-OSS tensor-parallel failure are different code paths." + "reason": "Different problems: Liger Kernel cross_entropy being called vs GPT-OSS only-TP failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug and LoRA merge/save inconsistency are unrelated." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA reload mismatch are not the same bug." + "reason": "Different domains: Qwen-3-8B-NVFP4 runtime error vs LoRA weight merge/save mismatch." }, { "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." + "reason": "Both are distributed-training crashes, but the root causes differ: activation-checkpointing/FSDP vs IterableDataset length mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class errors." + "reason": "Different model-loading bugs: Voxtral processor failure vs remote-code model_class config_class error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." + "reason": "Different DeepSpeed issues: weight must be 2-D vs collective mismatch on ranks." }, { "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." + "reason": "Different model/device-map failures: Mistral-3 preprocessing dtype mismatch vs YOLO multi-GPU auto mapping." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing mismatch and mask-shape IndexError are unrelated." + "reason": "Different failure classes: recomputed tensor-size mismatch under FSDP checkpointing vs mask/tensor shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram implementation issue and YOLO multi-GPU device-map failure are different." + "reason": "Different backends and symptoms: MPS histogram op error vs YOLO multi-GPU device-map auto failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation issue is unrelated to the custom compute_loss signature break." + "reason": "Different bugs: FSDP/activation-checkpointing mismatch vs CustomTrainer compute_loss signature mismatch." }, { "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." + "accept": false, + "reason": "Same class of model, but the concrete bugs differ: CPU-offload incompatibility vs uninitialized-memory after meta materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading IndexError and GPT-OSS tensor-parallel bug are unrelated." + "reason": "Different issues: Bert ZeRO-3 index error vs GPT-OSS MoE tensor-parallel-only failure." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different failures and different model families." + "reason": "Different bugs and models: Bert ZeRO-3 loading error vs GPT-OSS MoE TP-only issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch in preprocessing/model is not the same as GraniteMoEHybrid calling an invalid method." + "reason": "Different model-specific failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid-method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error and AMD GPU failure are different model/backend issues." + "reason": "Different errors: Qwen-3-8B-NVFP4 runtime failure vs GPT-OSS AMD GPU failure." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video-token mismatch are different multimodal bugs." + "reason": "Different multimodal issues: expensive reverse embedding lookup vs video feature/token mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Missing Gemma3TextConfig attribute and Mistral regex patch crash are unrelated." + "reason": "Different regressions: Gemma3 config missing sliding_window_pattern vs Mistral tokenizer regex patch crashing." }, { "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." + "accept": false, + "reason": "Both mention torch 2.4.1 incompatibility, but one is specifically tied to transformers 5.8.0 and the other is too generic to confirm the same bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map PLE mismatch and expensive reverse embedding lookup are not the same underlying bug." + "reason": "Different Gemma4 issues: device mismatch under auto device-map vs reverse embedding lookup on inputs_embeds." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing issue is unrelated to the Qwen3 auto device-map CUDA assert." + "reason": "Different distributed-training/device-map failures: FSDP checkpointing mismatch vs Qwen3 cudaErrorAssert on A800." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch 2.10 incompatibility and Qwen NVFP4 runtime error are distinct." + "reason": "Different incompatibilities: generic Torch 2.10 issue vs Qwen-3-8B-NVFP4 runtime error." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." + "reason": "Different bugs: Phi-tiny-MoE autocast dtype mismatch vs GPT-OSS MoE TP-only failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is different from a preprocessing/model dtype mismatch." + "reason": "Different model/runtime errors: Mixtral grouped_mm tracing failure vs Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime failure are different bugs." + "reason": "Different failures: autocast dtype mismatch in Phi-tiny-MoE vs Qwen-3-8B-NVFP4 runtime error." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Image/model dtype mismatch is unrelated to the MPS histogram/int limitation." + "reason": "Different backends and models: Mistral-3 dtype mismatch vs MPS Int histogram not implemented." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram error." + "reason": "Different bugs: GraniteMoEHybrid invalid method call vs MPS histogram op unsupported for Int." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen runtime failure and TRL embedding-unpacking failure are different." + "reason": "Different training/inference problems: Qwen-3-8B-NVFP4 runtime error vs TRL SFT unpacking embeddings failure." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: image-preprocessor dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: TRL SFT embedding unpacking vs GPT-OSS only-TP failure." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger-kernel cross-entropy dispatch and Qwen3.5 embedding unpacking are unrelated." + "reason": "Different problems: Liger Kernel cross_entropy invocation vs Qwen3.5 embedding unpacking in TRL." }, { "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." + "accept": false, + "reason": "Different model-loading bugs: Gemma3 ZeRO-3 zero-sized tensor index error vs Bert ZeRO-3 index error." } ] }, "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." + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is well supported by the nearly identical ZeRO-3/BertModel index-out-of-bounds titles. The other soft-edge rejections are conservative and do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -563,8 +575,8 @@ "issue:43296|issue:46304", "issue:43866|issue:46402", "issue:39290|issue:41720", - "issue:41762|issue:43596", "issue:43901|issue:44512", + "issue:41762|issue:43596", "issue:45237|issue:45901", "issue:44589|issue:46304", "issue:43039|issue:44560", @@ -586,210 +598,211 @@ "issue:43425|issue:45070", "issue:43541|issue:47228", "issue:43975|issue:45901", - "issue:43596|issue:45800" + "issue:43596|issue:45800", + "issue:43792|issue:45070" ], - "prepared_review_unit_hash": "f6cc4343efa70f88f696180f3ef52c45c7ca2052d793d7ef7b6a81a6252c7237", + "prepared_review_unit_hash": "956893b6fb64970a97045fcd8f7ca5584b677e571757f9bc600b5abf71dc5891", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37514, - "estimated_input_tokens": 9379, - "estimated_eval_tokens": 19014 + "soft_pair_count": 36, + "serialized_chars": 37818, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 }, "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.", + "summary": "This cluster is mostly a lexical near-match set with many unrelated bugs. I\u2019d consolidate only the shared AutoTokenizer v5 regression reports, and likely the two ZeRO-3 size-0 IndexError reports; the rest look like distinct issues or doc/model-specific failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and most representative bug report: it describes the AutoTokenizer wrong-token-IDs v5 regression across multiple model families, which subsumes the narrower Granite-only report in issue: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_issue_reason": "issue:45920 best represents the cluster because it states the regression in the widest, most reusable form and is the clearest duplicate target for the narrower tokenizer 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." + "reason": "Both are docs problems, but they target different removed/deprecated APIs and different documentation sections; not the same underlying 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." + "reason": "Different failures in different code paths: autocast dtype mismatch vs MPS int histogram op not implemented." }, { "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." + "reason": "One is Liger kernel cross_entropy being called, the other is an autocast dtype mismatch; unrelated symptoms and fixes." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch and a CustomTrainer compute_loss signature error are different issues." + "reason": "ZeRO3 collective mismatch and CustomTrainer loss signature mismatch are unrelated training errors." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP tensor-size mismatch and GenerationMixin import failure are unrelated." + "reason": "Activation checkpointing/FSDP recomputation error and GenerationMixin import failure are different issues." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU compatibility and outdated RAG docs are not the same bug or change." + "reason": "AMD GPU runtime failure and outdated RAG docs are completely different problem types." }, { "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." + "reason": "Different bugs: Liger cross_entropy path vs mask/tensor length mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "These are both compatibility complaints, but they concern different incompatibilities and concrete failure surfaces." + "reason": "Both mention torch/version compatibility, but one is a general torch-transformers incompatibility while the other is a USE_DISTRIBUTED=0 support regression." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support breakage are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and pytorch USE_DISTRIBUTED=0 support are unrelated failures." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing text-encoder weight loading are different model-loading problems." + "reason": "Checkpoint corruption vs text encoder weights not loaded are not the same underlying bug." }, { "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." + "reason": "Different model-specific errors: missing sliding_window_pattern in Gemma3TextConfig vs cudaErrorAssert in Qwen3 auto device mapping." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs behavior drift and run-command docs removal are separate documentation issues." + "reason": "Both are docs regressions, but they concern different APIs and different pages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 size-0 index-out-of-bounds failure during model loading/init; the model names differ, but the concrete code-path bug appears the same." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different task/model areas and different crash patterns, so not the same underlying issue." + "reason": "An AMD GPU model-compatibility issue and a table QA task crash are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + "reason": "Float8 storage lookup failure and distributed build support regression are different issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy and Qwen3.5 video StopIteration are unrelated." + "reason": "Liger kernel cross_entropy call and Qwen3-VL 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." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-specific 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." + "reason": "Both involve model/runtime mismatches, but one is a PLE device placement bug and the other is a video feature/token template mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization in v5 and outdated RAG docs are unrelated." + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are different problems." + "reason": "Checkpoint corruption and NVFP4 compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure and outdated RAG docs are unrelated." + "reason": "NemotronH checkpoint-loading failure and outdated docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code regressions and USE_DISTRIBUTED=0 breakage are different change surfaces." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are not the same bug." }, { "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." + "reason": "Both are multi-GPU/distributed related, but the concrete failures differ: iterable dataset length mismatch vs example script startup failure." }, { "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." + "reason": "These are the same AutoTokenizer v5 wrong-token-ID regression, with 45920 being the broader report and 45812 the narrower Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Different model-loading failures with no shared concrete failure mode." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs drift." + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed-support regression." + "reason": "bitsandbytes Int8Params incompatibility and distributed support regression are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 config attribute missing and Qwen3-MoE sliding_window issue are different model-specific bugs." + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE sliding_window issue; not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/tensor shape mismatch and ZeRO-3 empty-index loading error are different failures." + "reason": "Mask length mismatch during indexing and ZeRO-3 size-0 index errors are distinct failures." }, { "left": "issue:43792", @@ -801,40 +814,28 @@ "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model load failure and corrupted checkpoint are not the same problem." + "reason": "Unit-test model loading failure and checkpoint corruption are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are different compatibility issues." + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig regression are not the same concrete bug." }, { "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." + "reason": "Both are compile/tracing regressions, but they affect different models and ops; not mergeable as one fix." } ] }, "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." + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the conservative calls look reasonable. The AutoTokenizer v5 regression pairing is well supported, and the ZeRO-3 size-0 IndexError pair is a cautious but defensible match. The rest of the soft-edge rejections stay on the safe side by avoiding over-merging unrelated model-, docs-, or runtime-specific bugs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -867,7 +868,6 @@ "issue:43596", "issue:43645", "issue:43716", - "issue:43792", "issue:43828", "issue:43866", "issue:43872", @@ -903,25 +903,24 @@ ], "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:36010|issue:39290", "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:45399|issue:46661", "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:43296|issue:43366", "issue:43716|issue:47228", "issue:43366|issue:45464", "issue:44291|issue:45070", @@ -942,274 +941,256 @@ "issue:39186|issue:44918", "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "fce2e7cfa6bd4638072d2110dbf12841815654294c35a84c17a5ebddd4dbbf96", + "prepared_review_unit_hash": "5bb8bc8749cd34ceaff7041cb2ca516a10d051f1ecaf69f0e55fd9c8b3358e47", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 39264, - "estimated_input_tokens": 9816, - "estimated_eval_tokens": 19888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38433, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 }, "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.", + "summary": "Most candidate edges are false positives across unrelated bugs; the only plausible duplicate is the Qwen3.5 video-input regression pair. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the best issue representative: it is a concrete, broad regression covering the same video-input failure path and is the more general report compared with the Qwen3.5-specific follow-up.", "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_issue_reason": "issue:44479 has the clearest, broadest bug description and the strongest duplicate linkage among the issues.", "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." + "reason": "Both mention Qwen3.5/chat failures, but one is a general crash in transformers chat while the other is a streaming chat/completions API issue on a different model size; not the same concrete bug." }, { "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." + "reason": "Completely different subsystems and failures: grouped_mm tracing in Mixtral versus multi-GPU device-map behavior in YOLO." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to table-question-answering crashes." + "reason": "Unrelated models and errors; NVFP4 loading failure is not the same bug as a table-question-answering crash." }, { "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." + "reason": "Different models and symptoms: Gemma3 text config missing an attribute versus Gemma4 PLE device mismatch." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + "reason": "No shared code-path: Qwen3.5 streaming chat failure versus an MPS histogram implementation error in MoE code." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Qwen3.5 streaming API failure and MPS histogram_Int error have no shared bug path." + "reason": "Importing GenerationMixin and Gemma3 sliding-window config errors are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral tracing failure and MoE MPS histogram error are distinct defects." + "reason": "Different model families and different runtime failures; not mergeable as one fix." }, { "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." + "reason": "Both are MoE/dtype-related at a high level, but one is grouped_mm tracing and the other is an autocast mismatch on a different model." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile TypeError are unrelated." + "reason": "Processor failure for Voxtral is unrelated to a template compilation TypeError." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU device-map auto are different bugs." + "reason": "Different bugs in different model stacks: GraniteMoEHybrid invalid method call versus YOLO multi-GPU device-map failure." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 tied lm_head weights and Ovis2 checkpoint corruption are not the same underlying defect." + "reason": "Weight-tying in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying issue." }, { - "left": "issue:45399", - "right": "issue:46661", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "flash-attn2 fallback blocking and remote-code config_class AttributeError are separate model-loading problems." + "reason": "Both are indexing-style runtime errors, but they affect different code paths and different failure conditions." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45399", + "right": "issue:46661", "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." + "reason": "One is flash-attn2 fallback logic, the other is remote-code model_class metadata; only broadly related to loading." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig field breakage are different config-schema issues." + "reason": "StableLm pad_token_idx regression and a pydantic PretrainedConfig field break are different compatibility 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." + "reason": "A general torch/transformers version incompatibility is not the same as a Gemma4 device-mismatch bug." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are unrelated." + "reason": "bitsandbytes init argument incompatibility and a 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." + "reason": "Both are tensor-shape related, but one is a mask/index mismatch and the other is a TRL embedding unpacking failure on Qwen3.5." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and chat/completions streaming failure are different symptoms and paths." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are different errors and code paths." }, { - "left": "issue:43716", - "right": "issue:47228", + "left": "issue:43296", + "right": "issue:43366", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated feature/compatibility requests." }, { - "left": "issue:43366", - "right": "issue:45464", + "left": "issue:43716", + "right": "issue:47228", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming inference failure do not describe the same bug." + "reason": "Different models and regressions: Mistral-3 image dtype mismatch versus Sam3 bf16 compilation." }, { "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." + "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig issues are distinct breakages." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 quantization OOM and tied-weights translation-model regression are different problems." + "reason": "Int4 quantization memory growth and tied-weights translation issues are not the same bug." }, { "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." + "reason": "YOLO device-map failure and Sam3 compilation regression are unrelated." }, { "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." + "reason": "Both involve version compatibility, but one is about remote_code models broadly and the other is a specific torch/transformers pair." }, { "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." + "reason": "Both are multimodal-input issues, but one is dtype mismatch and the other is video feature/token count mismatch; different bugs." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are loading-time IndexErrors, but the shapes and affected models differ." + "reason": "Both mention index errors with zero3-like setups, but the reported failure modes 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." + "reason": "Both describe the same Qwen video-input regression around chat-template/video token handling; 46294 looks like a specific manifestation of the broader issue in 44479." }, { "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." + "reason": "Both are SigLIP-related, but one is text-embedding quality and the other is nonsensical AutoModel/pipeline results; not the same defect." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Official 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." + "reason": "Different composite-config problems: AutoModel.from_config unwrapping text_config versus uninitialized inv_freq after to_empty(cuda)." }, { "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." + "reason": "Flash Attention 2 issue and remote-code config_class failure are different loading-time problems." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "BertModel ZeRO-3 zero-size IndexError and remote-code resume-training failure are unrelated." + "reason": "Deepspeed zero3/BertModel index error and resuming remote-code training 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." + "reason": "Mistral-3 image dtype mismatch is not the same as Qwen3.5 embedding unpacking in TRL." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight rank error and Qwen3.5 input-embedding unpacking failure are unrelated." + "reason": "FSDP weight-dimension error and Qwen3.5 TRL embedding unpacking are different training/runtime failures." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regression types." + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback gating are not the same bug." } ] }, "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." + "feedback": "The summary is grounded in the packet: issue:44479 is the broad video-input regression, issue:46294 is the narrower Qwen3.5 manifestation, and the no-PR note matches the packet. The soft-edge verdicts are generally conservative and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -1281,8 +1262,8 @@ ], "soft_pairs": [ "issue:40990|issue:44960", - "issue:45632|issue:45698", "issue:42915|issue:45399", + "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:44360|issue:44512", "issue:43873|issue:45005", @@ -1294,8 +1275,8 @@ "issue:43975|issue:44292", "issue:44863|issue:45005", "issue:35308|issue:42915", - "issue:46489|issue:46491", "issue:39692|issue:43054", + "issue:46489|issue:46491", "issue:43950|issue:44534", "issue:36331|issue:41762", "issue:46032|issue:47246", @@ -1312,20 +1293,20 @@ "issue:43950|issue:45902", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "16867f055e741ee48c1746af730c3c3d5085259393f7636374056470a1ec961c", + "prepared_review_unit_hash": "cea3539d62717719e3f8fd95eda3b5c6f2fb7401bf4751362d62cd67a8badc12", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37114, + "serialized_chars": 37115, "estimated_input_tokens": 9279, "estimated_eval_tokens": 18814 }, @@ -1334,204 +1315,204 @@ "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.", + "summary": "Mostly a heterogeneous set of unrelated bug reports with a few real duplicate subclusters: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, cache `get_seq_length()` returning tensors, and disk-offloaded Qwen3 save failures. Most other soft edges are same-area similarities only and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "Best representative of the confirmed duplicate cluster around v5 non-persistent-buffer corruption; #43950 is the most specific report and subsumes the near-identical #43644/#44534 variants.", "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_issue_reason": "Cleanest and most informative issue in the cluster for triage, with the strongest duplicate fan-in among the issues that actually describe the same bug.", "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." + "reason": "Both are perplexity/model-quality complaints, but they describe different models and different failure modes." }, { - "left": "issue:45632", - "right": "issue:45698", + "left": "issue:42915", + "right": "issue:45399", "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." + "reason": "Different bugs: one is FP8/Qwen3MoE failure, the other is flash-attn2 fallback gating." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:45632", + "right": "issue:45698", "accept": false, - "reason": "Unrelated subsystems: FineGrainedFP8Config failure vs flash-attn2 fallback being blocked." + "reason": "Both involve custom-code loading paths, but the symptoms are distinct: cache-path collision vs wrong module after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but these are different concrete models and different failure modes." + "reason": "Both mention tied weights, but they concern different model families and different breakages." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion is unrelated to the docs/run-command removal issue." + "reason": "Unrelated topics: DSA discussion vs docs mentioning a removed command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + "reason": "Quantization/offloading complaint vs tied-weights regression; not the same bug." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to removed docs command references." + "reason": "Typo in docs vs removed-command documentation drift; not the same underlying issue." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Different training-stack bugs: IterableDataset multi-GPU crash vs compute_loss signature change." + "reason": "Different training failures: iterable-dataset multi-GPU crash vs custom trainer signature mismatch." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache / Qwen3.5 linear_attention crash is unrelated to tied weights." + "reason": "PagedAttentionCache Qwen3.5 crash is unrelated to tied-weight handling." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failures; no shared code-path evidence." + "reason": "Different model-specific failures with different code paths." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both are the same validation/error-message problem around decoder/input argument checks." + "accept": false, + "reason": "Different validation bugs in different model families." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization bug and NVFP4 runtime error are unrelated." + "reason": "Tokenizer detokenization regression vs Qwen NVFP4 runtime error; not the same issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is not the same bug as tied-weights handling." + "reason": "Model loading failure vs tied-weights regression; unrelated." }, { "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." + "reason": "Both are training/runtime issues, but the concrete bugs are unrelated." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Both are tokenizer issues, but they affect different models and different concrete tokenization bugs." + "reason": "Docs/example errors vs model embedding quality discrepancy; different problems." }, { - "left": "issue:39692", - "right": "issue:43054", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "Docs-example errors are not the same issue as a model-quality complaint for SigLIP2." + "reason": "Both are tokenizer issues, but for different models and different symptoms." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk." + "reason": "Same v5 regression: non-persistent buffers (`persistent=False`) are mishandled and end up corrupted/junk-filled during load." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "compute_loss API mismatch is unrelated to ZeRO-3 loading failure." + "reason": "Unexpected trainer kwarg vs DeepSpeed ZeRO-3 loading IndexError; unrelated." }, { "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." + "accept": false, + "reason": "Both concern Mamba2-family logic, but they are different recurrence bugs in different implementations." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Direct duplicate reports of the same non-persistent-buffer corruption regression in v5." + "reason": "Same underlying bug in the v5 non-persistent-buffer loading/materialization path; #43950 is the more detailed repro." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Both mention multi-GPU training, but the models and failure modes differ too much." + "reason": "Multi-GPU training is too broad here; one is a model request, the other a specific IterableDataset crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes init-kwarg issue vs missing Float8 storage object." + "reason": "Different quantization/storage compatibility failures with different root causes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the fix report." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly states it is the same fix." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Tokenizer regressions, but for different models and different symptoms." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and a tokenizer-version regression are unrelated." + "reason": "Different reports about model output/tokenization quality; no clear shared code-path bug." }, { "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." + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is embedding quality; different underlying issues." }, { "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 on disk-offloaded Qwen3 variants; only the model variant changes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN explosion from 3D position_ids are different problems." + "reason": "Different dtype/shape failures: autocast mismatch vs 3D position_ids causing SDPA fallback and NaNs." }, { "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." + "reason": "Same cache API contract regression: `get_seq_length()` returns a tensor instead of an int, with 46858 being the backend-specific manifestation." }, { "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." + "reason": "Both mention non-persistent buffers, but the titles point to different code paths and symptoms; not enough to treat as the same bug." }, { "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." + "accept": false, + "reason": "Both involve SigLIP2, but one is embedding quality and the other is implementation discrepancy vs JAX." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The accepted soft edges are supported by near-identical titles or explicit same-fix language, and the rejections avoid over-merging broader same-area reports. Canonicalizing #43950 for the v5 non-persistent-buffer regression is reasonable, and the other subclusters called out in the summary are also supported." }, "evaluator_used": true, "retried": false, @@ -1611,22 +1592,22 @@ "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:42947|issue:43856", "issue:43824|issue:43872", "issue:45081|issue:45399", + "issue:41553|issue:43883", "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:41553|issue:43881", "issue:42491|issue:44368", "issue:43872|issue:46869", - "issue:45715|issue:46315", "issue:45759|issue:46661", + "issue:45715|issue:46315", "issue:45488|issue:46489", "issue:45020|issue:46661", "issue:43827|issue:44509", @@ -1634,14 +1615,14 @@ "issue:43881|issue:43883", "issue:46894|issue:46897" ], - "prepared_review_unit_hash": "7868eda76c59472cfc67beaa532b28ac589d812defc9088c7a3cedfb1384ccb2", + "prepared_review_unit_hash": "2423ed3a6bbca9bc5c35384cc552128e71c6dfafc2033cdd5b2067016c56af9e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, @@ -1656,144 +1637,144 @@ "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.", + "summary": "This set is mostly a collection of unrelated transformer regressions that only look superficially similar. The only clear duplicate-like pairs are the v5 docs cleanup around removed pipelines and the repeated training-loss double-shift bug report.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest and most central representative: it frames the recurring 'recent transformers versions break remote_code models' regression family that several other items resemble.", "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_issue_reason": "Issue 45020 is the best overall issue anchor because it is the most general, most reusable summary of the loading/remote-code regression cluster.", "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." + "reason": "Both are Qwen3-related, but they describe different failures: Flash Attention illegal memory access vs CPU-offload incompatibility." }, { "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()." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized memory are different code paths and symptoms." }, { "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." + "reason": "One is LoRA gradient checkpointing ineffectiveness; the other is int4 quantization memory growth. Same area, not the same bug." }, { "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." + "reason": "Generic loading noise vs a specific model load failure; no shared concrete bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Unrelated training DeepSpeed weight-shape error vs early-stopping metric lookup/disable logic." + "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric handling are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization regression and AMD GPU support failure are unrelated." + "reason": "Tokenizer detokenization regression and AMD GPU model 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." + "reason": "Both involve model loading, but one is logging noise and the other is a specific model load failure." }, { "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." + "reason": "Both mention loading problems with DeepSpeed-like setups, but the concrete failures and models differ." }, { "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." + "reason": "AutoConfig missing fields under trust_remote_code and broad remote_code breakage are too general to treat as the same concrete bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are separate issues." + "reason": "Tokenizer load failure for one model and flash-attn fallback blocking are different issues." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + "reason": "LoRA checkpointing behavior and MoE memory usage are different regressions." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to the bitsandbytes Int8Params keyword incompatibility." + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are unrelated." }, { "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." + "reason": "Mistral regex patch crash vs flash-attn fallback gating are different tokenizer/attention problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys in Molmo are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support for Int and Gemma4 device mismatch are not the same bug." + "reason": "MPS histogram Int error in MoE and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated model-loading failures." + "reason": "Qwen3VL weight_only failure and GLM5 are not the same code-path problem." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote-code breakage and Gemma4 PLE device mismatch are different problems." + "reason": "Broad remote_code breakage and Gemma4 device_map forward mismatch are not the same defect." }, { "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." + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is a registry edge case, not the same as remote_code model loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 device-map placement issues." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "These are different loading failures: Voxtral AutoTokenizer messaging vs glm-4v-9b load failure." + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex issues are different tokenizer problems." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Remote-code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex issues do not share one concrete bug." + "reason": "Bad Voxtral tokenizer error messaging and glm-4v-9b load failure are not the same 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." + "reason": "LoRA compatibility between hf4.x and hf5.x is a versioning issue; the warning about tie_word_embeddings is separate." }, { "left": "issue:43872", @@ -1802,61 +1783,61 @@ "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:45759", + "right": "issue:46661", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different functions and likely different hot paths." + "reason": "Composite Qwen config unwrapping and remote-code model_class config_class errors are similar only at a high level." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Composite-config unwrapping for AutoModelForCausalLM and remote-code config_class errors are different failures." + "reason": "Both are tokenizer performance regressions, but they affect different methods and likely need different fixes." }, { "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." + "reason": "Both involve tokenizer regressions in DeepSeek-family models, but the specific mechanism and affected models differ." }, { "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." + "reason": "General remote_code breakage and a specific config_class AttributeError are too broad vs specific to merge confidently." }, { "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." + "reason": "Same docs cleanup: both report stale summarization/translation pipeline references removed in v5." }, { "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." + "reason": "lm_head tie-weight bug in Mistral3 and non-persistent buffer corruption are different state-loading issues." }, { "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." + "reason": "glm-4v-9b load failure and Molmo missing all_tied_weights_keys are different model-specific bugs." }, { "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." + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; only the model family differs." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats most pairs as unrelated, and the two accepted pairs are supported by the issue titles/body patterns (docs cleanup; training-loss double-shift bug family)." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1924,14 +1905,14 @@ "issue:46515" ], "soft_pairs": [ - "issue:43257|issue:45305", "issue:43792|issue:44220", + "issue:43257|issue:45305", "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:44479|issue:44560", "issue:41093|issue:44805", "issue:44928|issue:45588", "issue:43716|issue:46468", @@ -1950,25 +1931,25 @@ "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:41553|issue:44488", "issue:43645|issue:43646" ], - "prepared_review_unit_hash": "538477adef0f265eaaab93f14ffa14367fdb9f61f969c7ada7319716efbb185d", + "prepared_review_unit_hash": "fca67609e7eb3922d99c29b52620ee7704bf5c5b95b3dbf9f37bda952a7be7b0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36766, + "serialized_chars": 36767, "estimated_input_tokens": 9192, "estimated_eval_tokens": 18640 }, @@ -1977,198 +1958,198 @@ "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.", + "summary": "This set is mostly heterogeneous, but it contains a small de-duplication core around repeated error reports for the same regression. The strongest theme is model-loading/training regressions, especially DeepSpeed and Transformer 5.x behavior; only a couple of soft pairs look like true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly represents the whole set, but issue:45313 is the best anchor because it is a concrete, reproducible DeepSpeed ZeRO-3 weight-loading failure on a specific Qwen3.5 model and matches the largest recurring subgroup in the cluster.", "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_issue_reason": "issue:45313 is the strongest standalone issue: it is specific, actionable, and describes a clear model-loading failure with a crisp failure mode, making it the best representative among mostly unrelated or broader reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:43792", + "right": "issue:44220", "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." + "reason": "Both involve Whisper/audio loading, but one is a broad \"can't run\" report and the other is a specific fbank-feature function issue; same area, not clearly the same bug." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45305", "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." + "reason": "Different failures: one is Qwen3 MoE weight conversion under accelerate+deepspeed, the other is gradient averaging with GAS and loss kwargs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: custom trainer `compute_loss` signature mismatch versus an indexing mask shape mismatch." + "reason": "Different error classes and code paths: custom trainer loss-signature mismatch vs tensor mask/index 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." + "reason": "Both mention gradient checkpointing, but one is LoRA checkpointing being ineffective and the other is a missing capability flag on a trust_remote_code variant." }, { "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." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on Qwen models, but the affected model families and reported failure details differ enough to keep them separate." }, { "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." + "reason": "Both are model loading failures, but they concern unrelated architectures (GLM-4.7-Flash vs NemotronH) and different root causes." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Both are video-related regressions, but they affect different model families and different failure modes (`StopIteration` vs broader video input regression)." + "reason": "Completely different subsystems: DeepSpeed training weight error vs image processor segmentation-map handling." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Completely different subsystems: DeepSpeed training `weight` shape error versus image-processor segmentation-map handling." + "reason": "Both are video regressions in Qwen-family models, but the first is a broad multi-model input regression while the second is a specific StopIteration in Qwen3-vl-embedding; not enough evidence of one root bug." }, { "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." + "reason": "Same generic index/mask shape mismatch error pattern, likely duplicate reports of the same underlying indexing bug." }, { "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." + "reason": "Different problems: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention AttributeError on s_aux=None." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different problems: image preprocessor/model dtype mismatch versus a broken official Nemotron example." + "reason": "Different models and different failures: image preprocessor dtype mismatch vs broken official Nemotron example loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF architecture support versus an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Unrelated issues: GGUF architecture support vs a torch.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." + "reason": "Both are weight-loading problems, but they affect different model implementations and different missing components." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "Different subsystems: PagedAttentionCache linear_attention failure vs 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." + "reason": "Different requests/issues: GGUF gpt-oss support vs sliding_window behavior in Qwen3-MoE." }, { "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." + "reason": "A DeepSpeed ZeRO-3/Bert index error is unrelated to a general torch 2.4.1 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." + "reason": "Both are tokenizer-loading complaints, but they target different models and different failure modes; one is an error message issue, the other is an actual load failure." }, { "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." + "reason": "Different bugs: Qwen2.5-VL rope position scaling vs 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." + "reason": "No real overlap: GGUF architecture support vs missing Float8 storage type." }, { "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." + "reason": "Different issues: ZeRO-3/Bert initialization failure vs torch version incompatibility." }, { "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\"`." + "reason": "Same model family, but distinct bugs: per-layer shared_kv_states rebuild vs device-map mismatch in PLE." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched-inference leakage and Whisper empty-transcription handling are different code paths and failures." + "reason": "Both touch audio generation, but one is cross-track embedding/token leakage and the other is empty-transcription handling after special-token alignment." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3-VL video `StopIteration` are unrelated." + "reason": "Different modalities and failures: image preprocessor/model dtype mismatch vs video StopIteration in Qwen3-vl-embedding." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are different concrete issues." + "reason": "One is a Qwen3MoE FP8 configuration failure; the other is a broad meta-device loading regression affecting different models." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2.5-VL import/export symbol and meta-device loading regressions are different bugs." + "reason": "Different bugs: missing exported class vs model-loading breakage on meta device." }, { "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." + "reason": "Different failures: non-persistent buffer corruption during from_pretrained vs OCR long-input index error." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A 3D parallel example failure is unrelated to GGUF gpt-oss support." + "reason": "Unrelated: inability to run a script vs GGUF support for a model architecture." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video inference failure and an MPS histogram implementation error are unrelated." + "reason": "Video-processing regression vs MPS histogram limitation in MoE; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the affected models and described symptoms differ." }, { "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." + "reason": "Clearly the same Transformer 5.0 custom-model initialization regression; one report is just the Jupyter-notebook variant of the other." } ] }, "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." + "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous and only identifies a small number of likely duplicates. The two accepted soft pairs are conservative and well supported by the titles, and the rejected pairs avoid overstating similarity. The anchor choice of issue:45313 is also reasonable given the available evidence." }, "evaluator_used": true, "retried": false, @@ -2244,8 +2225,8 @@ "issue:44910|issue:46858", "issue:43550|issue:44910", "issue:42947|issue:47254", - "issue:45812|issue:46489", "issue:45823|issue:46515", + "issue:45812|issue:46489", "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", @@ -2269,20 +2250,20 @@ "issue:45507|issue:46468", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "d4736cee67e6f49754c0a260e157757dbb00fb7b851c65b1527d89666f6390bd", + "prepared_review_unit_hash": "0b61597f336b345b9dba12fd96a2a2752ab7dfdd4a134de59b48aa26fecb1890", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36058, + "serialized_chars": 36060, "estimated_input_tokens": 9015, "estimated_eval_tokens": 18286 }, @@ -2291,198 +2272,198 @@ "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.", + "summary": "Mostly a mixed bag of unrelated Transformers bug reports, with a few clear duplicate pairs: the v5 non-persistent-buffer corruption, SigLIP2 inference regression, and Gemma4 4-bit multimodal dtype/quantization failure. Most other soft pairs are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43644 is the cleaner, earlier report of the Transformers v5 non-persistent buffer corruption; it captures the core regression and is the better anchor for the duplicate pair with issue:44534.", "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_issue_reason": "issue:43644 is the strongest global representative because it is an early, clearly stated regression with a broad impact and a later near-duplicate exists.", "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)." + "reason": "Both involve Qwen models, but one is a video/embedding StopIteration error and the other is an SFT/trainer embedding unpacking failure; different code paths and symptoms." }, { "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." + "reason": "Both mention torch versions, but one is a compiled flex_attention regression on torch>=2.9 and the other is a generic torch 2.4.1 incompatibility; not the same bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated failures: a GenerationMixin import error versus a Qwen3Moe FP8 config load problem." + "reason": "An ImportError for GenerationMixin is unrelated to a Qwen3Moe FineGrainedFP8Config failure." }, { "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." + "reason": "Flash-attention on Qwen3.5 with 3D position_ids is a different bug from static-cache slice arithmetic 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." + "reason": "Bamba torch.compile+SDPA and Qwen3.5 flash-attention illegal memory access are separate model/backend failures." }, { "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." + "reason": "Both involve PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 checkpoint error; too different to merge." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:45823", + "right": "issue:46515", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate fixes/regressions." + "reason": "Gemma4 device-mismatch with device_map=auto is unrelated to a torch 2.4.1 compatibility complaint." }, { - "left": "issue:45823", - "right": "issue:46515", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Completely different issues: Gemma4 device placement versus a torch version incompatibility." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer paths; not enough evidence of one underlying bug." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different problems: tokenizer-mapping failure versus Gemma4 device-map forward mismatch." + "reason": "A model-in-TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different model/error paths; no evidence they share the same root cause." + "reason": "Different failures: Qwen3-vl StopIteration versus a generic mask/tensor shape IndexError." }, { "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." + "reason": "Same SigLIP2 model/regression class: zero probabilities versus nonsensical outputs with AutoModel/pipeline point to the same underlying broken inference behavior." }, { "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." + "reason": "Both are config-loading problems, but they concern different models and different validation failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert/ZeRO-3 index error is unrelated to add-new-model-like tokenizer mapping." + "reason": "DeepSpeed ZeRO-3 index error for BertModel is unrelated to add-new-model-like / tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different code paths: Deepspeed zero3 initialization versus tokenizer mapping registration." + "reason": "A zero-sized index error during ZeRO-3 init is not the same issue as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No meaningful overlap beyond both being load/runtime failures." + "reason": "Tokenizer mapping logic and a mask/tensor shape mismatch are unrelated bugs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both are loading/compatibility regressions, but they involve different models and different mechanisms." + "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility and BitNet packed-weight loading are distinct code paths." }, { "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." + "reason": "Both describe the same Gemma4 4-bit multimodal quantization dtype-cast bug, with 45672 as the specific audio-module symptom and 46899 the broader root issue." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 buffer initialization regression versus a Kosmos2.5 OCR index error." + "reason": "The _is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: dequantized model offload loading versus mmap-related OOM on Strix Halo." + "reason": "Dequantized model loading with device_map=auto is unrelated to mmap 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." + "reason": "Both are SigLIP2-related, but one is model inference producing zero probabilities and the other is a docs example with model/processor mismatch and quantization errors; not clearly the same 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." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config are different failures." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-exact duplicate: both report the same Transformers v5 non-persistent-buffer junk regression." + "reason": "Exact same underlying regression: Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 failure versus mmap/OOM behavior." + "reason": "Qwen3Moe FP8 failure is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and different bugs; no shared root cause." + "reason": "A Qwen3_moe LoRA compatibility issue is unrelated to Gemma4 resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both are broad Qwen/GLM issues, but the specific failures are unrelated." + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." }, { "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." + "reason": "Both are load failures for different BERT-like checkpoints, but there is no evidence they share the same root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to Qwen3.5 tensor-parallel plan bugs." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP plan missing linear_attn entries are unrelated." }, { "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." + "reason": "ZeRO-3 weight loading for language_model and incorrect save_pretrained visual encoder keys are different regression surfaces." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and different failures; no shared code-path problem." + "reason": "GraniteMoEHybrid invalid method call is unrelated to the Nemotron example breakage." }, { "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." + "reason": "One is dtype being ignored during checkpoint loading; the other is model.config.dtype staying stale after from_config. Related theme, but not the same bug." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43644 over issue:44534 is well supported by the identical titles, and the accepted soft pairs are plausible duplicates from the titles alone without overstating certainty. Most other pair rejections are appropriately cautious given the limited evidence." }, "evaluator_used": true, "retried": false, @@ -2555,8 +2536,8 @@ "soft_pairs": [ "issue:43257|issue:43854", "issue:39692|issue:43994", - "issue:43644|issue:43645", "issue:44488|issue:44991", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:43854|issue:43931", "issue:42491|issue:45335", @@ -2574,8 +2555,8 @@ "issue:44402|issue:44488", "issue:41720|issue:44155", "issue:45663|issue:45759", - "issue:44910|issue:45588", "issue:39692|issue:44960", + "issue:44910|issue:45588", "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:42947|issue:45704", @@ -2585,20 +2566,20 @@ "issue:44155|issue:45823", "issue:43957|issue:44756" ], - "prepared_review_unit_hash": "7a53e5061c7a458c27231e8c3aa5eed15ac2fee470fead8ea14ca7401ec17395", + "prepared_review_unit_hash": "d6596c6d9018141bb88db05b3811efdfff7349a11db1afd46cab6ff8cb6f7fdd", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37163, + "serialized_chars": 37161, "estimated_input_tokens": 9291, "estimated_eval_tokens": 18838 }, @@ -2607,198 +2588,198 @@ "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.", + "summary": "Mostly unrelated transformer bug reports were grouped together; only the Gemma4 resize_token_embeddings reports look like a true duplicate pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45276 is the strongest anchor: it states the full Gemma4 resize_token_embeddings failure and includes both affected embedding paths, making it the more complete canonical issue over the narrower 45292 report.", "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_issue_reason": "45276 is the best issue to keep because it most completely describes the underlying bug and subsumes the smaller follow-up symptom in 45292.", "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." + "reason": "Different models and failure modes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash load issues." }, { "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." + "reason": "Both involve SigLIP2, but one is a broken documentation example plus quantization failure while the other is nonsensical inference output; not clearly the same bug." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Unrelated Transformer 5 regressions: junk non-persistent buffers vs notebook custom-model initialization." + "reason": "Separate tokenizer-loading regressions for different models; similar symptom, but not the same underlying issue." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer load problems, but for different models and likely different root causes." + "reason": "Unrelated regressions: junk-filled non-persistent buffers vs Jupyter custom-model initialization failure." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different memory/offload issues: Qwen3 MoE training memory use vs quantized offloading not working." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is offloading behaving incorrectly with quantization." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures affecting different models and code paths." + "reason": "Different loading bugs for different models; one is a unit-test load failure, the other is a shape-mismatch error." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA/qwen3_moe version compatibility is unrelated to resize_token_embeddings propagation." + "reason": "Different model families and different code paths for embedding propagation; not the same concrete bug." }, { "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." + "reason": "Same as above: related in theme, but not the same underlying defect." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint max_steps math and SGD args not used are distinct issues." + "reason": "Trainer checkpoint-resume step math is unrelated to SGD argument handling." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory regressions with different triggers: MoE training vs int4 quantization OOM." + "reason": "Both concern memory pressure, but one is training efficiency while the other is increased reserved memory under int4 quantization." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and init_empty_weights argument handling are separate serialization/loading bugs." + "reason": "Save/from_pretrained extra_state handling is unrelated to the init_empty_weights _is_hf_initialized argument mismatch." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load breakage are unrelated." + "reason": "A broad GLM5 issue and a specific sinq save/load regression are not the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and look like separate fixes." + "reason": "Different tokenizer regressions affecting different model families and different failure signatures." }, { "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." + "reason": "Both mention resize_token_embeddings, but Gemma4 and t5gemma expose different model-specific code paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate multimodal/runtime issues." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same symptom pattern, but different model implementations and likely separate loss code paths." + "reason": "Same loss-shift pattern, but different model families and no evidence they share one concrete code path." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." + "reason": "Torch 2.10 incompatibility is unrelated to meta-device model loading regressions." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights TypeError and Strix Halo mmap OOM are unrelated." + "reason": "Unexpected init argument on init_empty_weights is unrelated to mmap behavior on Strix Halo." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs tokenizer loading failure are different problems." + "reason": "Tokenizer vocab mismatch for one model is not the same as a separate model-loading failure." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert during Qwen3 device mapping is unrelated to AudioFlamingo embedding/token leakage." + "reason": "CUDA assert with auto device mapping and AudioFlamingo3 token/embedding leakage are different bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 shared_kv_states bug and from_config text_config unwrapping are different multimodal issues." + "reason": "Gemma4 FSDP2 shared_kv_states failure and Qwen config unwrapping are unrelated." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:39692", + "right": "issue:44960", "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." + "reason": "SigLIP2 docs/inference problems are unrelated to the GLM5 loading issue." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "SigLIP2 example issues and GLM5 are completely unrelated." + "reason": "Flash Attention illegal memory access on Qwen3.5 and s_aux=None AttributeError are distinct failures." }, { "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." + "reason": "Both involve lm_head tying, but on different model classes with no clear shared concrete defect." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and increased reserved memory under int4 are different bugs." + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are different root causes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + "reason": "Gradient checkpointing ineffectiveness 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." + "reason": "Different model families and different runtime issues: FSDP2 key error vs CPU-offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback-to-bf16 are separate loading/quantization issues." + "reason": "Different quantization formats and failures: NVFP4 model run error vs MXFP4 load fallback to bf16." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to VideoPrism output field wiring." + "reason": "ModelOutput key assignment logic is unrelated to VideoPrism output-field misrouting." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batched inference leakage and Gemma4 PLE device mismatch are different bugs." + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." }, { "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." + "reason": "Meta-device loading regression and mmap-related OOM are distinct problems." } ] }, @@ -2875,8 +2856,8 @@ "issue:43335|issue:45663", "issue:36010|issue:39404", "issue:44863|issue:46468", - "issue:44387|issue:44756", "issue:44479|issue:44877", + "issue:44387|issue:44756", "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:43957|issue:47332", @@ -2884,8 +2865,8 @@ "issue:42796|issue:46326", "issue:45588|issue:45663", "issue:43854|issue:45216", - "issue:43645|issue:44164", "issue:45684|issue:45698", + "issue:43645|issue:44164", "issue:43425|issue:47228", "issue:45292|issue:45335", "issue:44589|issue:44756", @@ -2897,226 +2878,226 @@ "issue:45812|issue:46315", "issue:43425|issue:46869", "issue:44530|issue:45084", - "issue:39404|issue:45701", "issue:44683|issue:45823", + "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:39404|issue:46665" ], - "prepared_review_unit_hash": "5e91b1c36615a02ad6b805d9dc840dafafe33e0311e2675fc6e627a13c9468da", + "prepared_review_unit_hash": "217a8198d20a487ae68abadc22af731234314e6d1430fceadac20ef801001f18", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36617, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is mostly heterogeneous Transformers regressions: loading/saving custom models, tokenizer regressions, config/model-shape issues, backend compatibility, and training-time bugs. Only the resize_token_embeddings reports form a clear duplicate family; most other soft pairs are just same-subsystem or same-model-name similarity, not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical representative for the only clear duplicate family here: a generic resize_token_embeddings regression affecting output embeddings, with a near-identical follow-up in 45335 and a closely related variant in 45276.", "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_issue_reason": "Issue 45292 is the best issue anchor for dedup triage because it is broad, concrete, and directly representative of the shared embedding-resize failure pattern across multiple model-specific reports.", "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." + "reason": "Different bugs: sparse-layer construction vs FSDP2 attention-state handling." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated symptoms: a GenerationMixin import error versus a Whisper pipeline return_language regression." + "reason": "ImportError for GenerationMixin is unrelated to 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." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not the same failure." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth versus mmap behavior on Strix Halo." + "reason": "Video-input regression for Qwen VL models is unrelated to Granite Speech config loading strictness." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Different areas: video-input regression for Qwen VL models versus strict config loading for granite_speech." + "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs mmap on Strix Halo." }, { "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." + "reason": "Same resize_token_embeddings bug family; 45276 is the Gemma4-specific variant, while 45292 states the broader output_embeddings failure." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to the RLHF gradient-explosion report." + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 NaN/SDPA fallback issue." }, { "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." + "reason": "Meta-device model loading failures are different from disk-offloaded save behavior." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + "reason": "extra_state save/from_pretrained handling is unrelated to mmap-induced OOM." }, { "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." + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are distinct tokenizer issues." }, { "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." + "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unrelated model-loading/regression reports affecting different models and APIs." + "reason": "GLM-4.7-Flash load failure and Qwen3.5 save_pretrained regression are different code paths." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Both touch custom-model workflows, but one is Jupyter initialization and the other is extra_state save/load handling." + "reason": "Custom-model file permission propagation is unrelated to loading the wrong custom module after save_pretrained." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Related save/load area, but file-permission propagation and wrong-module loading are distinct failures." + "reason": "Custom model initialization in notebooks is unrelated to extra_state save/load handling." }, { "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." + "reason": "Torch 2.10 compatibility and Sam3 bf16 compilation regression are not the same bug." }, { "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." + "reason": "Same underlying resize_token_embeddings propagation bug; the affected target differs, but the failure is the same." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM report." + "reason": "Float8 storage lookup error is unrelated to disabling mmap for OOM." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different model-specific tokenizer/load problems; no clear shared underlying bug." + "reason": "Tokenizer vocab-size mismatch for one model is not the same as the ScandiBERT load failure." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom-model initialization breakage is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization regression is unrelated to Trainer max_steps recalculation on resume." }, { "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." + "reason": "General Torch 2.10 incompatibility is not the same as the 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." + "accept": false, + "reason": "Both describe double-shift training loss, but the titles point to separate model implementations with no evidence of one shared code path." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression and CodeLlama round-trip spacing regression are different issues." + "reason": "convert_tokens_to_ids slowdown is unrelated to CodeLlama leading-space round-trip regression." }, { "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." + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are different tokenizer regressions." }, { "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." + "reason": "Torch version incompatibility and YOLO multi-GPU device_map behavior are different problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different concrete failures." + "reason": "PagedAttentionCache linear_attention failure is unrelated to compile-non-template-nodes errors." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper return_language regression is unrelated to a general tokenization version-change report." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code paths." + "reason": "Whisper return_language failure is unrelated to the tokenizer-version behavior change." }, { "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." + "reason": "Both involve custom-model loading, but base_model_prefix loading and Jupyter notebook class initialization are different failures." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "Torch compatibility issue is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained-inside-class inconsistency do not describe the same bug." + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." } ] }, "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." + "feedback": "Grounded and conservative overall. The accepted duplicate family around resize_token_embeddings (45292/45335/45276) is well supported by the issue titles, and the other pair rejections are cautious and mostly justified by clearly different problem statements. The canonical/anchor choice is reasonable, with no obvious overclaiming from the packet." }, "evaluator_used": true, "retried": false, @@ -3195,8 +3176,8 @@ "issue:36032|issue:43452", "issue:44164|issue:45759", "issue:44265|issue:44898", - "issue:46050|issue:46326", "issue:44991|issue:45081", + "issue:46050|issue:46326", "issue:43906|issue:46326", "issue:43906|issue:44530", "issue:44671|issue:44991", @@ -3209,28 +3190,28 @@ "issue:44488|issue:44987", "issue:45479|issue:46894", "issue:44488|issue:45081", - "issue:43632|issue:47050", "issue:36032|issue:42915", + "issue:43632|issue:47050", "issue:43299|issue:43931", - "issue:43746|issue:47331", "issue:45479|issue:46897", + "issue:43746|issue:47331", "issue:43611|issue:43644", "issue:42796|issue:43404" ], - "prepared_review_unit_hash": "dbc853e6190100e9975155981f1e9cdb4d883423fd773b45667848d6ac8ea41e", + "prepared_review_unit_hash": "2c5628548ab090ab47615917a997577907b959cfb6e6f0ed89e0f7cebd31b532", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36709, + "serialized_chars": 36710, "estimated_input_tokens": 9178, "estimated_eval_tokens": 18612 }, @@ -3239,144 +3220,192 @@ "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.", + "summary": "This cluster is mostly a set of unrelated Transformers v5 regression reports and doc issues that only share broad language around loading/tokenizers/model behavior. I would not merge any of the soft-edge pairs as duplicates; they describe different code paths or different concrete failures.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43611 is the best broad anchor: it describes a generic Transformers v5 model-loading regression with clear scope and a reusable failure pattern, making it the most representative issue in this mixed cluster.", "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_issue_reason": "Issue 43611 is the strongest global representative because it is broad, concrete, and centrally about the v5 loading regressions that dominate this cluster.", "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." + "reason": "Different failures: a Qwen2.5/3/3.5/3.5-MoE video input regression versus a generic mask-shape IndexError. No same code path." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: missing Float8 storage lookup vs a template-node compilation error." + "reason": "Unrelated errors: missing Float8 storage lookup versus a compiler/template-node TypeError. Not the same bug." }, { "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." + "reason": "Both are docs complaints, but they cover different pipeline APIs and different v5 removals. Not one underlying 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." + "reason": "Completely different areas: perplexity on gpt-oss-20b versus Metal quantized batched generate corruption." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Different problems: SigLIP2 inference/pipeline behavior vs ModelOutput key assignment semantics." + "reason": "Different problems: nonsensical SigLIP2 outputs versus 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." + "reason": "Both affect loading, but one is a T5Tokenizer method conflict and the other is gguf_file handling for AutoTokenizer/AutoModel. Different root causes." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Serialization extra_state handling is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "Separate loading/saving bugs: extra_state serialization versus composite Qwen text_config unwrapping." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs Perceiver resolution/interpolation behavior." + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation on non-default image sizes." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "Both are tokenizer-load regressions, but for different models and different failure mechanisms. Not mergeable as one fix." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and different root causes; not the same concrete bug." + "reason": "Different subsystems: quantized save/load corruption versus continue_final_message behavior for mistral_common tokenizers." }, { "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." + "reason": "An isolated repro of another issue is not the same bug as the mistral_common continue_final_message regression." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "No shared concrete code-path problem: reproduction of a prior issue vs a PagedAttentionCache crash." + "reason": "No shared code path: isolated repro of issue 38071 versus PagedAttentionCache linear_attention crash." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different model behaviors: CamemBERT masked-LM outputs vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Masked LM prediction correctness for CamemBERT is unrelated to tokenizer loading failure for EMBIDDIA/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." + "reason": "Whisper pipeline return_language regression and MXFP4 quantization loading are unrelated." }, { "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." + "reason": "Different Gemma4 bugs: PLE device placement versus 4-bit multimodal embedder dtype casting." }, { "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." + "reason": "Strix Halo mmap/OOM workaround is unrelated to disk-offloaded Qwen3-30B saving." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling is unrelated to a TimesFM window_size attribute error." + "reason": "extra_state save/load failure and TimesFM window_size AttributeError are distinct issues." }, { "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." + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch >= 2.9." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency is not the same as an mmap-related OOM workaround." + "reason": "Training memory inefficiency for Qwen3 MoE is not the same as mmap-induced OOM on Strix Halo." }, { "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." + "reason": "Loading a specific model/tokenizer versus a version-specific failure on another repository; no common bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with unrelated root causes." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss in sequence classification and ASR double-shift training loss are different model families and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Reiterating: these are distinct loading bugs, not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag handling and ONNX fp16 attention dtype mismatch are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a broad v5 loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs in different model families; not the same underlying issue." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local checkpoint loading is unrelated to Metal quantization batch corruption." }, { "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." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization. Different fixes." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated model-specific bugs." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are separate bugs." } ] }, @@ -3400,6 +3429,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", "issue:39404", @@ -3429,7 +3459,6 @@ "issue:44462", "issue:44530", "issue:44661", - "issue:44671", "issue:44683", "issue:44737", "issue:44811", @@ -3459,7 +3488,7 @@ "issue:42915|issue:44530", "issue:43643|issue:44530", "issue:40990|issue:43421", - "issue:39404|issue:44671", + "issue:32090|issue:39404", "issue:40444|issue:46326", "issue:36032|issue:43645", "issue:34567|issue:40444", @@ -3479,208 +3508,208 @@ "issue:43208|issue:47013", "issue:43317|issue:43482" ], - "prepared_review_unit_hash": "eb0ec268e04eaa9a8800d103b026a1b9775fcf62c04fc80c13168bd1d52fd98b", + "prepared_review_unit_hash": "a6290b3d624952ea06d7c41f1e1ee9692488d61af4465d9aa8be0c7a299ff577", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35806, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "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.", + "summary": "The soft pairs are mostly false positives: they share broad subsystems or vague version regressions, but not the same concrete bug/change. No PRs are present, and there is no clear duplicate set strong enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy report here, so it is the best single issue to anchor this mixed set if one representative is needed.", "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_issue_reason": "issue:43873 has the widest scope and strongest signal (many references/discussion) among these issues, making it the most useful representative artifact overall.", "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." + "reason": "Both are tokenizer-loading regressions, but they concern different models and different failure points, so they are not the same bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Unrelated problems: image preprocessor dtype mismatch vs template compilation error." + "reason": "Image preprocessor dtype mismatch is unrelated to compilation/template-node errors; same general model area only." }, { "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." + "reason": "One is a CLIP structure change and the other is Sam3 text-encoder weight loading; different model families and distinct failures." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping extension failure and torch>=2.9 flex_attention compile failure are unrelated." + "reason": "These are separate framework issues: tokenizer-mapping failure versus compiled flex_attention on newer torch." }, { "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." + "reason": "Both are loading failures, but they affect different repositories/models and do not indicate one underlying bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral torch-dynamo tracing failure is unrelated to the non-template-node compilation error." + "reason": "Torch dynamo grouped_mm tracing errors are unrelated to template compilation failures." }, { "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." + "reason": "Both involve quantization/offload, but one is generic offloading behavior and the other is a specific batched-generation bug in MetalConfig." }, { "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." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are different code paths and bug types." }, { "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." + "reason": "Missing fields from trust_remote_code config loading is not the same as cache group-type crashes." }, { "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." + "reason": "High perplexity on a model is unrelated to runtime post-processor updates for special tokens." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated failures." }, { "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." + "reason": "Multi-image IterableDataset training failure is a different bug from mistral_common continue_final_message handling." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method-name conflict and custom-model initialization in notebooks are different regressions." + "reason": "Tokenizer method conflict and Jupyter custom model initialization breakage are distinct regressions." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting is unrelated to Qwen2.5-VL multi-image finetuning failure." + "reason": "TrainerState token-count update bug is unrelated to Qwen2.5-VL multi-image dataset failures." }, { "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." + "reason": "They are both v5 custom-model regressions, but one is non-persistent buffers and the other is custom model initialization; not the same bug." }, { "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." + "reason": "Both mention device placement/offload, but the actual bugs are different model-specific rotary-embedding/CPU issues." }, { "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." + "reason": "Backend packaging omission for tensorflow in one case and an unsupported tensorflow_text backend mapping in the other are different problems." }, { "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." + "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features issues are related but not clearly the same concrete failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they concern different repositories and likely different breakpoints." + "reason": "Both are tokenizer-loading regressions under transformers v5, but they affect different models and likely different tokenizer assumptions." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated regressions." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated failures." + "reason": "Template-node compilation errors and GraniteMoEHybrid invalid-method calls are separate code paths." }, { "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." + "reason": "GGUF loader breakage and Qwen2.5-GGUF v5 loading failure overlap in theme, but the titles indicate different loader failures and not one shared bug." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "GGUF loading regression and kernel-compatibility issue with kernels 0.16 are unrelated." + "reason": "Qwen2.5-GGUF loading and kernels 0.16 incompatibility are unrelated issues." }, { "left": "issue:43582", "right": "issue:47331", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the Metal batched-generate quantization corruption bug." + "reason": "Both are Apple/Metal-related, but one is allocator warmup TypeError and the other is batched quantized generation corruption." }, { "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." + "reason": "Whisper batch_decode skipping special tokens and empty transcription generation after align_special_tokens are different bugs." }, { "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." + "reason": "GraniteSpeech PEFT-local-checkpoint loading and mistral_common continue_final_message are unrelated loading/tokenization paths." }, { "left": "issue:43262", "right": "issue:47331", "accept": false, - "reason": "Audio processor sampling-rate defaulting and Metal quantization batched-generate corruption are unrelated." + "reason": "Audio processor sampling-rate defaulting and MetalConfig batched quantization 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." + "reason": "Both are xLSTM training issues, but one is about multiple bugs below 7B and the other is a specific return_last_states unpacking crash." }, { "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." + "reason": "GPU/CPU offload load failure for dequantized models and Qwen2.5-GGUF v5 loading failure are not the same concrete bug." } ] }, @@ -3707,6 +3736,7 @@ "issue:28530", "issue:34567", "issue:36032", + "issue:40444", "issue:41720", "issue:42915", "issue:43089", @@ -3724,7 +3754,6 @@ "issue:43742", "issue:43792", "issue:43819", - "issue:43883", "issue:43994", "issue:44008", "issue:44062", @@ -3735,7 +3764,6 @@ "issue:44464", "issue:44466", "issue:44479", - "issue:44488", "issue:44534", "issue:44589", "issue:44610", @@ -3762,237 +3790,237 @@ "issue:43646|issue:44534", "issue:44987|issue:45081", "issue:43377|issue:43819", - "issue:28530|issue:34567", "issue:42915|issue:44291", + "issue:28530|issue:34567", "issue:36032|issue:43742", "issue:43404|issue:44466", - "issue:44849|issue:45325", "issue:44062|issue:44987", + "issue:44849|issue:45325", "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:44265|issue:44610", "issue:43531|issue:44877", + "issue:44008|issue:46899", "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:43322|issue:43540", "issue:43425|issue:44403", - "issue:43883|issue:44488", - "issue:43296|issue:43531" + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43296|issue:43531", + "issue:40444|issue:45325" ], - "prepared_review_unit_hash": "e2f18f692fdac89ba254f55527848b3c157dc16ab217e6b6dd030c3ec284f0cd", + "prepared_review_unit_hash": "054f442654580ec0fc127d4c8e38025c8b9a3782bf96772c2b03e00cf7cd6fe2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36821, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "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.", + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share broad subsystem keywords but not the same concrete bug. I found no pair that is safe to merge as a duplicate with the available evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the broadest, most generic representation of the v5 custom-model initialization breakage theme, so it works best as an umbrella issue among the similar initialization-regression reports.", "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_issue_reason": "Issue 43646 is the clearest general-purpose representative for the cluster because its title captures a common regression pattern without being tied to one narrow model or notebook-only symptom.", "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." + "reason": "Unrelated failures: noisy load logging vs a 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`)." + "reason": "Both involve custom models, but one is a Jupyter init regression and the other is a remote-code config_class attribute error." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio preprocessing default sample rate vs MIMI batched-vs-single padding mask mismatch are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch/padding-mask mismatch are different bugs." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper model runtime failure and YOLO multi-GPU device-map failure are unrelated subsystems." + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are distinct code paths." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config loading failure and template-node compilation error are different code paths." + "reason": "FP8 config loading and template-node compilation errors are not the same underlying issue." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer serialization bug; not the same issue." + "reason": "Custom model initialization breakage is separate from non-persistent buffer corruption." }, { "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." + "reason": "Model loading failure for a specific repo and a 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." + "reason": "MIMI padding-mask behavior and DAC STE mismatch are unrelated implementation issues." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer issues." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg handling are different failures." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Both mention v5-era initialization problems, but one is Qwen3MoE/FP8-specific while the other is `init_empty_weights` argument handling." + "reason": "Early-stopping metric selection and TrainerState token counting do not share the same bug." }, { "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." + "reason": "Tokenizer special-token method conflict and MobileLLM loading KeyError are unrelated." }, { "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." + "reason": "Tied lm_head weights in Mistral3 and device-dependent serialization inconsistency are related only at a very high level." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different Qwen multimodal regressions: hidden-states output bug vs rope-index temporal scaling bug." + "reason": "AddedToken kwarg duplication and a model loading failure are different concrete problems." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "`AddedToken(..., special=...)` argument conflict is unrelated to loading `physical-intelligence/fast`." + "reason": "Hidden-states output bug and still-image temporal position scaling are both Qwen-related but not the same defect." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsense outputs and OmDet-Turbo processor size mismatch are distinct model/processor issues." + "reason": "SigLIP2 nonsensical outputs and OmDet processor/model image-size mismatch are separate issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + "reason": "ScandiBERT load failure and Mistral regex crash are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict vs Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Tokenizer API conflict and Qwen3 auto device-map CUDA assert do not match." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is separate from an image processor resolution mismatch." + "reason": "FP8 config failure and missing Float8 storage object are different low-level errors." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44265", + "right": "issue:44610", "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." + "reason": "torch.export/torch_compilable_check failure is unrelated to an image preprocessor size mismatch." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "FP8 config failure and missing Float8 storage type are both FP8-adjacent but not the same concrete bug." + "reason": "Qwen3-MoE sliding-window behavior and strict Granite Speech config loading are separate bugs." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Granite speech config strictness are unrelated." + "reason": "Gemma3n variable-name collision and Gemma4 quantization dtype casting are different multimodal issues." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Missing gradient-checkpointing support flag and a PEFT/DeepSpeed checkpoint error are different problems." + "reason": "Missing supports_gradient_checkpointing metadata and a PEFT/DeepSpeed checkpoint error are not duplicates." }, { "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." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache return-type mismatch are different bugs." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input `ValueError` are different multimodal failures." + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image temporal position_ids scaling bug." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43322", + "right": "issue:43540", "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." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are unrelated." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "`_is_hf_initialized` flag breakage and `window_size` attribute error are not the same failure mode." + "reason": "Torch 2.10 incompatibility is not the same as a noisy load-message issue." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead/perf issue vs cache seq-length contract bug; different scope and symptom." + "reason": "Generation GPU-sync overhead and cache length return-type mismatch are separate concerns." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 compatibility and noisy loading logs are unrelated." + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different versioning/API problems." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Missing `all_tied_weights_keys` on Molmo and inability to load a specific BERT model are separate load-time failures." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." }, { - "left": "issue:43296", - "right": "issue:43540", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure and Qwen3OmniMoe video processing error are different model stacks." + "reason": "IterableDataset multi-image finetuning failure and Qwen VL rope scaling regression do not share the same underlying bug." } ] }, @@ -4041,6 +4069,7 @@ "issue:44291", "issue:44403", "issue:44462", + "issue:44488", "issue:44509", "issue:44534", "issue:44568", @@ -4051,7 +4080,6 @@ "issue:44991", "issue:45081", "issue:45216", - "issue:45325", "issue:45357", "issue:45542", "issue:45663", @@ -4065,14 +4093,14 @@ "issue:46909" ], "soft_pairs": [ - "issue:40444|issue:45325", + "issue:43883|issue:44488", "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:43716|issue:46899", "issue:42796|issue:43746", "issue:45812|issue:46491", "issue:43381|issue:45923", @@ -4080,14 +4108,14 @@ "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:43632|issue:44756", "issue:35707|issue:40444", "issue:43531|issue:44291", + "issue:43883|issue:44991", "issue:44079|issue:45663", - "issue:43482|issue:43525", "issue:41720|issue:45081", + "issue:43482|issue:43525", "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:44462|issue:45812", @@ -4095,214 +4123,214 @@ "issue:42175|issue:43296", "issue:44509|issue:46909" ], - "prepared_review_unit_hash": "b658749589ff7fb6bfeb09b88e26a0cfca90c24ca0f73048f17574c1ec7229e8", + "prepared_review_unit_hash": "137340d6239d78f3b9390f129c0f40036cd7563f6e78bc58c775dd4abe2414b2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35962, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "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.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the only clear duplicate family is the v5 `_is_hf_initialized` loading regression. A couple of soft pairs are true duplicates, but most are only superficially similar by subsystem or model family.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43632 is the broadest root report for the `_is_hf_initialized` v5 regression, and it plausibly covers downstream reports like 43872 and 44291.", "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_issue_reason": "issue:43872 is the strongest representative of that duplicate family: concrete failure, directly tied to the v5 `_is_hf_initialized` breakage, and it already has inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43883", + "right": "issue:44488", "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." + "reason": "Different bugs: missing tied-weights attribute vs tokenizer repository-file selection." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled `flex_attention` on torch 2.9 are unrelated failures." + "reason": "Different code paths: fbank extraction vs compiled flex_attention on torch 2.9." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same `_is_hf_initialized` incompatibility in model loading / `init_empty_weights` flows." + "reason": "Same root regression: v5 `_is_hf_initialized` kwarg breaks model loading/bitsandbytes init-empty-weights." }, { "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." + "reason": "Same Qwen3.5 save_pretrained regression: incorrect visual encoder keys across versions." }, { "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." + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer init." }, { "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." + "reason": "Tokenizer loading failure vs convert_tokens_to_ids slowdown are different bugs." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:44403", + "right": "issue:44991", "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." + "reason": "Generic load noise vs a specific tokenizer loading regression." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Generic loading noise vs a concrete tokenizer loading regression for a specific repo." + "reason": "Both are Gemma4 multimodal issues, but the underlying causes differ: dtype mismatch vs unsafe 4-bit cast." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and PEFT adapter loading are unrelated." + "reason": "Tokenizer BPE-marker handling vs PEFT checkpoint 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." + "reason": "Different tokenizer regressions: Granite ID mapping vs CodeLlama leading-space round-trip." }, { "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." + "reason": "Missing gradient-checkpointing support flag vs eval-mode checkpointing behavior." }, { "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." + "reason": "Unexpected `_is_hf_initialized` kwarg vs float8 storage lookup failure." }, { "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." + "reason": "Different Qwen2-VL training/data bugs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a model and Whisper `batch_decode` ignoring `skip_special_tokens` are unrelated." + "reason": "Perplexity regression vs Whisper decode special-token handling." }, { "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." + "reason": "Whisper runtime failure is unrelated to the float8 storage error." }, { "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." + "reason": "Tokenizer marker bug vs DeepSeek accuracy regression." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Missing `all_tied_weights_keys` on a model class and tokenizer loading failure are unrelated." + "reason": "v5 `_is_hf_initialized` loading regression vs Strix Halo mmap/OOM workaround." }, { "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." + "reason": "Different Qwen-VL generation/training failures." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading errors are different code paths." + "reason": "Sliding-window MoE issue vs model-init kwarg regression." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + "reason": "Missing tied-weights keys vs tokenizer loading issue." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Qwen2.5-GGUF loading with v5 and `Llama4Config.pad_token_id` missing are different model-specific breakages." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP shared_kv_states bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Device-map assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures for different models/configs." }, { "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." + "reason": "Backend post-processor sync bug vs special-token addition behavior." }, { "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." + "accept": true, + "reason": "Same packaging/back-end omission: TensorFlow backend is missing when only the torch extra is installed." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring `tokenizer.json` and producing wrong token IDs for Granite are distinct tokenizer regressions." + "reason": "Repository tokenizer.json selection vs Granite token ID regression." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading failure in transformers/vLLM and TimesFM `window_size` attribute errors are unrelated." + "reason": "PaddleOCR-VL load error vs TimesFM window_size attribute issue." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Optional TensorFlow packaging and PaddleOCR-VL model loading are different issues." + "reason": "TF-backend packaging issue vs PaddleOCR-VL model load failure." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they concern different docs and different examples." + "reason": "Both are docs-related, but they concern different documentation regressions." } ] }, "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." + "feedback": "Grounded overall. The chosen canonical/representative issues are supported by the packet titles and inbound-reference counts, and most soft-edge rejections are appropriately conservative. The accepted pairs are at least plausibly the same bug family from the packet; no clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -4378,26 +4406,26 @@ "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:43377|issue:45491", "issue:40444|issue:45381", + "issue:43644|issue:44079", "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:43454|issue:44466", "issue:44829|issue:45479", "issue:43873|issue:45701", "issue:43701|issue:45325", - "issue:42796|issue:45381", "issue:43606|issue:44265", + "issue:42796|issue:45381", "issue:44479|issue:45823", - "issue:40990|issue:45584", - "issue:43828|issue:46821", "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:40990|issue:45584", "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:44186|issue:44265", @@ -4405,230 +4433,227 @@ "issue:43606|issue:43819", "issue:43454|issue:43550" ], - "prepared_review_unit_hash": "a62edcd64f05ca1b76cc3f4233b84f75b9b96730ede293c5dae02a59c48a9a14", + "prepared_review_unit_hash": "33beccd72ef421ef5fd2d33babea7312e208ac1763517a379ae5043b2ed989c4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37180, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "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.", + "summary": "No soft pair looks like a true duplicate. These are mostly unrelated model, tokenizer, generation, or device-mapping regressions that only share broad subsystem or version themes.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target for this cluster; if forced to pick a representative, issue 43873 is the broadest and most active report, but it is not a duplicate of the others.", "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_issue_reason": "Issue 43873 is the strongest umbrella representative because it is open, has the most discussion/inbound references, and describes a broadly framed runtime/offloading problem.", "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." + "reason": "Different bugs: offload/load failure for a dequantized model vs Qwen3 MoE training memory inefficiency." }, { "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." + "reason": "Distinct model/runtime issues; one is ModelOutput key assignment, the other is non-persistent buffer initialization." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading regression and CLIPTokenizer max_length handling are unrelated." + "reason": "Unrelated areas: GGUF loading with v5 vs CLIPTokenizer model_max_length handling." }, { "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." + "reason": "Both are v5 regressions, but they affect different code paths: model loading prefix handling vs custom model initialization." }, { "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." + "reason": "Different failure modes and subsystems: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different problems." + "reason": "Both touch vision inputs, but one is Qwen2.5-VL rope/position scaling and the other is a Kosmos2.5 OCR index error." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regression classes." + "reason": "Both involve batching/padding, but the concrete bugs differ: missing padding mask support vs NaN embeddings from all-padding windows." }, { "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." + "reason": "Related multimodal Qwen VL area, but one is iterable-dataset multi-image finetuning and the other is video vision_position_ids regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key assignment behavior." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA tower architecture/weights issue is unrelated to Sam3Model text encoder weights not loading." + "reason": "Different models and root causes: Video-LLaVA tower/temporal-attention issue vs Sam3 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." + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different defects." }, { "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." + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input positioning; not the same concrete bug." }, { "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." + "reason": "Completely different problems: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." }, { "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." + "reason": "Both are loading/config regressions in v5, but they hit different mechanisms and error modes." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:40444", + "right": "issue:47217", "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." + "reason": "Both mention VL prompt/image handling, but one is multi-image finetuning failure and the other is a generic image-placeholder-in-user-text failure." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Multiple-images-per-prompt finetuning failure is not the same as image-placeholder-in-user-text failures." + "reason": "Related to tied lm_head weights, but one is broken weight tying causing garbage generation and the other is inconsistent serialization by device." }, { "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." + "reason": "Both are training degeneracy reports, but the root causes differ: flash_attention_3 behavior vs num_labels=1 classification loss handling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenizer-version changes are unrelated." + "reason": "Different topics entirely: quantized offloading vs tokenization changes across versions." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen video vision_position_ids are different issues." + "reason": "Different code paths: CPU offload device mismatch in Bark vs export failure around torch_compilable_check." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "CPU offload device mismatch and torch.export failures on torch_compilable_check are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id bugs." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." + "reason": "Both involve vision models and device issues, but they are distinct regressions with different models and symptoms." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "No meaningful overlap: autocast dtype mismatch vs TimesFM window_size attribute error." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and GraniteSpeech PEFT checkpoint loading are not the same bug." + "reason": "Unrelated regressions: perplexity issue on gpt-oss-20b vs Whisper empty-transcription generation failure." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation and Qwen3 device-map CUDA assert are unrelated." + "reason": "Different failure classes: inputs_embeds/past_key_values generation vs device-map auto cuda assert." }, { "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." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to torch.export/torch_compilable_check." + "reason": "Tokenizer padding/truncation crash and torch.export torch_compilable_check failure are different bugs." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=auto, but the model families and failure modes differ." + "reason": "Both are device_map=auto problems, but they affect different models and error signatures; not the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are unrelated." + "reason": "Different audio model bugs: device mismatch under CPU offload vs DAC latent reconstruction mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are separate issues." + "reason": "lm_head weight tying/generation corruption is unrelated to Bamba torch.compile SDPA failure." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4695,29 +4720,29 @@ "issue:47317" ], "soft_pairs": [ - "issue:43257|issue:45923", - "issue:45823|issue:46821", "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", "issue:42796|issue:46209", - "issue:40990|issue:42947", - "issue:43454|issue:45072", "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:40990|issue:42947", "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:43317|issue:43873", "issue:43572|issue:45759", - "issue:46305|issue:46315", + "issue:41720|issue:43322", + "issue:43377|issue:44898", "issue:36331|issue:42915", - "issue:43322|issue:46050", + "issue:46305|issue:46315", "issue:44877|issue:44991", + "issue:43322|issue:46050", "issue:41720|issue:44977", - "issue:44387|issue:45704", "issue:40990|issue:45701", + "issue:44387|issue:45704", "issue:41720|issue:42617", "issue:43450|issue:45701", "issue:46897|issue:47317", @@ -4727,190 +4752,190 @@ "issue:44186|issue:45072", "issue:45685|issue:46821" ], - "prepared_review_unit_hash": "1174f5f2e6ef48dd22ad792b8d65f28bce1c1b7b73e3a1acfa8dc64a9afd0b34", + "prepared_review_unit_hash": "79d3b39b58cbc85de18bafa0f2f9948520d7456e3f1c00cef2bef92412bfbed9", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36966, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "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.", + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading themes. I found no convincing duplicate pairs; the strongest central issue is the broad quantization/offloading report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set (offloading + quantization), with the most chance of serving as a hub for nearby loading/offload regressions.", "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_issue_reason": "issue:43873 has the clearest cluster-level relevance: it is broad, recent, active, and directly about a recurring systems-level failure mode rather than a narrow model-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Different models and different failure modes: MoE weight conversion vs missing supports_gradient_checkpointing on a trust_remote_code variant." + "reason": "Different failures: a script/runtime problem in 3d_parallel.py versus a Qwen3-MoE FP8 loading issue. No shared code path." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping forward mismatch for Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + "reason": "One is a device-mapping forward mismatch in Gemma4; the other is a TimesFM window_size attribute error. Different models and bugs." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "A 3d_parallel.py runtime failure is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Accelerate+DeepSpeed MoE weight conversion is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200 GPUs." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated subsystems and failure modes." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "High perplexity on a model/dataset is not the same underlying bug as gradient checkpointing being ineffective with PEFT LoRA." + "reason": "Both involve tokenizers, but one is about add_special_tokens not inserting BOS/EOS for a specific model, while the other is a broader wrong-token-id regression across multiple tokenizers." }, { "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." + "reason": "Tied-weight serialization in AyaVision is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and likely different root causes; not enough to merge as one bug." + "reason": "High perplexity on a specific model/dataset is not the same underlying issue as PEFT LoRA gradient-checkpointing ineffectiveness." }, { "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." + "reason": "MIMI batch-vs-single output drift from padding-mask support is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error messaging and Apple Silicon allocator TypeError are unrelated issues." + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss kwarg handling is unrelated to the 3d_parallel.py execution failure." + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to the 3d_parallel.py execution problem." }, { "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." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being junk are both loading-related, but they are different concrete bugs." }, { "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." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading affect different models and code paths." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "MIMI batching/padding-mask behavior is not the same as Perceiver non-default-resolution image classification failing." + "reason": "Both mention offloading/quantization, but 43317 is specifically about loading a dequantized model with gpu+cpu offload; 43873 is a broader offloading regression. Not clearly the same bug." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different failure modes in different models." + "reason": "A missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen multimodal configs." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite multimodal configs." + "reason": "Qwen3 auto device map cuda assert and Llava Next segmentation fault are separate loading crashes." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "A sliding-window off-by-one in streaming attention is unrelated to tokenizer conversion slowdown." + "reason": "Padding-mask output drift in MIMI and Perceiver non-default resolution failure are unrelated vision/audio bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "compute_loss API breakage is not the same as Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Trainer loss-signature compatibility and Qwen3-MoE FP8 failure do not share the same code path." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load breakage are not the same underlying problem." + "reason": "Moonshine sliding-window off-by-one and slow convert_tokens_to_ids are completely different issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + "reason": "Both are loading regressions in v5, but one is strict config handling and the other is tokenizer loading for a specific repo; different root causes." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as Qwen3.5 flash-attention generation issues." + "reason": "A segmentation fault while loading Llava Next is not the same bug as sinq quantized save/load corruption." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Int4 CUDA reserved-memory/OOM regression is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + "reason": "Both involve Qwen3-family models, but one is an auto-device-map CUDA assert and the other is a flash-attention generation bug." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on one benchmark is not the same as a version-dependent tokenization change." + "reason": "A perplexity regression on one model is not the same as a general tokenization-change report." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory growth and an apex RMSNorm memory leak are different memory issues with different mechanisms." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping and 3d_parallel.py execution failure are different bugs." + "reason": "Auto device mapping on Qwen3 and a 3d_parallel.py failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bugs are unrelated to tokenization differences across versions." + "reason": "Video processor batch-shape bugs are unrelated to tokenization behavior changes." }, { "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." + "reason": "Both are training-loss bugs, but they concern different models and there is no evidence of the same underlying implementation error." }, { "left": "issue:43873", @@ -4922,25 +4947,25 @@ "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." + "reason": "Both are save_pretrained regressions, but one is lm_head serialization/tied weights and the other is incorrect visual encoder keys; different artifacts." }, { "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." + "reason": "Checkpoint resume failure from an empty epoch iterator is unrelated to early stopping disabling due to missing eval metric." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/padding cases are unrelated to inference dtype mismatches." + "reason": "Tokenizer crashes on NER/padding are unrelated to bfloat16 dtype mismatches in model inference." }, { "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." + "reason": "An MPS histogram kernel limitation is unrelated to a TimesFM window_size attribute error." } ] }, @@ -4981,7 +5006,6 @@ "issue:43606", "issue:43646", "issue:43708", - "issue:43716", "issue:43720", "issue:43881", "issue:44008", @@ -5015,17 +5039,17 @@ ], "soft_pairs": [ "issue:43295|issue:45701", - "issue:44451|issue:47020", "issue:43065|issue:46402", + "issue:44451|issue:47020", "issue:46612|issue:46858", "issue:43550|issue:43720", - "issue:43646|issue:46665", - "issue:43577|issue:43708", "issue:44186|issue:44610", + "issue:43646|issue:46665", "issue:43550|issue:43606", - "issue:43881|issue:44488", + "issue:43577|issue:43708", "issue:46821|issue:46869", "issue:43404|issue:45357", + "issue:43881|issue:44488", "issue:42915|issue:43317", "issue:44610|issue:44898", "issue:41720|issue:45161", @@ -5037,208 +5061,201 @@ "issue:43441|issue:47337", "issue:44734|issue:46858", "issue:44186|issue:44361", - "issue:44464|issue:46858", "issue:44671|issue:44743", + "issue:44464|issue:46858", "issue:45479|issue:47317", - "issue:28530|issue:30064", - "issue:43716|issue:46821" + "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "b5b527085d7e1d7610df63738b5ab71d2675c7be85a4c60d67e9f561b2d7d79f", + "prepared_review_unit_hash": "452933ff427b694e9116138ded360c86557ae850a0e02067c42d9fde403014b2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36134, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35285, + "estimated_input_tokens": 8822, + "estimated_eval_tokens": 17900 }, "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.", + "summary": "The proposed soft pairs are mostly superficial matches across broad transformer/model-loading themes, but they do not describe the same concrete bug or change. I reject all soft edges and do not see a true duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45701 is the broadest/most general report in the set, but the overall collection is still too heterogeneous to treat it as a safe canonical duplicate target.", "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_issue_reason": "issue:45701 is the closest to a cluster anchor because it is broad and version-regression oriented, but it is still not a strong representative for the other unrelated bugs.", "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." + "reason": "Both mention version/regression and tokenization-adjacent behavior, but one is a processor/tokenizer API regression and the other is a generic tokenization-change report; not the same bug." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Both are loading failures, but they involve different models and different tokenizer root causes." + "reason": "Different models and failures: dummy Conv2d in Sam3PixelDecoder vs missing text encoder weights in Sam3Model loading." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Sam3PixelDecoder dummy layer vs Sam3Model text encoder weights not loading are distinct Sam3 issues." + "reason": "Both are loading/tokenizer failures for BERT-like models, but the concrete failure modes and affected code paths differ." }, { "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." + "reason": "Both involve generation/cache code, but one is beam-search cache reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends; different bugs." }, { "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." + "reason": "Unrelated failures: torch.compile with SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Model dtype loading bug vs checkpoint-resume max_steps calculation; unrelated failures." + "reason": "Both are vision/tokenizer-related, but one is tokenizer crashes on NER/padding and the other is a processor size mismatch for OmDet-Turbo." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Tokenizer padding/truncation crash vs image processor resolution mismatch; different subsystems and bugs." + "reason": "Both mention model initialization/loading patterns, but one is a Transformers 5.0 breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same concrete defect." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are device/compile-related, but they affect different models and different failure mechanisms." + "reason": "Different root causes: SDPA/torch.compile failure vs CPU offload device mismatch." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Separate model-loading failures with no shared concrete code path." + "reason": "One is a dtype propagation issue in Blip2 loading; the other is Trainer resume/max_steps miscalculation after batch-size changes." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute error is unrelated to YOLO device-map multi-GPU loading." + "reason": "Different products and failure modes: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto 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." + "reason": "Both are multimodal model regressions, but one is untied lm_head weights in Mistral3 and the other is incorrect visual encoder keys on save_pretrained in Qwen3.5." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading reports, but they affect different models and different loading failures." }, { "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." + "reason": "Both involve loading with special configs/offload, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size related, but they concern different models and different preprocessing assumptions." + "reason": "Both are image-size/preprocessing complaints, but they are distinct model-specific resolution mismatches." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different parallelism bugs on different model families; not the same underlying issue." + "reason": "Both are distributed/device-map-related, but one is a cudaErrorAssert on Qwen3 auto mapping and the other is TP not working for GPT-OSS MoE." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early-stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping/eval metric configuration 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." + "reason": "Both are serve/multimodal crashes, but the immediate causes differ: string `.to()` misuse vs missing `_tokenizer` on Gemma4Processor." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n variable-collision bug vs Gemma4 PLE device mismatch are separate problems." + "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config loading bug is unrelated to kernels package version/revision requirements." + "reason": "FineGrainedFP8Config loading failure is unrelated to kernels import/version metadata requirements." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." + "reason": "Different model/config bugs: Qwen3-MoE sliding_window vs missing pad_token_idx in StableLmConfig." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "FlashAttention model failure vs flaky bbox-range test; no shared code path." + "reason": "FlashAttention failure for Ministral-3 is unrelated to a flaky bbox-range test." }, { "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." + "reason": "Both are cache-related, but one is wrong tensor indexing in serve KV-cache continuation and the other is device-tensor seq_length arithmetic in _prefill." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer classes and different crash conditions." + "reason": "Tokenizer crashes, but on different tokenizers, tasks, and failure mechanisms." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same bug as device-tensor cache length arithmetic." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state reset." + "reason": "Both involve generation/compile/cache wording, but the underlying bugs are different and not mergeable as one fix." }, { "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "Both are loss-related, but they affect different model families and different training setups." + "reason": "A sequence-classification zero-loss regression is unrelated to the PPFormulaNet training-loss report." }, { "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." + "reason": "Early stopping metric selection has no relation to void segmentation-map processing." } ] }, @@ -5283,6 +5300,7 @@ "issue:43550", "issue:43606", "issue:43653", + "issue:43716", "issue:43720", "issue:43746", "issue:43782", @@ -5302,7 +5320,6 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45859", "issue:46665", "issue:46821", "issue:46894", @@ -5313,6 +5330,7 @@ ], "soft_pairs": [ "issue:45632|issue:45684", + "issue:43716|issue:46821", "issue:43316|issue:44913", "issue:46894|issue:47317", "issue:29159|issue:36032", @@ -5321,222 +5339,221 @@ "issue:43452|issue:47020", "issue:42915|issue:43322", "issue:33357|issue:35707", - "issue:43881|issue:44991", "issue:43873|issue:45704", + "issue:43881|issue:44991", "issue:43540|issue:43782", "issue:43531|issue:45759", - "issue:43526|issue:43883", + "issue:44492|issue:44509", "issue:41720|issue:43746", "issue:43550|issue:43653", - "issue:44492|issue:44509", "issue:44534|issue:46665", + "issue:43526|issue:43883", "issue:43257|issue:47254", - "issue:42490|issue:43329", "issue:43606|issue:43720", - "issue:45406|issue:45464", + "issue:42490|issue:43329", "issue:43531|issue:46821", "issue:34567|issue:35707", + "issue:45406|issue:45464", "issue:34634|issue:41720", "issue:43531|issue:44589", - "issue:43606|issue:43653", - "issue:45759|issue:45859" + "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "60c5a27c428f2c6fd1878f76d885b43959fcd72a7c586f618aaf94b4f15e1fa5", + "prepared_review_unit_hash": "213d8ef658562cacf5757af532034b4d7192235d3bdb0a5a426dc36ca9c119a0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35983, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "serialized_chars": 35972, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "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.", + "summary": "The cluster is heterogeneous: mostly unrelated Transformers bugs that only share shallow theme overlap (tokenization, loading, multimodal processing, offload/quantization, and config mismatches). None of the soft pairs look like the same underlying bug/change, so no soft edges should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": "No strong canonical issue for the full cluster; the items are too mixed. If forced, issue 43531 is the closest loose anchor because it appears in multiple Qwen3/MoE soft matches, but it still does not represent the rest of the 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_issue_reason": "Issue 43531 is the best weak representative only because it recurs across several soft-similarity links and is a model-path/config bug, but it is still far too narrow to be a true cluster canonical.", "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." + "reason": "Different failures: local-model cache path collision vs read-only permission propagation during save_pretrained." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute handling." }, { "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." + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct resetting on reload." }, { "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." + "reason": "Both are training-loss bugs, but they affect different models and likely different loss-shift paths." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency vs T5Tokenizer load-time AttributeError are different tokenizer problems with different failure modes." + "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." }, { "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." + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are different 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." + "reason": "Tokenizer/version behavior change is unrelated to FP8 frozen checkpoint weight_scale loading." }, { "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." + "reason": "gguf_file loading regression is unrelated to XLMRobertaTokenizer passing a dict into Unigram." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are separate model/load failures with different causes." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different model/load paths." }, { "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." + "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading regression for EMBEDDIA/est-roberta are different models and different failure points." + "reason": "Quantization/offloading behavior is unrelated to T5's apex.FusedRMSNorm memory leak." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Quantization offloading malfunction and T5 apex.FusedRMSNorm memory leak are unrelated runtime problems." + "reason": "glm-4v-9b loading failure is not the same as tokenizer loading regression for EMBEDDIA/est-roberta." }, { "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." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are different bugs." }, { "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." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as unwrapping text_config in composite multimodal configs." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and MolmoForCausalLM missing all_tied_weights_keys are unrelated implementation issues." + "reason": "Cache-strategy typo and docs mentioning removed pipeline tasks are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on Qwen3 and GraniteSpeech PEFT local-checkpoint loading are separate problems." + "reason": "Qwen3 auto-device-mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." }, { "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." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." }, { "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." + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:43526", + "right": "issue:43883", "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." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo's missing all_tied_weights_keys attribute." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "A trailing-slash local model import warning and a video-token counting bug are unrelated." + "reason": "Qwen3 MoE weight-conversion issue with accelerate/deepspeed is unrelated to PEFT+ZeRO-3 checkpoint errors." }, { "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." + "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated API crashes." + "reason": "Trailing-slash import warning and undefined video-branch variables in multimodal token counting are different issues." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and TimesFM window_size AttributeError involve different models and parameters." + "reason": "Qwen3-MoE sliding_window handling is not the same as TimesFM window_size raising AttributeError." }, { "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." + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different code paths." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto-device-mapping cudaErrorAssert." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8_e4m3fnStorage are unrelated bugs." + "reason": "Qwen3-MoE sliding_window issue and Float8 storage lookup error 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." + "reason": "Bark-small CPU offload mismatch and BigBirdTokenizer mask token registration are unrelated." } ] }, @@ -5577,7 +5594,6 @@ "issue:43844", "issue:43873", "issue:43927", - "issue:43994", "issue:44062", "issue:44077", "issue:44368", @@ -5586,7 +5602,6 @@ "issue:44545", "issue:44610", "issue:44625", - "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -5599,6 +5614,8 @@ "issue:45357", "issue:45479", "issue:45704", + "issue:45759", + "issue:45859", "issue:45923", "issue:46050", "issue:46402", @@ -5610,6 +5627,7 @@ "issue:47337" ], "soft_pairs": [ + "issue:45759|issue:45859", "issue:44451|issue:44991", "issue:43388|issue:45059", "issue:43540|issue:46858", @@ -5620,9 +5638,9 @@ "issue:45923|issue:47333", "issue:44062|issue:44451", "issue:44898|issue:45072", + "issue:39692|issue:44610", "issue:41720|issue:45704", "issue:44625|issue:45479", - "issue:39692|issue:44610", "issue:44918|issue:44936", "issue:43746|issue:46050", "issue:43381|issue:45704", @@ -5632,218 +5650,55 @@ "issue:44514|issue:44545", "issue:46655|issue:46693", "issue:43746|issue:43873", - "issue:44368|issue:45357", "issue:30064|issue:36010", + "issue:44368|issue:45357", "issue:43421|issue:43653", "issue:39692|issue:43493", - "issue:43673|issue:47337", - "issue:43994|issue:44671" + "issue:43673|issue:47337" ], - "prepared_review_unit_hash": "ec7c00df76f280ac96857633efb57658b23aecd94da86fc3efd8fde8a289277b", + "prepared_review_unit_hash": "e85bc3efdda484925b2dc5f1cad4d675fc67314e42ad8a33dd9f80ec2bcf42c3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36363, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "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.", + "summary": "44514 and 44545 are near-duplicates describing the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False. The other candidate pairs remain unrelated and should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the clearest canonical representative: it describes the same crash as 44514 in nearly identical terms and is slightly more concise, so it works well as the shared issue record.", "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_issue_reason": "issue:44545 is the best overall issue candidate for this pair because it captures the same underlying bug with a cleaner title and no evidence of a different root cause.", "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." + "reason": "Near-duplicate / same bug: both reports describe Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False. The packet supports strong semantic overlap, but not an exact-title match or proven target-duplicate relationship." } ] }, "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." + "accept": false, + "feedback": "The pair 44514/44545 is well-supported as a duplicate, but the writeup overstates the evidence: the titles are semantically identical, not exact matches, and the packet does not prove that 44545 is the target duplicate for 44514. Please soften that to \"near-duplicate\" or \"same bug\" and avoid claiming exact-title/target-duplicate status from the packet alone." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5881,6 +5736,7 @@ "issue:43873", "issue:43881", "issue:43927", + "issue:43994", "issue:44062", "issue:44186", "issue:44220", @@ -5888,8 +5744,8 @@ "issue:44464", "issue:44488", "issue:44661", + "issue:44671", "issue:44857", - "issue:44898", "issue:44991", "issue:44995", "issue:45072", @@ -5910,25 +5766,26 @@ "issue:47050" ], "soft_pairs": [ + "issue:43994|issue:44671", "issue:45081|issue:45356", "issue:44464|issue:47050", "issue:43782|issue:45381", - "issue:44995|issue:46858", "issue:43421|issue:44186", + "issue:44995|issue:46858", "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:43526|issue:43881", "issue:43596|issue:44220", "issue:43295|issue:45834", - "issue:43540|issue:46294", "issue:43550|issue:43927", + "issue:43540|issue:46294", "issue:43550|issue:44361", - "issue:43653|issue:43720", "issue:44062|issue:44488", + "issue:43653|issue:43720", "issue:43531|issue:43643", "issue:45381|issue:46693", "issue:45072|issue:47050", @@ -5937,211 +5794,210 @@ "issue:44220|issue:44661", "issue:30064|issue:36331", "issue:46829|issue:46832", - "issue:43611|issue:46665", - "issue:44186|issue:44898" + "issue:43611|issue:46665" ], - "prepared_review_unit_hash": "865136f2c1e765b38e7417d346ec73b174d8edaedb6d4b121db051fe73a68dda", + "prepared_review_unit_hash": "8863c5a1f5519dda1d9a1117e6b1b83f53be6cf7d49bb339196be93cc6ea56a6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36117, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "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.", + "summary": "These items are mostly superficially similar but not true duplicates. They span many unrelated bugs across different models, tokenizer paths, generation/caching code, and docs/examples, so there is no single underlying issue to collapse them into.", "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_issue_reason": "No single canonical issue: the set is heterogeneous, and the soft pairs do not converge on one concrete bug or change.", "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_issue_reason": "No issue is a clear global duplicate target; the closest pairs still differ in model, failure mode, or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output problems, but they involve different models and different failure symptoms, so they are not the same bug." + }, { "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." + "reason": "Both touch tokenizer regex patching, but one is a crash on loading and the other is a regression/warning issue; not enough to treat as one 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." + "reason": "Compiled forward inconsistencies and ONNX export dtype mismatch are different code paths and different failures." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different models and errors: Qwen3VL weight-only loading vs Qwen2.5-VL video position ids." + "reason": "Different models and different multimodal input problems; they are not the same concrete issue." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43421", + "right": "issue:44186", "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." + "reason": "Both are tokenizer-related, but one is about post-processor refresh at runtime and the other is a LayoutLMv2 tokenizer crash." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Runtime special-token/post-processor updates and LayoutLMv2 NER padding crashes are different tokenizer behaviors." + "reason": "Both involve cache behavior, but the stale indexer bug and the device-tensor seq-length arithmetic bug are distinct." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 cache correctness and T5 decoder-input validation are unrelated." + "reason": "A silent generation correctness bug and a decoder input validation error message are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs repository-file listing CI forwarding bug; no shared code path." + "reason": "Tokenizer regression versus Hub file-listing API forwarding; no shared underlying bug." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Float16 AMP loss crash and ONNX export attention dtype mismatch are different execution paths." + "reason": "These are different dtype/precision failures in different models and export paths." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/example errors and quantization/offloading behavior are not the same underlying bug." + "reason": "A documentation/example issue is not the same as an offloading-plus-quantization runtime bug." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Doc-example mismatch/quantization issues do not match the ONNX export dtype bug." + "reason": "Docs/example errors and ONNX export dtype mismatch are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + "reason": "Packed-weight loading and DAC latent conversion are different model implementation problems." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Packed-weight loading and DAC latent reconstruction are distinct problems." + "reason": "Beit label reduction and glm-4v loading failure do not share the same code path." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel initialization and audio feature extraction are unrelated." + "reason": "Deepspeed/Bert initialization and fbank feature extraction are unrelated failures." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different issues." + "reason": "Processor/tokenizer regression and OCR long-input index error are different bugs." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Both are video-related, but they affect different Qwen model families and different failure points." + "reason": "torch.compile+SDPA failure and DiaConfig save/load token-ID loss are unrelated." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and DiaConfig save/load token ID loss are unrelated." + "reason": "Both are video-input issues, but they affect different models and different template/processing failures." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different subsystems: compiled attention failure vs tokenizer AttributeError." + "reason": "A compile/attention bug and a tokenizer AttributeError are not the same issue." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated." + "reason": "AddedToken keyword handling and a model loading failure are unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "AddedToken constructor duplication and loading a specific tokenizer model are different problems." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading 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." + "reason": "Sliding-window handling and AutoConfig 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." + "reason": "Video position IDs and long-context FA2 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)." + "reason": "Both mention dtype mismatches, but in different models and execution/export paths." }, { "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." + "reason": "A specific model load failure and a Unigram constructor type mismatch 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." + "reason": "CUDA assert during device mapping and tokenizer loading failure are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model registration are different code paths." + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model registration are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation maps and trainer compute_loss kwargs are unrelated." + "reason": "Image processor segmentation-map handling and trainer loss signature mismatch are completely different." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output field mix-up and RT-DETR feature-level handling are different defects." + "reason": "Both are model forward/output bugs, but they affect different components and failure modes." }, { "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." + "reason": "Both concern loading behavior, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside classes." } ] }, @@ -6179,7 +6035,6 @@ "issue:43653", "issue:43697", "issue:43756", - "issue:43782", "issue:43819", "issue:44008", "issue:44186", @@ -6193,8 +6048,8 @@ "issue:44821", "issue:44843", "issue:44877", + "issue:44898", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", "issue:45072", @@ -6216,230 +6071,230 @@ ], "soft_pairs": [ "issue:44821|issue:45084", + "issue:44186|issue:44898", "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:45987|issue:46829", "issue:34634|issue:36010", + "issue:43540|issue:44008", "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:45987|issue:46932", "issue:44991|issue:46291", - "issue:46752|issue:47337", "issue:44805|issue:44936", "issue:45584|issue:45834", + "issue:46752|issue:47337", "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" + "issue:46294|issue:46463" ], - "prepared_review_unit_hash": "f594174d4c1192b03ddc1780a5940badae52512c7d67509bd47d120952d603ab", + "prepared_review_unit_hash": "646266b89be65819943063fdd3d9452976066319f54ec4e45633ff476dbb04ac", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36305, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "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.", + "summary": "The candidate pairs are broadly heterogeneous; none look like the same concrete bug/change, so no soft duplicates are accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set, covering recent-version regressions affecting remote_code models, so it is the most plausible representative issue.", "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_issue_reason": "issue:45020 has the clearest cluster-level framing and the widest scope among the issues, making it the best single issue to anchor the set.", "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." + "reason": "Unrelated failures: image processor loading from URL vs template compilation error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and code paths; tokenizer NER/padding crash is unrelated to Perceiver image resolution handling." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Different models and code paths: tokenizer special-token decode bug vs DAC latent/STE mismatch." + "reason": "BigBird special-token registration bug and DAC latent reconstruction mismatch are unrelated." }, { "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." + "reason": "Same helper function area, but different bugs: offline model_info call vs backend_tokenizer attribute error." }, { "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." + "reason": "torch.compile/SDPA issue is unrelated to DAC forward/from_latents mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Distinct model/config bugs: sparse layer initialization vs RoPE layer dropping." + "reason": "Different model families and defects; sparse-layer config bug is not the RoPE-layer count issue." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Different multimodal forward-path bugs in different models." + "reason": "StaticCache sequence-length contract bug is unrelated to VideoPrism output field wiring." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Voice preset handling in Bark is unrelated to the GenerationMixin import failure." + "reason": "Bark voice preset behavior and a GenerationMixin import error are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading problems, but they are different root causes and different model families." + "reason": "Both are tokenizer-loading failures, but the model/type causes differ and do not look like one underlying bug." }, { "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." + "reason": "One is missing fields from trust_remote_code config loading; the other is strict config rejection for granite_speech." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/model-processor mismatch is unrelated to Kosmos2.5 OCR index errors." + "reason": "Documentation example errors and OCR long-input index errors are different issues." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different regression types: CLIP output field assignment vs RTDetrV2 output differences." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are separate v5 behavior changes." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Variable-name collision in Gemma3n is unrelated to static cache sequence-length tensor behavior." + "reason": "Audio mask attribute collision and cache sequence-length/device-tensor behavior are unrelated." }, { "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." + "reason": "Both mention remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader regression report." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer loading a specific tokenizer class." + "reason": "Tokenizer crash in NER/padding is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but for different models and different failure modes." + "reason": "Separate model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer loading vs pipeline import/kernel version incompatibility are unrelated." + "reason": "StaticCache length contract bug is not the Gemma4 quantized-embedder dtype issue." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Empty chat-template input crash is unrelated to flaky bbox range assertion." + "reason": "Tokenizer loading failure is unrelated to pipelines import breaking on kernels dependency metadata." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError is not the same as trainer.evaluate failing after train." + "reason": "Mask/index shape error is not the same as trainer.evaluate() failing after training." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR length issues." + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-OCR index error are different code paths." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat-template input crash is unrelated to a flaky bbox-range test." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram Int unsupported are different backend/model issues." + "reason": "Llava Next loading segfault and MPS histogram not implemented for Int are unrelated runtime failures." }, { "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." + "reason": "Post-processor update bug after runtime token changes is not the same as Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure classes." + "reason": "CPU offload device mismatch in Bark is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "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." + "reason": "Different backend/compiler failures affecting different models and tensor types." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "Video chat-template regression and long OCR index error are distinct input-processing bugs." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:46294", + "right": "issue:46463", "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." + "reason": "Video token/feature mismatch in Qwen3.5 is unrelated to T5 decoder-input validation messaging." } ] }, @@ -6490,11 +6345,11 @@ "issue:44291", "issue:44610", "issue:44671", + "issue:44977", "issue:45020", "issue:45072", "issue:45081", "issue:45183", - "issue:45325", "issue:45381", "issue:45479", "issue:45563", @@ -6513,223 +6368,223 @@ ], "soft_pairs": [ "issue:43577|issue:43818", + "issue:43782|issue:44977", "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:43582|issue:46512", "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:47276|issue:47337", + "issue:34634|issue:36331", "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:43577|issue:43582", "issue:42915|issue:47333", - "issue:43262|issue:43819", - "issue:43782|issue:45325" + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "226f07fc580ff081eeb88929f9ae1b662d3f14799649e58a4fbaaa6374f152da", + "prepared_review_unit_hash": "43aebcc0f92bc9cb34abb1aa25edc0949683d7789957b2b1b5b2e40574f564b4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35653, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "serialized_chars": 35599, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "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.", + "summary": "This cluster is heterogeneous: most pairs are only loosely similar at the subsystem level (tokenization, loading, dtype, multimodal processing, generation warnings) but do not describe the same concrete bug or fix. I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated regressions and no issue cleanly subsumes the rest.", "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_issue_reason": "No good global best issue: the cluster is too broad and mixed for any one report to serve as a reliable duplicate target.", "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." + "reason": "Different failures: dtype not propagated on BLIP2 load vs missing temporal attention/weight sharing in Video-LLaVA." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "One is a from_pretrained weight_only loading error; the other is a Qwen3.5 generation failure with flash-attention." }, { "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." + "reason": "Input validation error messaging vs a degenerate zero-loss bug in single-label classification." }, { "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." + "reason": "Non-persistent buffer initialization corruption and FSDP CPU RAM efficient loading are different code paths and symptoms." }, { "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." + "reason": "A dtype mismatch between image preprocessor and model is unrelated to a variable name collision causing AttributeError." }, { "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." + "reason": "Both are warnings, but they concern different generation paths and different stale messages." }, { "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." + "reason": "Both mention tokenizers, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." }, { "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." + "reason": "A misleading pipeline error message is not the same bug as nonsensical SigLIP model outputs." }, { "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." + "reason": "Model weight-shape mismatch on load vs missing TP plan entries causing OOM/shape errors." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in warmup is unrelated to stale model.config.dtype after from_config." }, { "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." + "reason": "Different multimodal video bugs affecting different models and different internal tensors/position ids." }, { "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." + "reason": "Processor output-size mismatch and bfloat16 dtype mismatches are separate 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." + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." }, { "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." + "reason": "A stale warning in continuous batching is unrelated to a flaky bbox-range test failure." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "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." + "reason": "Both concern custom-model instantiation, but they are different behaviors in different contexts and fixes." }, { "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." + "reason": "Packed-weight unpacking during accelerate loading is not the same as a bf16 dtype mismatch." }, { "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." + "reason": "Metric gathering label truncation and Mamba2 use_cache incorrect results are different 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." + "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors are unrelated to disk-offloaded model save failures." }, { "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." + "reason": "CamemBERT MLM regression and a generic tokenization-version change are not the same concrete defect." }, { "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." + "reason": "Backend installation packaging and a Mistral tokenizer regex patch crash are unrelated." }, { "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." + "reason": "Same general offloading/training area, but one is a checkpoint error and the other is a save failure for disk-offloaded Qwen3-VL." }, { "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." + "reason": "Swin2SR over-padding and Aria patch-count miscalculation are different image-processing bugs." }, { "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." + "reason": "A key error loading one model is not the same as a broad remote_code regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different model-loading dtype issue vs Apple Silicon warmup TypeError; only loosely related by loading context." }, { "left": "issue:42915", "right": "issue:47333", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and disk-offloaded Qwen3 saving failure are different configuration vs offloading issues." + "reason": "FP8 config failure in Qwen3Moe and save failure for disk-offloaded Qwen3 are unrelated." }, { "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." + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents mismatch are different subsystems and failures." } ] }, @@ -6755,9 +6610,7 @@ "nodes": [ "issue:36010", "issue:36331", - "issue:38175", "issue:42175", - "issue:42490", "issue:43257", "issue:43262", "issue:43329", @@ -6771,6 +6624,7 @@ "issue:43653", "issue:43697", "issue:43746", + "issue:43782", "issue:43819", "issue:43825", "issue:43827", @@ -6780,7 +6634,6 @@ "issue:44060", "issue:44368", "issue:44589", - "issue:44610", "issue:44811", "issue:44857", "issue:44912", @@ -6791,6 +6644,7 @@ "issue:45003", "issue:45042", "issue:45081", + "issue:45325", "issue:45372", "issue:45406", "issue:46175", @@ -6804,8 +6658,9 @@ ], "soft_pairs": [ "issue:44589|issue:45042", - "issue:44964|issue:47337", "issue:43262|issue:47217", + "issue:43782|issue:45325", + "issue:44964|issue:47337", "issue:43825|issue:43827", "issue:45003|issue:46285", "issue:43653|issue:44912", @@ -6817,210 +6672,202 @@ "issue:43550|issue:44912", "issue:43531|issue:45042", "issue:43638|issue:44936", - "issue:43257|issue:43329", "issue:42175|issue:46291", + "issue:43257|issue:43329", "issue:43452|issue:44991", - "issue:44060|issue:44368", - "issue:43526|issue:43697", "issue:45081|issue:45406", + "issue:43526|issue:43697", "issue:43819|issue:43927", + "issue:44060|issue:44368", "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", + "prepared_review_unit_hash": "1a30d6c76f0f24e8c493952a0d06f812dd452aab160b5859a9291ed8f1d49fe6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36303, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 }, "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, + "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem keywords and do not look like the same underlying bug. I would not merge any of the proposed soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43825 is the most broadly framed, user-facing regression in the set and has the strongest discussion/inbound-reference signal, so it is the best available representative even though the cluster is not truly a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43825 is the least niche and most representative issue to keep as the cluster anchor; the rest are largely unrelated model-, tokenizer-, processor-, or training-path bugs.", "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." + "reason": "Different subsystems and failure modes: storage-object TypeError vs PIL/image-processor torchvision dependency regression." }, { - "left": "issue:44964", - "right": "issue:47337", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "Model loading for Phi-4 multimodal is unrelated to a flaky bbox range test; no shared underlying bug." + "reason": "Audio chat-template sampling-rate bug and VL image-placeholder parsing bug are unrelated code paths." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both involve VL models, but one is a load-time weight_only error and the other is a rope-index scaling bug; not the same fix." + }, + { + "left": "issue:44964", + "right": "issue:47337", "accept": false, - "reason": "Both touch multimodal preprocessing, but one is audio sampling-rate defaulting and the other is text/image placeholder handling; distinct behaviors." + "reason": "Model-loading failure and flaky bbox-range test are unrelated." }, { "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." + "reason": "Same broad pipeline-removal theme, but one is an error-message mismatch and the other is stale docs; not one concrete 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." + "reason": "sys.modules access bug is unrelated to the CLIP text-model structure inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are different code paths." }, { "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." + "reason": "Gemma4 relates to vision/embedder implementation, but one is a huge one-hot memory issue and the other is dtype casting for quantized embedders." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crashes are unrelated failures." + "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization break for different reasons and in different paths." + "reason": "Import path regression for GenerationMixin is not the same as custom-model initialization issues in Jupyter." }, { "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." + "reason": "Both touch mistral_common, but one is an import error and the other is tokenizer behavior; not the same underlying 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." + "reason": "Completely different failures: missing import vs custom trainer compute_loss signature change." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA behavior for Bamba and quantization fallback for git-oss-20b are unrelated." + "reason": "torch.compile/SDPA model failure and quantization fallback are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision requirements are different subsystems." + "reason": "Qwen3-MoE sliding-window bug and PIL/torchvision dependency issue do not share a code path." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 training on non-pretrained BERT and post-train evaluate failure are different trainer issues." + "reason": "DeepSpeed ZeRO-3 index error in training is not the same as evaluate-after-train state handling." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Accelerate+deepspeed weight conversion for Qwen3 MOE and a multimodal token-counting video-branch bug are unrelated." + "reason": "Packaging/backend dependency issue and kernels import failure are different dependency problems." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Torch extra missing TensorFlow and pipelines import failing on kernels version constraints are unrelated packaging/import issues." + "reason": "Qwen3 MoE loading/conversion bug and multimodal token-count video-branch bug are unrelated." }, { "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." + "reason": "Both are from model loading, but gguf_file breakage and a specific tokenizer regression are not the same concrete bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both are Qwen tied-weights warnings, but they describe different incorrect ties/warnings and likely different fixes." + "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different tokenizer/processor failures." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug and RTDetrV2 output drift are unrelated vision issues." + "reason": "BEiT label reduction bug and RT-DETR output drift are separate vision-model issues." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Mistral tokenizer regex patching and Gemma4Processor missing _tokenizer are different loading failures." + "reason": "DAC latent conversion mismatch and DiaConfig token-ID persistence bug are unrelated." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are unrelated model bugs." + "reason": "Both mention tied-weights warnings in Qwen3 variants, but one is a concrete wrong-tie bug and the other is a fine-tuning warning; too weak to merge." }, { "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." + "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." }, { "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." + "reason": "Different model-specific inference failures with different symptoms and likely different fixes." }, { "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." + "reason": "PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." }, { "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." + "reason": "Audio chat-template sampling-rate bug and Whisper decode behavior are different processor paths." } ] }, @@ -7049,8 +6896,10 @@ "issue:29870", "issue:34567", "issue:34689", + "issue:38175", "issue:39692", "issue:40990", + "issue:42490", "issue:42915", "issue:43257", "issue:43329", @@ -7058,7 +6907,6 @@ "issue:43450", "issue:43525", "issue:43526", - "issue:43540", "issue:43643", "issue:43650", "issue:43696", @@ -7070,6 +6918,7 @@ "issue:44479", "issue:44554", "issue:44589", + "issue:44610", "issue:44617", "issue:44821", "issue:44912", @@ -7086,238 +6935,244 @@ "issue:46291", "issue:46421", "issue:46424", - "issue:46701", "issue:47020", "issue:47050", "issue:47145", "issue:47333" ], "soft_pairs": [ + "issue:38175|issue:44610", + "issue:42490|issue:43257", "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:43257|issue:43696", + "issue:43526|issue:44554", "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:39692|issue:44912", "issue:34567|issue:40990", "issue:43257|issue:43931", - "issue:44387|issue:44617", "issue:29159|issue:34567", + "issue:44387|issue:44617", "issue:44589|issue:47333", "issue:44912|issue:47145", "issue:45081|issue:47020", - "issue:45459|issue:45803", "issue:44987|issue:45538", + "issue:45459|issue:45803", "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:46421|issue:46424", "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "4ab00698ae11921b54bc42453ec1ae3eed3f64d0731196055769d348abd5405a", + "prepared_review_unit_hash": "b2d43aa3f0c53a7fb9c8470885510d212c4175cc4d49b13a2dfb2ddfa5bcad00", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35631, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36517, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "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.", + "summary": "This is a loose semantic cluster of many different Transformers bugs\u2014loading/configuration regressions, tokenizer issues, vision/video processor problems, cache/quantization bugs, and trainer-state issues. It does not look like a tight duplicate set, so no soft edge should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44987 is the best broad representative of the loading-regression subgroup: it is a concrete versioned model-loading failure, while the other items are more fragmented and model-specific.", "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_issue_reason": "44987 is the most suitable anchor if one issue must be chosen, because it is a clear standalone regression report and broadly matches the cluster's recurring model-loading theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:38175", + "right": "issue:44610", "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." + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:45084", + "right": "issue:45538", "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." + "reason": "Template compilation failure and CLIPTokenizer max_length bug are unrelated code paths." }, { "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." + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is AutoModelForCausalLM not unwrapping text_config; not the same bug." }, { "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." + "reason": "Undefined multimodal-token helper variables vs stale auto_mappings references are different failures." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "These are unrelated: one is a BeitImageProcessorFast label-reduction bug, the other is an MPS attention correctness issue." + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to Canine ONNX dtype mismatch." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are distinct problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", "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." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." }, { "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." + "reason": "Both concern video inputs, but one is undefined helper variables in multimodal token counting and the other is a broader v5.3.0 video regression; 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." + "reason": "FineGrainedFP8Config failure and AutoImageProcessor-from-URL loading failure are unrelated." }, { "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." + "reason": "Different load paths and symptoms: FP8 config handling vs MobileLLM key error." }, { "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." + "reason": "Undefined multimodal-token helpers and batched video output-shape bugs are not the same code-path issue." }, { "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." + "reason": "init_empty_weights argument handling and the torchvision requirement regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors and MXFP4 quantization fallback are different issues." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to GPT-OSS perplexity on WikiText-2." + "reason": "TrainerState token-count tracking and high perplexity on gpt-oss-20b are unrelated." }, { "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." + "reason": "Both are Qwen loading issues, but one is weight conversion under distributed loading and the other is a shape mismatch for a different VL model; not mergeable into one fix." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:29159", + "right": "issue:34567", "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." + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video OOM." }, { "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." + "reason": "Missing Float8 storage and disk-offload save failure are different failures." }, { "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." + "reason": "MXFP4 fallback to bf16 and FP8 frozen-checkpoint scaling omission are distinct quantization 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." + "reason": "Mistral regex/backend_tokenizer crash and XLMRobertaTokenizer Unigram input-type bug are different tokenizer defects." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:45538", "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." + "reason": "General model-loading regression and CLIPTokenizer model_max_length bug are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:45459", + "right": "issue:45803", "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." + "reason": "Both involve error handling, but in different components and with different root causes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version compatibility and kernels package version/revision requirements are different dependency issues." + "reason": "Torch version incompatibility and kernels package import requirements are unrelated 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." + "reason": "Llama4Config pad_token_id missing and kernels import failure are unrelated." }, { "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." + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask unboundlocal error are unrelated." }, { "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." + "reason": "A placeholder title and an isolated reproduction of another issue are not duplicates." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "One is a video-input ValueError in Qwen3OmniMoe, the other is a DiffusionGemmaGenerationOutput pipeline failure; different model and pipeline paths." + "reason": "Both are cache-related, but one is chunked-prefill recompilation and the other is max_cache_length scoping; different bugs." }, { "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." + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are unrelated." } ] }, @@ -7382,8 +7237,8 @@ "issue:45405", "issue:45488", "issue:45538", - "issue:46512", "issue:46693", + "issue:46701", "issue:46821", "issue:46832", "issue:46869", @@ -7391,245 +7246,239 @@ "issue:47332" ], "soft_pairs": [ - "issue:43749|issue:44756", - "issue:43454|issue:43577", + "issue:43540|issue:46701", "issue:33357|issue:34567", + "issue:43749|issue:44756", "issue:44568|issue:45356", + "issue:43454|issue:43577", "issue:43742|issue:44291", - "issue:43404|issue:45127", "issue:42175|issue:43824", + "issue:43404|issue:45127", "issue:28282|issue:29127", "issue:44936|issue:46821", + "issue:45137|issue:45405", "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:39379|issue:44554", "issue:42915|issue:45538", - "issue:43582|issue:47254", + "issue:44857|issue:46832", "issue:44062|issue:44991", - "issue:42915|issue:43749", + "issue:43582|issue:47254", "issue:27957|issue:28282", + "issue:42915|issue:43749", "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" + "issue:43452|issue:43582" ], - "prepared_review_unit_hash": "97e871c3fc2d9b303bbf163f129481316726f596ce8cecc92d22b26eb8a3b0f3", + "prepared_review_unit_hash": "4ec689088f0553e6573b6d2c8d4e31a8b072bf28a80fb5a41930075b83b56569", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36651, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 36635, + "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 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.", + "summary": "The cluster is highly heterogeneous; the soft-similarity edges mostly connect issues that share only a broad subsystem (tokenizers, loading, vision/video, distributed training) but not the same concrete bug. I rejected all soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the strongest representative issue here: it describes a clear, high-impact regression with a broad blast radius across multiple Qwen VL variants and a concrete version boundary.", "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_issue_reason": "issue:44479 is the best global issue candidate because it is specific, regression-oriented, and spans multiple related models, making it a useful anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43540", + "right": "issue:46701", "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." + "reason": "Different models and failure modes; both are vision/video-related but not the same underlying bug." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Mistral3 lm_head weight tying and Blip2 dtype propagation are unrelated bugs." + "reason": "Unrelated failures: MacOS bus error in CLIP vs TrainerState token counter not updating." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token-count tracking." + "reason": "Both are memory/loading problems, but one is FSDP CPU RAM loading and the other is Strix Halo mmap OOM avoidance." }, { "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." + "reason": "Both involve tokenizer behavior, but they affect different models and different code paths." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "MobileLLM key lookup failure and init_empty_weights unexpected argument error are different loading failures." + "reason": "Weight tying bug vs dtype propagation bug; not the same issue." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43742", + "right": "issue:44291", "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." + "reason": "A model-specific key error while loading vs a generic init_empty_weights argument regression." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backends installation issue and missing Qwen2_5_VL import are unrelated." + "reason": "Packaging/backend selection issue vs missing exported model class; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a Mistral3 lm_head tying bug and the other is a LoRA/extended-vocab collapse issue." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch-not-found ImportError and LayoutLMv3 box-validation messaging are unrelated." + "reason": "ImportError for missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError are different training/runtime bugs." + "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to a PEFT version pin bump." }, { "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." + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key regression are separate bugs." }, { "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." + "reason": "Both are regressions, but one is a video-input regression and the other is a long-context FA2 performance regression." }, { "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." + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded model saving." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + "reason": "Different loading paths and different failures; no shared code-path bug is evident." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level mismatch are different detection-model failures." + "reason": "Both are model correctness issues, but they concern different architectures and different internal tensors." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length bug are unrelated." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT/ZeRO-3 checkpointing error are different infra bugs." + "reason": "Two different RT-DETR bugs: AMP crash in loss vs forward failure from feature-level mismatch." }, { "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." + "reason": "AddedToken keyword duplication and tokenizer-loading regression are distinct tokenizer bugs." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading breakage are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + DeepSpeed checkpointing errors." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are unrelated." + "reason": "XLMRoberta Flash Attention 2 issue is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems entirely: FP8 config vs FSDP CPU RAM loading." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." + "reason": "Tokenizer max-length behavior and YOLO auto 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." + "reason": "Both are tokenizer-related regressions, but they affect different models and different tokenizer mechanics." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failures." + "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3OmniMoe video processing." }, { "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." + "reason": "Both are video-input problems, but they target different Qwen variants and report different failures." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to AutoImageProcessor loading from URL." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43452", + "right": "issue:43582", "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." + "reason": "GGUF tokenizer/model loading breakage is unrelated to Apple Silicon allocator warmup TypeError." } ] }, @@ -7661,7 +7510,6 @@ "issue:42175", "issue:42915", "issue:43257", - "issue:43452", "issue:43540", "issue:43577", "issue:43716", @@ -7696,6 +7544,7 @@ "issue:46399", "issue:46463", "issue:46491", + "issue:46512", "issue:46693", "issue:46701", "issue:47276", @@ -7708,239 +7557,226 @@ "issue:44987|issue:45907", "issue:42175|issue:44488", "issue:44062|issue:45081", + "issue:43577|issue:46512", "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:44849|issue:45701", "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:46463|issue:47276", "issue:43716|issue:46701", "issue:45823|issue:46463", - "issue:44737|issue:46463", "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:45672|issue:45674", "issue:43906|issue:46693", "issue:44568|issue:46491", - "issue:43577|issue:45072", "issue:24643|issue:29870", + "issue:43577|issue:45072", "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:43452|issue:44488", - "issue:43742|issue:47332" + "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "ab71acbf024995f79758f12aeec254b38cd7e621631b10ea3d61505983b0d85f", + "prepared_review_unit_hash": "f0493c5642760a8c8885cf67878c34ba651a39a7dd40d6e8f801bd2d8dcb4778", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36573, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "soft_pair_count": 28, + "serialized_chars": 36272, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "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, + "summary": "The items are mostly unrelated bug reports across different models and subsystems. None of the soft pairs look like the same underlying bug/change closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the most representative issue here: it is a concrete, well-scoped regression report with multiple affected models and a clear reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it is detailed, specific, and broad enough to anchor a real duplicate cluster if one existed.", "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." + "reason": "Trainer token accounting/state update and a custom compute_loss signature error are different training bugs on different code paths." }, { "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." + "reason": "Both involve Qwen vision/video models, but one is a broad v5.3.0 regression and the other is a specific Qwen2.5-VL position-id bug; not the same defect." }, { "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." + "reason": "Model load failure and a repo_files revision-forwarding CI break are unrelated issues." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow packaging/backends and a specific model-loading failure are unrelated." + "reason": "Packaging/backend dependency selection is unrelated to a tokenizer/model-loading failure for cjvt/sleng-bert." }, { "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." + "reason": "A tokenizer AddedToken argument collision and a Mistral regex-patching AttributeError are different tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is BLIP2 modules staying float32 while the other is stale config metadata after from_config; different fixes and code paths." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and different symptoms: SigLIP zero probabilities vs Perceiver resize/interpolation failure." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failures are different model-specific vision bugs." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Qwen3Moe FP8 config loading and disk-offloaded save failure are separate behaviors." + "reason": "Qwen3Moe FP8 loading and disk-offloaded save failures are unrelated offloading/quantization problems." }, { "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." + "reason": "PIL image processors requiring torchvision and a tokenizer regex crash are unrelated subsystems." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4-multimodal load failure do not describe the same bug." + "reason": "A failed janus generation test and a Phi-4-multimodal model load failure are not 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." + "reason": "A MobileLLM key error and a missing Float8 storage type error are unrelated loading/runtime failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are different classes of bugs." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to SmolLM3 RoPE-layer dropping." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model implementation bugs." }, { "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." + "reason": "MobileLLM loading and Qwen3-30B disk-offloaded save failures are different issues." }, { "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." + "reason": "Smollm3 RoPE-layer selection and Qwen2.5-VL still-image temporal position scaling are unrelated rotary-position bugs." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "SmolLM3 RoPE-layer behavior and Qwen3.5 kernel registration crash are different defects." + "reason": "These both mention rotary-related code, but they are different models and failure modes, so they are not the same underlying bug." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:46463", + "right": "issue:47276", "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." + "reason": "T5 decoder-input validation messaging and a synced_gpus warning message are unrelated; one is an error-path bug, the other is a warning-text issue." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are different multimodal bugs." + "reason": "An image-preprocessor dtype mismatch in Mistral-3 and a 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." + "reason": "Gemma4 device placement mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump and a stale auto_mappings reference to removed configs are not the same bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU allocation bug and T5 validation messaging are unrelated." + "reason": "XLNet CPU arange placement and T5 decoder-input validation are unrelated code paths." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "A dependency version bump and a stale auto_mappings reference are separate CI issues." + "reason": "Both are 4-bit/BitsAndBytes-adjacent, but one is a torch.finfo uint8 failure and the other is a skip_modules/default-exclusion regression; not mergeable as one PR." }, { "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." + "reason": "An isolated repro of another issue and a FlashAttention2 long-context performance regression are not the same defect." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + "reason": "Different tokenizer regressions: one affects add_special_tokens on mdeberta-v3, the other strips a leading space on CodeLlama round-trips." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Blip2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are different model-specific issues." + "reason": "DeepSpeed training weight-shape failure and BART generate() decoder_attention_mask initialization are unrelated errors." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate() decoder mask bug are unrelated." + "reason": "Both are dtype-related, but they affect different models and different inference paths; too broad to treat as the same bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech config strictness are separate config-loading bugs." + "reason": "Qwen3.5 num_labels propagation and strict config rejection for granite_speech are different configuration 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." + "reason": "Qwen3OmniMoe video-input processing and a FlashAttention2 performance regression are unrelated." } ] }, @@ -7979,12 +7815,14 @@ "issue:43688", "issue:43697", "issue:43720", + "issue:43742", "issue:43749", "issue:43906", "issue:43994", "issue:44361", "issue:44442", "issue:44466", + "issue:44488", "issue:44493", "issue:44737", "issue:44756", @@ -7998,14 +7836,12 @@ "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", @@ -8014,227 +7850,231 @@ "issue:47332" ], "soft_pairs": [ + "issue:43452|issue:44488", + "issue:43742|issue:47332", "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:43697|issue:46829", "issue:45663|issue:46846", - "issue:44737|issue:45588", - "issue:43697|issue:45216", "issue:43720|issue:44898", - "issue:44493|issue:46050", + "issue:43697|issue:45216", "issue:43653|issue:44361", + "issue:44493|issue:46050", "issue:38175|issue:43295", + "issue:44737|issue:45588", "issue:44361|issue:44442", "issue:45357|issue:45920", - "issue:43643|issue:45375", "issue:43994|issue:44898", + "issue:43643|issue:45375", "issue:43688|issue:43749", - "issue:29159|issue:33357", "issue:44821|issue:46821", + "issue:29159|issue:33357", "issue:44843|issue:44991", "issue:40444|issue:44811", - "issue:44756|issue:47332", - "issue:45372|issue:46170" + "issue:44756|issue:47332" ], - "prepared_review_unit_hash": "48efff27ba54aceba779e241d017135b89507fb130cf17d6983410de39e366e2", + "prepared_review_unit_hash": "949b2ebc2fc801d29b28ee5ba96f41f1dd553c8bc42fa51e636e77f88d958d07", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35984, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "soft_pair_count": 27, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "This is a heterogeneous cluster of closed issues spanning unrelated bugs in tokenizers, loading/saving, training, quantization, and multimodal models. None of the soft pairs look like the same underlying bug or change, so all are rejected. I picked the broad AutoTokenizer/AutoModel loading regression as the closest representative issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43452 is the broadest representative of the cluster\u2019s common loading-path failures: it affects both AutoTokenizer and AutoModelForCausalLM.from_pretrained and is more central than the model-specific or one-off regressions.", "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_issue_reason": "issue:43452 is the best single representative because it is broad, actionable, and closest to the shared loading/tokenizer theme that appears in several of the soft candidates, even though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but one is a gguf_file regression in AutoTokenizer/AutoModel, while the other is a specific model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different failure modes: KeyError while loading MobileLLM vs inability to save a disk-offloaded Qwen3-VL model." + }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Different failures: missing PyTorch import vs Trainer GPU broadcast TypeError." + "reason": "Both are runtime errors, but one is a missing PyTorch import and the other is a Trainer GPU broadcast TypeError; no shared code-path." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to an isolated reproduction of issue 38071." + "reason": "Ministral tokenizer BPE marker handling and an isolated reproduction of another issue are unrelated bugs." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights/save_pretrained regression affecting checkpoint serialization." + "accept": false, + "reason": "Both involve tied weights/save behavior, but they affect different model families and different serialization bugs." }, { "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." + "reason": "Different areas: T5 decoder input validation error message vs Gemma4 multimodal 4-bit dtype casting." }, { "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." + "reason": "Both touch AutoTokenizer loading, but one is a gguf_file breakage and the other is an offline-mode regression in mistral regex patching." }, { "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." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are unrelated trainer/loader issues." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model bugs." + "reason": "Config reload dropping rotary_pct and rope-validation type handling are different serialization/validation bugs." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "GPTNeoX config round-trip loss is unrelated to rope-validation list type handling." + "reason": "Different models and outputs: RTDetrV2 inference mismatch vs VideoPrism output field mix-up." }, { "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." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 TP plan missing linear_attn entries are distinct training/parallelism bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "CPU device placement bug in XLNet is unrelated to flash_attention crashing on s_aux=None." + "reason": "BitNet accelerate loading of packed weights and Perceiver non-default resolution handling are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: inference output changes vs incorrect Qwen3.5 checkpoint saving." + "reason": "Both are regressions, but one is inference output divergence and the other is Qwen3.5 save_pretrained corruption." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to Perceiver resolution/interpolation behavior." + "reason": "Both mention tokenizer behavior, but BigBird mask-token decode and MLuke task AttributeError are different code paths." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq save/load breakage are different serialization bugs." + "reason": "Different persistence bugs: unexpected position-id keys vs a quantized sinq model breaking after save/load." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "BigBird special-token registration and MLuke task AttributeError are not the same failure." + "reason": "Both are regression-ish, but siglip2 zero probabilities and processor.tokenizer / image-passing breakage are not the same bug." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Same broad area, but zero probabilities in SigLIP2 and processor.tokenizer regression are different code paths." + "reason": "XLNet CPU arange device bug and flash_attention s_aux=None crash are unrelated implementation errors." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task errors and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + "reason": "Both are tokenizer-related AttributeErrors, but they involve different tokenizers and different failure mechanisms." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual-encoder key serialization is unrelated to broad tokenizer token-ID regressions." + "reason": "Qwen3.5 incorrect visual encoder keys on save_pretrained and broad wrong token IDs across many models are different regressions." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Generic remote-code config field loss is not the same as the specific @strict field-drop bug in Qwen3_5MoeVisionConfig." + "reason": "Different models and symptoms: siglip2 nonsensical outputs vs Perceiver image classification failure." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Both are model-output bugs, but they concern different models and different symptoms." + "reason": "trust_remote_code config field loss and Qwen3_5MoeVisionConfig strict-drop of a field are not the same bug." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM efficient loading." + "reason": "Auxiliary-loss normalization in MoE models and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime issues." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS bus error in CLIP loading." + "reason": "AutoImageProcessor-from-URL and TimesFM window_size AttributeError are different APIs and failures." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Slow/fast tokenizer inconsistency and a Mac bus error on a CLIP model are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info patching and EMBEDDIA tokenizer load failure are different tokenizer regressions." + "reason": "Both are tokenizer loading regressions, but one is offline model_info patching and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "Multimodal IterableDataset finetuning failure is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Multiple-images-per-prompt finetuning failure and Whisper batch_decode skip_special_tokens are different multimodal/tokenizer issues." }, { "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." + "reason": "Disable mmap to avoid OOM and inability to save a disk-offloaded model are different offloading/storage problems." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -8263,7 +8103,6 @@ "issue:43525", "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", @@ -8274,19 +8113,20 @@ "issue:44464", "issue:44466", "issue:44479", - "issue:44561", "issue:44568", "issue:44625", "issue:44743", "issue:44857", "issue:44977", "issue:45356", + "issue:45372", "issue:45405", "issue:45440", "issue:45542", "issue:45701", "issue:45704", "issue:46050", + "issue:46170", "issue:46178", "issue:46402", "issue:46491", @@ -8300,15 +8140,16 @@ "issue:47254" ], "soft_pairs": [ + "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43295|issue:45356", "issue:43525|issue:46701", "issue:43688|issue:45704", - "issue:43646|issue:43749", + "issue:43756|issue:46402", "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:45542|issue:46178", - "issue:43756|issue:46402", + "issue:43646|issue:43749", "issue:43653|issue:43927", "issue:46832|issue:46932", "issue:44464|issue:44743", @@ -8316,215 +8157,214 @@ "issue:44479|issue:44625", "issue:43761|issue:47013", "issue:43761|issue:46829", - "issue:43452|issue:43577", "issue:42898|issue:46491", + "issue:43452|issue:43577", "issue:32090|issue:33666", "issue:41720|issue:44464", "issue:44466|issue:46050", - "issue:44977|issue:46693", "issue:33666|issue:36331", + "issue:44977|issue:46693", "issue:44464|issue:44977", "issue:43504|issue:43550", "issue:43688|issue:45440", - "issue:45405|issue:47254", - "issue:43643|issue:44561" + "issue:45405|issue:47254" ], - "prepared_review_unit_hash": "5137d09ab5f16a92cd48932dfc674ee38f930cbc51684d4591d1372a36b567a1", + "prepared_review_unit_hash": "203a77d4b5a6b5e85f88909bd61c0bf3b15a8d3511bf044bf0ed063b7c2c032e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35765, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "serialized_chars": 35830, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "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.", + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the issues span unrelated regressions in tokenization, training, model loading, quantization, and architecture-specific behavior. All soft pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are not one underlying bug, but many unrelated reports grouped only by broad transformer/regression vocabulary.", "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_issue_reason": "No issue is a strong global representative because none of the soft pairs are true duplicates; picking one would misrepresent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure surfaces: a mistral_common import problem for Gemma 4 vs a Windows/ROCm torch.distributed dependency issue." + }, { "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." + "reason": "Both involve RT-DETR losses, but they are different crashes in different code paths and do not look mergeable as one bug." }, { "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." + "reason": "Both are regressions, but one is processor/tokenizer access and image passing, while the other is Kimi-K2.5 codec handling." }, { "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." + "reason": "DiaConfig save/load token-id loss and a DiffusionGemma pipeline failure are unrelated bugs." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different problems in different subsystems: auxiliary-loss normalization vs an RMSNorm memory leak." + "reason": "Aux-loss normalization in MoE models is unrelated to a T5 apex FusedRMSNorm memory leak." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43756", + "right": "issue:46402", "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." + "reason": "Different models and problems: Smollm3 RoPE-layer dropping vs Sam3 text encoder weights not loading." }, { "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." + "reason": "Aux-loss normalization in MoE is not the same as a broad tokenization behavior change." }, { "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)." + "reason": "Both concern tokenizer specials, but BigBird mask-token registration and mdeberta BOS/EOS insertion are distinct tokenizer bugs." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different backend-registration failures: TensorBoard without TF vs an undefined tensorflow_text backend." + "reason": "Both touch TF backend handling, but undefined tf backend and tensorflow_text backend mapping errors are different issues." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different model-loading bugs: RoPE layer loss in Smollm3 vs Sam3 text-encoder weights not loading." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient 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." + "reason": "Tokenizer special-token registration and DiaConfig token-ID persistence are separate mechanisms." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "Different RT-DETR shape/type error vs Gemma4 quantized-embedder dtype casting issue." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized-embedder dtype casting are unrelated." }, { "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." + "reason": "Both involve generation/cache, but chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different code-path bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training vs an unrelated import error for GenerationMixin." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." }, { "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." + "reason": "Video input regression in Qwen models is not the same bug as num_labels propagation in Qwen3.5 configs." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Both are state/output handling bugs, but in different architectures and with different return conventions." + "reason": "CLIPVision hidden_states output and xLSTM train-mode unpacking are different model-specific failures." }, { "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." + "reason": "One is missing hidden_states in CLIPVisionModel, the other mis-populates hidden_states in VideoPrism output." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different load-path regressions: gguf_file breakage vs BLIP2 dtype remaining float32." + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces behavior and CodeLlama leading-space round-trip are different bugs." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43452", + "right": "issue:43577", "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." + "reason": "gguf_file loading breakage and Blip2 dtype staying float32 are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training setup." + "reason": "Both mention training, but _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are different distributed issues." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different symptoms and paths: device-map cuda assert vs chunked generation inconsistency under compiled forward." + "reason": "cudaErrorAssert on auto device mapping and compiled chunked generation inconsistency are separate problems." }, { "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." + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both involve FA2/generation, but one is incorrect generation output and the other is a performance regression in long-context generation." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the CustomTrainer.compute_loss signature change." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Multi-GPU training issue vs Trainer.compute_loss signature mismatch; not the same underlying bug." + "reason": "Both involve flash-attention, but one is a Qwen3.5 generation correctness bug and the other is a long-context performance regression." }, { "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." + "reason": "Chunked compiled generation and flash-attention generation are not the same underlying defect." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model-specific loading vs torch.compile/SDPA execution failure." + "reason": "Legacy-field loading for Beit and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different model correctness bugs: auxiliary loss normalization vs DeepSeekV3MoE divergence from remote implementation." + "reason": "MoE auxiliary-loss normalization is not the same as DeepseekV3MoE diverging 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." + "reason": "A dependency version bump being unavailable on PyPI is unrelated to a PEFT + DeepSpeed checkpointing error." } ] }, @@ -8554,7 +8394,6 @@ "issue:42796", "issue:43278", "issue:43295", - "issue:43334", "issue:43493", "issue:43504", "issue:43525", @@ -8562,6 +8401,7 @@ "issue:43577", "issue:43606", "issue:43611", + "issue:43643", "issue:43688", "issue:43720", "issue:43782", @@ -8573,6 +8413,7 @@ "issue:44488", "issue:44514", "issue:44554", + "issue:44561", "issue:44610", "issue:44625", "issue:44704", @@ -8583,7 +8424,6 @@ "issue:45290", "issue:45405", "issue:45491", - "issue:45759", "issue:45823", "issue:46002", "issue:46050", @@ -8597,16 +8437,17 @@ "issue:47332" ], "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43278|issue:43688", "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:44625|issue:47276", + "issue:43782|issue:46693", "issue:43504|issue:44610", "issue:43720|issue:44361", + "issue:44484|issue:44704", "issue:43577|issue:44554", "issue:43611|issue:46846", "issue:43525|issue:43572", @@ -8614,207 +8455,206 @@ "issue:28218|issue:33357", "issue:44514|issue:45290", "issue:43493|issue:43825", - "issue:45823|issue:46050", "issue:44977|issue:46209", + "issue:45823|issue:46050", "issue:45491|issue:46002", "issue:39692|issue:43295", - "issue:44554|issue:46365", "issue:44488|issue:44843", + "issue:44554|issue:46365", "issue:43994|issue:46192", - "issue:42796|issue:44977", "issue:45405|issue:47332", - "issue:43334|issue:45759" + "issue:42796|issue:44977" ], - "prepared_review_unit_hash": "4235e32f912f055d0d438a0061d4e6f3fd1c2ab043de95f8a807cd4a72f0b929", + "prepared_review_unit_hash": "2221887afb0980c52750989a49591e3eee1aa904b7a51498d95efd4c89b46fe5", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35370, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "serialized_chars": 35318, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 }, "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, + "summary": "This cluster is heterogeneous: most soft edges are superficial matches on broad themes like tokenizers, loading, configs, or generation, but they describe different root causes and code paths. I would reject all listed soft duplicates.", + "confidence": 0.92, "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_issue_reason": "issue:43643 is the clearest standalone bug report in the set, but there is no true duplicate cluster here; the items span unrelated regressions.", "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", + "left": "issue:43643", + "right": "issue:44561", "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." + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models; different failures." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Unrelated bugs: dtype drift in embedding layers versus incorrect auxiliary-loss normalization." + "reason": "Different bugs in different model families: dtype drift in evaluation vs auxiliary-loss normalization." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Qwen3-VL weight-only loading error is a model-loading issue; FA2 long-context slowdown/regression is a generation performance issue." + "reason": "Both are generation-cache problems, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for specific architectures." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Packed-weight loading in BitNet and DiaConfig token-ID persistence are separate failures in different subsystems." + "reason": "Different loading failures: legacy config field in Beit vs packed-weight unpacking in BitNet/accelerate." }, { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:43720", + "right": "issue:43927", "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." + "reason": "One is packed-weight loading during accelerate; the other is config save/load losing custom token IDs and causing generation errors." }, { "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." + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs DiaConfig serialization losing token IDs." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 label propagation and a misleading continuous-batching warning are different issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "These are different APIs and symptoms: save_pretrained shard-size behavior versus AutoProcessor not forwarding kwargs to cached_file." + "reason": "Qwen3VL weight_only loading error is unrelated to the FA2 long-context performance regression." }, { "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." + "reason": "Different mismatches: Beit preset loading with a legacy field vs OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share the same underlying bug." + "reason": "Different failure modes in different models: BitNet packed weights vs MLukeTokenizer attribute errors on tasks." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard size defaults, the other about AutoProcessor forwarding kwargs to cached_file." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype not honoring requested precision and an MPS attention correctness issue are unrelated." + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base-model-prefix loading regression and Qwen3.5 tensor-parallel plan omissions are different code paths and failure modes." + "reason": "Both touch model loading in v5, but one is base_model_prefix compatibility and the other is tensor-parallel plan entries for Qwen3.5." }, { "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." + "reason": "Similar symptom class, but different configs, different missing fields, and likely different fixes." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + "reason": "Phi-4 multimodal loading regression is unrelated to the PEFT version bump issue." }, { "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." + "reason": "Tokenizer spacing bug vs Mac bus error on CLIP are completely different problems." }, { "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." + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False vs 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." + "reason": "SigLIP2 implementation mismatch and an incorrect pipeline error message are unrelated." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Gemma4 device-mismatch with device_map=\"auto\" and sinq quantized save/load breakage are different problems." + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as FP8 inference failure on B200." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different hardware/backend issues." + "reason": "Device-mismatch during forward with device_map=auto is unrelated to sinq quantization save/load breakage." }, { "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." + "reason": "Both mention NaNs, but they affect different model components and scenarios." }, { "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." + "reason": "Documentation example mistakes are not the same as a regression in processor.tokenizer/image handling." }, { "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." + "reason": "Model load failure for cjvt/sleng-bert is unrelated to offline-mode breakage from an unconditional model_info() call." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "SigLIP2 producing nonsense outputs and return_tensors being ignored when text_kwargs is passed are unrelated API bugs." + "reason": "MPS attention correctness and Trainer import failures due to datasets are unrelated." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral and Qwen3.5 flash-attention generation problems do not share the same code path." + "reason": "SigLIP2 inference quality issue is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "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." + "reason": "PEFT version pinning and disk-offloaded Qwen3-VL saving are different issues." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:42796", + "right": "issue:44977", "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." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation failures do not share a concrete code-path bug." } ] }, @@ -8877,6 +8717,7 @@ "issue:45357", "issue:45520", "issue:45584", + "issue:45759", "issue:45812", "issue:46050", "issue:46209", @@ -8887,8 +8728,9 @@ "issue:46832" ], "soft_pairs": [ - "issue:43646|issue:44466", + "issue:43334|issue:45759", "issue:43278|issue:43701", + "issue:43646|issue:44466", "issue:44568|issue:46489", "issue:43278|issue:43844", "issue:43334|issue:43572", @@ -8898,234 +8740,240 @@ "issue:46209|issue:46710", "issue:43572|issue:44291", "issue:43504|issue:43606", - "issue:44589|issue:45520", "issue:43824|issue:44589", + "issue:44589|issue:45520", "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:44849|issue:46209", + "issue:44849|issue:45357", "issue:44464|issue:45584", - "issue:42490|issue:43696", + "issue:43873|issue:46050", "issue:15354|issue:38175", "issue:43844|issue:44964", + "issue:42490|issue:43696", "issue:42947|issue:43381", "issue:29159|issue:32090", "issue:28218|issue:34567" ], - "prepared_review_unit_hash": "cda558a754faccf68462937d224791c6246e101f142aa3ac40d113aa183a420f", + "prepared_review_unit_hash": "ae37e1401536d48dd601427a2767ae4a5583904b5340db67b93ec6b1e7d3fa55", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36327, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37224, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 }, "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.", + "summary": "This cluster is heterogeneous: most pairs share only superficial theme overlap (tokenizer/model loading/generation/training) and do not look like the same underlying bug. No PRs are present. The strongest issue candidate is the Granite tokenizer regression because it is broad, concrete, and likely to attract duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:45812` is the most broadly scoped, concrete regression here: it affects all Granite models, has a clear tokenizer symptom, and is the most likely duplicate magnet.", "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_issue_reason": "`issue:45812` is the best representative issue for this cluster because it is high-impact, well-scoped, and actionable compared with the other mostly isolated model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: custom model initialization vs. inconsistent lm_head serialization. Same release window/subsystem is not enough." + "reason": "Both involve Qwen multimodal config/loading, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different code paths and fixes." }, { "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." + "reason": "BF16 dtype drift in eval vs checkpoint resume key mismatch are unrelated training-state bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and `lm_head.weight` serialization inconsistency are different issues affecting different stages." }, { "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)." + "reason": "Both are tokenizer bugs, but they concern different models and different failure modes; not the same underlying defect." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Unrelated training behavior: embedding dtype drift versus gradient blow-up under ZeRO-3." + "reason": "Embedding dtype change in evaluation and gradient explosion with ZeRO-3 are distinct behaviors with different causes." }, { "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." + "reason": "Both mention pad-token-related config breakage, but they target different configs and compatibility problems." }, { "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." + "reason": "Different tokenizer families and symptoms; Granite wrong IDs is not the same as mDeBERTa BOS/EOS omission." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/model failures with different symptoms; no evidence they share the same underlying defect." + "reason": "One is save/load losing custom token IDs, the other is a task-time AttributeError in MLukeTokenizer; no shared bug." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as a ZeRO-3 gradient anomaly." + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model parity issue, while the other is a training instability with DeepSpeed." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference OOM on B200 and a DeepSeek accuracy regression are unrelated." + "reason": "GPU FP8 inference failure and DeepSeek accuracy regression after upgrade are different problem types." }, { "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." + "reason": "Both are init/load compatibility regressions, but one is a missing config field and the other is an unexpected constructor argument." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure for Beit is unrelated to CPU-offload device mismatch in Bark." + "reason": "Legacy preset loading for BEiT and CPU offload device mismatch for Bark are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Storage-object TypeError and Python 3.13 flash_attn import KeyError are distinct environment/runtime issues." + "reason": "Missing import for a Qwen model class and a Float8 storage lookup failure are unrelated import/runtime errors." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "ImportError for a missing class and Float8 storage lookup failure are different breakages." + "reason": "Float8 storage object lookup and `flash_attn` import key error are separate environment/runtime issues." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size handling and RT-DETR feature-level mismatch are different model-specific bugs." + "reason": "Different models, different forward-path errors, and no evidence of a shared underlying bug." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both are model-structure regressions, but they affect different architectures and error paths." + "reason": "Both are structural/model key regressions, but they affect different architectures and different missing/renamed fields." }, { "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." + "reason": "BEiT legacy-field loading and BigBird tokenizer special-token registration are unrelated." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count limit error and accuracy regression are unrelated." + "reason": "Category cardinality limit and accuracy regression after upgrade are not the same issue." }, { "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." + "reason": "Both mention CI/device behavior, but one is CPU offload mismatch and the other is a stale test override." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys do not share the same root cause." + "reason": "SigLIP2 nonsensical outputs and position-id unexpected key warnings are different regressions." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "One is an output_hidden_states bug; the other is incorrect save_pretrained visual-encoder key serialization." + "reason": "Dtype mismatch in bfloat16 inference and RT-DETR feature-level mismatch are separate model-forward issues." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Different subsystems and different failure modes: dtype mismatch versus backbone/output shape mismatch." + "reason": "Qwen3.5 `output_hidden_states` bug and FP8 B200 inference failure are unrelated." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Quantization/offloading problems are related at a high level, but these are different code paths: offload behavior vs save/load corruption." + "reason": "Both are Qwen3.5-related, but one is hidden-state behavior and the other is incorrect save_pretrained key serialization." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are unrelated generation bugs." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different generation paths and models." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "A path warning on local model loading is unrelated to CUDA OOM on GPT-oss-20b." + "reason": "Quantization/offloading behavior and save/load corruption after `sinq` quantization are related only broadly, not the same bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript `GeneratorExp` scripting 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." + "reason": "DeepSpeed gradient instability and Phi-4 multimodal load failure are different subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." }, { "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." + "reason": "Both concern gradient checkpointing, but one says it is ineffective with LoRA and the other says it cannot be used in eval mode; different fixes." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and Trainer broadcast TypeError do not share the same underlying bug." + "reason": "Tokenizer fast/slow inconsistency and Trainer `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing and num_input_tokens_seen not updating are unrelated issues." + "reason": "Added-token spacing and `num_input_tokens_seen` not updating are unrelated tokenizer vs trainer-state issues." } ] }, @@ -9199,8 +9047,8 @@ ], "soft_pairs": [ "issue:46399|issue:46846", - "issue:45229|issue:45823", "issue:45084|issue:45520", + "issue:45229|issue:45823", "issue:47013|issue:47254", "issue:45200|issue:45229", "issue:44849|issue:47145", @@ -9210,18 +9058,18 @@ "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:43065|issue:46369", "issue:43295|issue:43450", + "issue:44977|issue:46701", "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:45406|issue:46121", "issue:43540|issue:45200", "issue:43295|issue:44610", "issue:44186|issue:46192", @@ -9229,214 +9077,208 @@ "issue:45823|issue:46192", "issue:43572|issue:43957" ], - "prepared_review_unit_hash": "4d535bf7a68e728f03189e71716314745acb907ed5f5241895ec7ababc24ddca", + "prepared_review_unit_hash": "eaef078c6d7c52aee3981664ab0a9988944d147b1904b41d8163fd0eece45d3b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36143, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "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.", + "summary": "The soft pairs are mostly topical lookalikes, not true duplicates. They span unrelated failures across attention, multimodal serving, quantization, checkpointing, config, and model-specific regressions, so there is no safe single duplicate cluster here.", "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_issue_reason": "No single issue cleanly subsumes the set; the apparent overlaps are mostly superficial (same model family or subsystem) but point to different code paths and failure modes.", "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_issue_reason": "Issue 44977 is the strongest standalone report to anchor on because it is concrete, user-facing, and directly names a flash-attention generation failure; however, it still does not represent the others as duplicates.", "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." + "reason": "Same model family, but one is a kernel-registration crash and the other is a TP-plan OOM/shape issue; different bugs." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45084", + "right": "issue:45520", "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\"." + "reason": "A generic compile error is not the same as a Python 3.13 flash_attn import lookup failure." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different failures: template-node compilation error vs flash_attn import KeyError on Python 3.13." + "reason": "Both are Gemma4-related, but OOM during multi-GPU inference is distinct from a device-mismatch forward crash." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "Unrelated code paths: xLSTM train-mode unpacking bug vs PEFT/DeepSpeed checkpointing error." + "reason": "xLSTM train-mode unpacking and PEFT/DeepSpeed checkpoint errors are unrelated code paths." }, { "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." + "reason": "Text-only mm_token_type_ids behavior is unrelated to a multi-GPU CUDA OOM." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale loading corruption are different bugs." + "reason": "A hidden-states regression is not the same as missing FP8 weight_scale application on load." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling crash and sinq save/load breakage are distinct issues." + "reason": "Flash-attention sinkless-model attribute crash and sinq save/load corruption are different defects." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 implementation drift and resume_from_checkpoint key mismatch do not share the same bug." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different model/pipeline bugs." + "reason": "Invalid generation config for GLM-5 is unrelated to the DiffusionGemma image-text pipeline failure." }, { "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." + "reason": "Both involve serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." }, { "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." + "reason": "A CUDA assert on auto device mapping is not an accuracy regression after upgrade." }, { "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." + "reason": "MPS attention correctness with mismatched head dims is unrelated to a flex_attention import version check." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-support import failure and meta-device model-loading breakage are separate compatibility bugs." + "reason": "Flash-attention utility import failure and meta-device loading breakage are different loading/initialization problems." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "SAM3 dummy Conv2d structure and SAM3 LiteText memory overflow are not the same issue." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape handling are different multimodal preprocessing bugs." + "reason": "Processor.tokenizer regression and batched video-shape handling are separate multimodal bugs." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the DiffusionGemma pipeline issue." }, { "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." + "reason": "Whisper word-timestamp decoding and empty-chat-template handling are distinct crash paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are entirely different topics." + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." }, { "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." + "reason": "A flash-attention generation bug is not the same as an accuracy regression after a version upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatch CI failures do not match Wav2Vec2 save/tokenization failures." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less crash and Qwen multimodal config unwrapping are different defects." + "reason": "A flash_attention.py sinkless-model crash is unrelated to composite Qwen config unwrapping." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different issues." + "reason": "Custom processor regression and quantization offloading issues are different problems." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and rope-validation TypeError are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size access." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different model/config bugs." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON-list handling are unrelated." }, { "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." + "reason": "Qwen3OmniMoe video processing and Gemma4 text-only token-type defaults are different bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Transformer processor regression and OmDet-Turbo input-size mismatch are unrelated preprocessing bugs." + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo producing the wrong input resolution." }, { "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." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." }, { "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." + "reason": "Batched video shape errors and Qwen2 TP OOM are different subsystems and failure modes." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and meta-device loading breakage are different regression classes." + "reason": "A config-field regression in StableLm is unrelated to meta-device model loading breakage." } ] }, @@ -9472,6 +9314,7 @@ "issue:43278", "issue:43295", "issue:43334", + "issue:43335", "issue:43450", "issue:43452", "issue:43493", @@ -9479,6 +9322,7 @@ "issue:43526", "issue:43550", "issue:43653", + "issue:43819", "issue:43824", "issue:43844", "issue:43856", @@ -9490,14 +9334,12 @@ "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", @@ -9506,14 +9348,13 @@ "issue:46234", "issue:46285", "issue:46512", - "issue:46894", - "issue:46899" + "issue:46894" ], "soft_pairs": [ "issue:43550|issue:43844", + "issue:37428|issue:43824", "issue:45520|issue:46178", "issue:29870|issue:29942", - "issue:37428|issue:43824", "issue:45200|issue:45823", "issue:42490|issue:43493", "issue:43295|issue:43493", @@ -9523,218 +9364,218 @@ "issue:44521|issue:45290", "issue:43278|issue:43856", "issue:28218|issue:35141", - "issue:45381|issue:46209", "issue:43824|issue:43975", + "issue:45381|issue:46209", "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:43452|issue:46512", "issue:44561|issue:46234", - "issue:45200|issue:46899", "issue:43526|issue:46192", + "issue:43819|issue:44112", "issue:45200|issue:45325", - "issue:44898|issue:45412" + "issue:43335|issue:43550" ], - "prepared_review_unit_hash": "346bd68872122aa4720a579e693b6d84812b0530f34900e1cef53194a37a1e26", + "prepared_review_unit_hash": "04c402b455ca670d7dd09730680a0eaa6ce22ead81717c3f764dcc601c622280", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36634, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36018, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "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.", + "summary": "This cluster is heterogeneous: the soft pairs share some vocabulary or subsystem areas, but none look like the same underlying bug or fix. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44521 is the best anchor in this set: it is active, broadly impactful, and describes a concrete regression in a core multimodal API with multiple references.", "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_issue_reason": "Issue 44521 is the strongest standalone issue here because it is open, well-scoped, and likely to attract the most direct follow-up work on a user-facing API regression.", "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." + "reason": "Both involve training/model execution problems, but one is a torch.compile+SDPA model bug and the other is a DeepSpeed ZeRO-3 gradient issue; different code paths and fixes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they target unrelated symbols and models: a flash-attention utility import versus Qwen2.5-VL class export." }, { "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." + "reason": "Different import-system failures in different modules: Python 3.13 flash_attn lookup versus BACKENDS_MAPPING validation for tensorflow_text." }, { "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." + "reason": "A Bart generate() UnboundLocalError is unrelated to Flash Attention 2 test failures; same area of generation/testing, not the same bug." }, { "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." + "reason": "Both are Gemma4-related, but one is a missing mm_token_type_ids default and the other is a device placement mismatch under device_map=\"auto\"." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + "reason": "A trailing-slash import warning for local models is unrelated to a SigLIP2 HF-vs-JAX implementation 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." + "reason": "The first is a v4.57.5 regression around processor.tokenizer and images; the second is a SigLIP2 behavior mismatch with JAX. Different defects." }, { "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." + "reason": "Documentation example errors are not the same as return_tensors being ignored when text_kwargs is passed explicitly." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to the Qwen2.5-VL import error." + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are different model families and different failure modes." }, { "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." + "reason": "Both mention pad_token_id, but they affect different configs/models (Qwen3-VL vs Llama4) and likely require separate fixes." }, { "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." + "reason": "Both touch apply_chat_template, but one produces all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." + "reason": "Training/evaluation dtype drift and Qwen3 MoE memory usage are unrelated bugs with different mechanisms." }, { "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." + "reason": "Tokenizer spacing after an added token is a tokenization issue; embedding reinitialization after resize is a model initialization/tie-weights issue." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL video position-id bug is unrelated to FP8 inference failing on B200." + "reason": "An import failure for Qwen2.5-VL is unrelated to DeepSeek coder detokenization in v5." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Missing Qwen2_5_VL import is unrelated to DeepSeek-Coder detokenization regression." + "reason": "Qwen2.5-VL rope/position-id logic and FP8 inference failure on B200 are different code paths and not a single bug." }, { "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." + "reason": "Audio chat-template sampling-rate defaults and batched video output shape are unrelated processor bugs." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU arange/device bug is unrelated to the CohereASR double-shift training-loss issue." + "reason": "XLNet CPU placement in relative positional encoding is unrelated to the CohereASR training-loss double-shift bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek-Coder detokenization and flash_attn import KeyError are different subsystems and failures." + "reason": "Tokenizer detokenization regression and a flash_attn import KeyError are distinct 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." + "reason": "Both involve tied weights, but one is inconsistent serialization of lm_head.weight and the other is LoRA merge collapse with extended vocabulary; not the same concrete bug." }, { "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." + "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test with a stale device override." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIPTextModel structural inconsistency." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure changes are separate regressions." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "gguf_file loading breakage is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Both are speech-tokenizer related, but they fail in different places: AutoTokenizer loading versus save_pretrained/tokenization for a specific Wav2Vec2 model." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "AutoTokenizer failing to load FastSpeech2ConformerTokenizer is separate from Wav2Vec2 save_pretrained/tokenization failure." + "reason": "gguf_file loading failures and from_config(dtype=...) leaving config.dtype stale are unrelated APIs with different symptoms." }, { "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." + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils symbol regressions." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Both are multimodal/gemma-related, but mm_token_type_ids defaults and unsafe 4-bit dtype casts are different concrete bugs." + "reason": "BeitImageProcessorFast reduce_labels truncation and return_tensors being ignored in text_kwargs are unrelated preprocessing bugs." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels returning one label is unrelated to return_tensors being ignored with explicit text_kwargs." + "reason": "DAC.from_latents mismatch with forward due to missing STE is unrelated to the GraniteSpeech CI stale-device test." }, { "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." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL still-image temporal position scaling are different multimodal issues." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release bug are unrelated." + "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to Bamba-9B-v2 compile/SDPA failures." } ] }, @@ -9765,7 +9606,6 @@ "issue:37428", "issue:38175", "issue:41720", - "issue:42490", "issue:43335", "issue:43388", "issue:43425", @@ -9777,17 +9617,16 @@ "issue:43653", "issue:43819", "issue:43827", - "issue:43854", "issue:43901", "issue:44112", "issue:44206", - "issue:44448", + "issue:44351", "issue:44466", "issue:44610", - "issue:44743", "issue:44792", "issue:44855", "issue:44857", + "issue:44898", "issue:45083", "issue:45200", "issue:45412", @@ -9805,18 +9644,19 @@ "issue:46566", "issue:46821", "issue:46858", + "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:43819|issue:44112", - "issue:43335|issue:43550", - "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:45200|issue:46899", "issue:41720|issue:46209", + "issue:45200|issue:46932", "issue:44610|issue:44857", "issue:43819|issue:45083", - "issue:44792|issue:45563", - "issue:43606|issue:45083", "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:44792|issue:45563", "issue:43335|issue:43653", "issue:44857|issue:45593", "issue:43827|issue:43901", @@ -9828,232 +9668,225 @@ "issue:29942|issue:32090", "issue:43335|issue:43504", "issue:43611|issue:44466", + "issue:43550|issue:44112", "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" + "issue:37428|issue:44351", + "issue:46431|issue:46566" ], - "prepared_review_unit_hash": "ee0977e6baa72572b6529e147bee27d5a162cb7d11b8095b0ab8b14b3f0548b0", + "prepared_review_unit_hash": "48a611dd76ec5508c94834a2a239a60423e24b2821010d82a8a9b9f08108409a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37353, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "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.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad library/model vocabulary, not the same underlying bug or fix. I would not merge any of the soft-similarity pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43335 is a concrete, self-contained model/configuration bug and is as reasonable an anchor as any in this otherwise unrelated set.", "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_issue_reason": "issue:43335 is the clearest representative issue here, but the cluster overall does not look like a true duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44898", + "right": "issue:45412", "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." + "reason": "Different failures: Perceiver resize/interpolation behavior vs RT-DETR memory not being released." }, { "left": "issue:45200", - "right": "issue:46932", + "right": "issue:46899", "accept": false, - "reason": "Both Gemma-related but distinct problems: missing mm_token_type_ids vs dtype casting for quantized embedders." + "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaults and the other is a quantized vision/audio dtype-cast bug." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different models and failure modes: Qwen3 auto device mapping assert vs FP8 inference on B200." + "reason": "Both mention GPU/device issues, but one is Qwen3 auto device mapping cudaErrorAssert and the other is FP8 inference on B200/SM>=100." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, different bug: missing mm_token_type_ids vs quantized embedder dtype casting." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different code paths: OmDet processor image sizing vs LwDetr AMP loss crash." + "reason": "Different code paths and symptoms: processor output size mismatch vs LwDetrImageLoss AMP/CUDA 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." + "reason": "Different components and logic: DAC latent reconstruction vs qwen3_omni_moe feature length helper." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Janus image generation test failure is unrelated to a stale warning in paged generate()." + "reason": "Unrelated import error for a missing flash-attention helper vs a broad Torch 2.10 compatibility complaint." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length arithmetic." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length computation." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both mention imports/versioning, but one is a missing flash-attention symbol and the other is Torch 2.10 incompatibility." + "reason": "Different issues around generation/image tests vs a stale warning for paged generate()." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different models and bugs: sparse layer config creation vs BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer creation bug vs BigBirdTokenizer special-token registration/decoding bug." }, { "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." + "reason": "Different model failures: AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss behavior 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." + "reason": "Both are docs-related, but they reference different pipeline APIs and different behavior changes." }, { "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." + "reason": "ImportError due to missing PyTorch backend vs 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." + "reason": "Different multimodal/config shape bugs: unwrapping text_config 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." + "reason": "Different cache/config behaviors: stale model.config.dtype after from_config vs TimesFM window_size attribute error." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Siglip2 probability behavior is unrelated to RT-DETR memory reclamation." + "reason": "Unexpected zero probabilities in a classifier vs RT-DETR memory retention; no shared code-path bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different failures in different pipelines: unsupported feature-extractor arg vs Whisper empty-transcription generation." + "reason": "Different regressions: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and root causes: SwitchTransformers sparse-layer bug vs Beit legacy-field loading bug." + "reason": "Different model initialization bugs: SwitchTransformers sparse layer creation vs Beit legacy field loading failure." }, { "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." + "reason": "One is a model-loading breakage with base_model_prefix; the other is device-dependent lm_head serialization." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs a stale GraniteSpeech device-override CI test." }, { "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." + "reason": "Different batching/metrics bug vs BeitImageProcessorFast label reduction bug." }, { "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." + "reason": "Cache config max_cache_length behavior is distinct from static-cache seq-length tensor arithmetic under torch.compile." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing issue is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Python 3.13 JIT parsing/IndentationError vs feature-length helper behavior in qwen3_omni_moe." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Completely different bugs: SwitchTransformers config vs qwen3_omni_moe output-length helper." + "reason": "Completely different subsystems: SwitchTransformers config construction vs qwen3_omni_moe helper arithmetic." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No shared underlying code path; config instantiation bug vs CI device override test." + "reason": "Different bug classes: model config instantiation vs a CI test using stale device overrides." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Different models and failures: SwitchTransformers config bug vs bark-small CPU offload mismatch." + "reason": "SwitchTransformers sparse-layer creation is unrelated to bark-small CPU offload device 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." + "reason": "Both are import/dependency issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm/torch.distributed dependency handling." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different model behavior regressions: Pegasus output mismatch vs recurrent-state reset in qwen3_5 modular code." + "reason": "Different import failures: missing flash attention helper vs missing HybridCache symbol." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Path-trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test loading failure." + "reason": "Chat-template availability error is unrelated to DiffusionGemma weights staying on meta with device_map=auto." } ] }, @@ -10087,7 +9920,6 @@ "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", "issue:42490", @@ -10100,9 +9932,9 @@ "issue:43720", "issue:43819", "issue:43825", + "issue:43854", "issue:44112", "issue:44206", - "issue:44351", "issue:44360", "issue:44448", "issue:44493", @@ -10110,31 +9942,33 @@ "issue:44521", "issue:44561", "issue:44617", + "issue:44743", "issue:44779", "issue:44857", "issue:45072", "issue:45083", - "issue:45127", - "issue:45245", "issue:45290", "issue:45310", + "issue:45459", "issue:45478", "issue:45588", "issue:45823", "issue:45859", + "issue:46234", "issue:46326", "issue:46697" ], "soft_pairs": [ - "issue:37428|issue:44351", + "issue:42490|issue:43854", + "issue:44448|issue:44743", "issue:44617|issue:46697", "issue:45290|issue:46326", - "issue:43819|issue:44493", "issue:34689|issue:35141", "issue:45588|issue:45859", + "issue:43819|issue:44493", "issue:39692|issue:43526", - "issue:43606|issue:44857", "issue:44514|issue:44521", + "issue:43606|issue:44857", "issue:29127|issue:32090", "issue:39692|issue:44493", "issue:44206|issue:45823", @@ -10145,211 +9979,217 @@ "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:44857|issue:45072", "issue:38175|issue:44493", - "issue:43550|issue:45083", "issue:42490|issue:43575", + "issue:43550|issue:45083", "issue:44360|issue:44561", - "issue:45127|issue:45245" + "issue:45459|issue:46234" ], - "prepared_review_unit_hash": "70090eb0d3ea7ab2f92faf1b4da35811e1de7414ea0e2730202be47f2474cba9", + "prepared_review_unit_hash": "0046d83b31270f7dcab35888593097af28cd479ea50c7a1f5ad2878de7bbcfe7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35234, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "soft_pair_count": 28, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 }, "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.", + "summary": "The set is mostly a heterogeneous mix of unrelated issues. Only one soft pair is a clear duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression; issue:45478 is a later duplicate with the same title and problem.", "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_issue_reason": "issue:45310 is the strongest canonical issue candidate because it is the clearest exact duplicate target and has the fuller description of the shared Qwen3.5 MoE loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but one is a local-path warning and the other is a GLM-4.7-Flash test loading failure; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Both are import-related, but they fail on different symbols (`_flash_supports_window_size` vs `HybridCache`) and likely different breakages." + "reason": "Different models, different code paths, and different failure modes (v4/v5 output drift vs recurrent state reset)." }, { "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." + "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR image over-padding." }, { "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." + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` behavior for mistral_common tokenizers." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading failure for Llama vision is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to token-embedding reinitialization after resize." }, { "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." + "reason": "Both are MoE/attention-related runtime issues, but the concrete code paths differ: flash attention aux handling vs CPU-offload rotary embedding." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to BEiT fast processor label reduction behavior." + "reason": "DAC latent mismatch and unexpected position-id keys are unrelated bugs." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Device mismatch under CPU offload is not the same bug as float16 AMP crashing in `LwDetrImageLoss`." + "reason": "Different image-processor/documentation problems; no shared underlying defect." }, { "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." + "reason": "Same general API family, but one is a batching crash with padding=False and the other is an assistant mask bug for multimodal inputs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device-mismatch with CPU offload is not the same as float16 AMP loss crashing on CUDA." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error clarity and Trainer `_gpu_broadcast_one` NoneType failures are unrelated." + "reason": "LayoutLMv3 error-message clarity and `_gpu_broadcast_one` NoneType support 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." + "reason": "SigLIP2 docs/example issues are unrelated to unexpected position-id keys across many 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." + "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 PLE device-map mismatch." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast errors." + "reason": "Tokenizer spacing after added tokens is unrelated to trainer broadcast type errors." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to `apply_chat_template` crashes." + "reason": "Dtype drift between train/eval and a v5 pipeline error message are unrelated." }, { "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." + "reason": "Checkpoint key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are different failures." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight handling in accelerate loading is unrelated to a stale GraniteSpeech device override test." + "reason": "Packed-weight loading in BitNet and a stale CI test in GraniteSpeech do not share the same bug." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and symptoms: Pegasus v4/v5 output differences vs DeepSeek tokenizer regressions." + "reason": "Pegasus v4/v5 output differences are unrelated to Deepseek tokenizer regression." }, { "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." + "reason": "Old DistilBert issue and torch.jit generator-expression export error are unrelated." }, { "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." + "reason": "Same title, same model family, same `transformers>=5.4.0` from_pretrained regression; clear duplicate." }, { "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." + "reason": "Checkpoint-resume iterator failure and FineWeb training not starting are too different to be the same defect." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS bus error with CLIP are unrelated failures." + "reason": "Trainer broadcast NoneType error is unrelated to MacOS bus error with a CLIP model." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings." + "reason": "Different mixed-precision issues in different models and subsystems." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe length helper behavior are different code-path issues." + "reason": "Zero probabilities in SigLIP2 is not the same as unexpected position-id keys." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning and Qwen2-57B-A14B tp OOM are unrelated." + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." }, { "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." + "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` breaking remote-code models are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and category-count overflow are different defects." + "reason": "Tokenizer protobuf error masking and missing import_utils availability helper are different issues." } ] }, "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." + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft pair (issue:45310 / issue:45478) is well-supported by the identical title and matching Qwen3.5 MoE from_pretrained regression. The remaining pairs are reasonably judged unrelated or at least not clearly the same bug." }, "evaluator_used": true, "retried": false, @@ -10404,15 +10244,15 @@ "issue:44855", "issue:44871", "issue:44977", + "issue:45127", "issue:45229", + "issue:45245", "issue:45290", "issue:45381", - "issue:45459", "issue:45593", "issue:45698", "issue:45920", "issue:46192", - "issue:46234", "issue:46399", "issue:46424", "issue:46655", @@ -10420,51 +10260,51 @@ "issue:47276" ], "soft_pairs": [ - "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:27957|issue:34689", "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:44464|issue:46424", "issue:29870|issue:33290", "issue:44448|issue:44977", - "issue:43257|issue:43299", "issue:43278|issue:43381", + "issue:43257|issue:43299", "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:44977|issue:45229", "issue:45920|issue:46192", - "issue:44530|issue:47276", "issue:44561|issue:44779", + "issue:44530|issue:47276", "issue:42490|issue:43873", "issue:43873|issue:45229", "issue:29127|issue:34567", + "issue:43381|issue:43701", "issue:44871|issue:44977", "issue:33357|issue:39692", - "issue:43381|issue:43701", "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "47958d95128b725b388aeab1c01bcdc0c0d819c96a43dddcae624344cb6636b3", + "prepared_review_unit_hash": "c61accbf69d2002bc47ebbeb424af1a2394402c06112ae9e10255238a2ab806a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36964, + "serialized_chars": 36962, "estimated_input_tokens": 9241, "estimated_eval_tokens": 18738 }, @@ -10473,192 +10313,192 @@ "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.", + "summary": "All proposed soft pairs are false positives: they are only superficially similar and do not appear to be the same underlying bug or change. No PRs are present in the set, and the issues are too heterogeneous to form a real duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across tokenization, generation, multimodal processing, trainer behavior, and install/runtime errors, and none of the soft pairs describe the same concrete defect.", "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_issue_reason": "No single issue is a good global representative because there is no true duplicate group here; the nearest-looking pairs still diverge by model, subsystem, or failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45127", + "right": "issue:45245", "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." + "reason": "LoRA/extended-vocab collapse is unrelated to the 2^24 category-limit runtime error; different subsystem and failure mode." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression are distinct problems." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection problems: auxiliary losses vs an infeasible RTDetr loss assignment failure." + "reason": "Missing auxiliary losses in D-FINE with denoising off is not the same as RTDetrLoss producing an infeasible cost matrix." }, { "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." + "reason": "FA2 test failures and embedding reinitialization after resize are separate code paths with different symptoms." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generation hits an UnboundLocalError, while the other is a Trainer distributed broadcast TypeError." + "reason": "BART generate() unbound decoder_attention_mask and Trainer NoneType broadcast errors are unrelated runtime bugs." }, { "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." + "reason": "BF16->FP32 drift during evaluation is not the same as undefined video-token helper variables in multimodal token counting." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention helper import and missing TensorFlow backend packaging are unrelated." + "reason": "Missing flash-attention utility import and TensorFlow being absent from a torch-only install are different packaging/runtime issues." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both touch generation/caching, but one is compiled-forward chunked generation inconsistency and the other is quantized-cache length handling." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video vision_position_ids bug affect different multimodal paths." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Chat template tool-call crashes and Qwen2.5-VL video vision_position_ids issues are distinct multimodal bugs." + "reason": "Chunked generation mismatch with compiled forward is not the same as max_cache_length only applying to Quantized Cache." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "A generation-time BART error is unrelated to a DeepSpeed Adafactor OOM." + "reason": "A generation-time mask initialization bug is unrelated to an Adafactor/deepspeed out-of-memory report." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different model-specific regressions: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are different regressions." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43278", + "right": "issue:43381", "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." + "reason": "Evaluation dtype change for embeddings is not the same as prohibiting gradient checkpointing in eval mode." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Eval-mode dtype behavior and a gradient-checkpointing eval restriction are different issues." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Qwen3VL MoE model loading are not the same failure." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast of NoneType and Adafactor OOM under DeepSpeed are unrelated failures." + "reason": "Trainer broadcast of NoneType and OOM with Adafactor in deepspeed have different causes and fixes." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset finetuning and BeitImageProcessorFast label reduction are different vision-processing bugs." + "reason": "Qwen2.5-VL finetuning with multi-image iterable data and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change has nothing to do with distributed Trainer broadcast errors." + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer GPU broadcast of NoneType." }, { "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." + "reason": "Assistant tool-call chat templating crash and SmolVLM video padding are separate multimodal bugs." }, { "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." + "reason": "Python 3.13 import parsing failure in DebertaV2 and a missing decorator for Qwen3.5 kernel registration are different issues." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different problems." + "reason": "DiaConfig losing custom token IDs on save/load is not the same as loading the wrong custom module after save_pretrained." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "One is config token IDs being lost on save/load; the other is custom module resolution after save_pretrained." + "reason": "Flash-attention generation correctness and Gemma4 multi-GPU CUDA OOM are different failure modes." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer wrong-token-ID regression and return_tensors being ignored are different tokenizer API bugs." + "reason": "Wrong token IDs from AutoTokenizer and return_tensors being ignored are distinct tokenizer API regressions." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "PagedAttentionCache crashing on Qwen3.5 and a misleading synced_gpus warning are not the same issue." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is separate from DeepSeek tokenizer regressions." + "reason": "PagedAttentionCache crashing on linear_attention is not the same as a misleading warning message in continuous batching." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization offloading failure are unrelated." + "reason": "Trailing-slash import warning and quantization offloading not working are separate loading/placement issues." }, { "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." + "reason": "Quantization offloading problems do not match a multi-GPU CUDA OOM report for Gemma4." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token counter updates are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated concerns." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatches are different trainer behaviors." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "Gemma eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation issues." }, { "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." + "reason": "MacOS bus error loading a CLIP model and SigLIP2 documentation/example errors are not the same 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." + "reason": "Pegasus output regression and lm_head.weight serialization differences depend on different model/version behavior." } ] }, @@ -10717,7 +10557,6 @@ "issue:44977", "issue:45198", "issue:45229", - "issue:45372", "issue:45412", "issue:45440", "issue:45491", @@ -10736,248 +10575,241 @@ "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:45588|issue:45823", "issue:41720|issue:45229", - "issue:44206|issue:44479", "issue:29870|issue:34689", - "issue:45198|issue:45803", + "issue:44206|issue:44479", "issue:43611|issue:46121", - "issue:44568|issue:45491", - "issue:43412|issue:45588", + "issue:45198|issue:45803", "issue:44077|issue:47276", "issue:43653|issue:44743", - "issue:44977|issue:45563", "issue:43653|issue:44442", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43412|issue:45588", "issue:43756|issue:45440", "issue:44265|issue:45198", "issue:42915|issue:42994", - "issue:43065|issue:43994", "issue:43575|issue:43701", + "issue:43065|issue:43994", "issue:29127|issue:33357", "issue:42490|issue:43381", - "issue:45491|issue:46693", "issue:43065|issue:45412", + "issue:45491|issue:46693", "issue:43575|issue:44387", "issue:29127|issue:35141", - "issue:43994|issue:45412", - "issue:45372|issue:45588" + "issue:43994|issue:45412" ], - "prepared_review_unit_hash": "d3189d32cc985980ab1570ee73aaed3cd67bf23ba275b4851f06ed8a75afd84f", + "prepared_review_unit_hash": "8ff6501c41037cb1566a41d6f37b51c81ead9fa421d3108b7ea013be4fcf2231", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37094, - "estimated_input_tokens": 9274, - "estimated_eval_tokens": 18804 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "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.", + "summary": "This is a false-positive similarity cluster: the issues span unrelated tokenizer, loading, generation, quantization, cache/compile, and model-specific backend regressions. None of the soft pairs look like the same underlying bug or change.", "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_issue_reason": "No single canonical duplicate really fits because the set is heterogeneous. If one representative is needed, issue 46693 is the broadest and most user-facing regression in the group (FA2/long-context performance after 5.2.0), but it does not subsume the other reports.", "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_issue_reason": "Issue 46693 is the strongest standalone representative: it is broadly impactful, tied to a clear regression, and has substantial discussion/inbound attention. It is still not a duplicate umbrella for the rest of the cluster.", "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." + "reason": "Both involve cache/compile behavior, but one is about lazy cache initialization causing recompilation and the other about a device-tensor seq_length breaking slice arithmetic on non-CUDA backends. Different root causes 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." + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER/padding crashes versus Wav2Vec2 save_pretrained/tokenization failures." }, { "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." + "reason": "Unrelated subsystems: Flash Attention 2 test failures versus image processor handling of void segmentation maps." }, { "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." + "reason": "Different bugs: embedding dtype drift in eval versus tensor-parallel OOM when loading a specific Qwen2 model." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures: MLukeTokenizer attribute errors versus Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer and the other is a Wav2Vec2 save/tokenization failure; not the same bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "A Python-version compatibility break is not the same as a DeepSeekV3 implementation divergence." + "reason": "Python-version compatibility regression versus a model-implementation divergence for DeepseekV3MoE; no shared code-path bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Both are CUDA OOM/assert symptoms, but they affect different models and likely different causes; too broad to merge." + "reason": "One crashes in flash_attention integration when s_aux is None; the other is a device-mapping mismatch in Gemma4 PLE. Different concrete failures." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "A feature-extractor argument regression is unrelated to a video-input regression in Qwen VL models." + "reason": "Both are GPU inference/OOM-adjacent, but one is a cudaErrorAssert with auto device mapping and the other is multi-GPU CUDA OOM for Gemma4; distinct issues." }, { "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." + "reason": "Bart generate() hits an UnboundLocalError, while Llama 3.2 Vision model loading breaks in a different release path. No common bug." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44206", + "right": "issue:44479", "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." + "reason": "Both are regressions, but one is a feature extractor unsupported-argument crash and the other is a video-input regression across Qwen VL variants." }, { "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." + "reason": "Model loading with base_model_prefix is unrelated to rope-parameter validation failing on a JSON-loaded list." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Executorch export errors and flash-attention sink handling are unrelated and would not be fixed by one PR." + "reason": "Wav2Vec2 tokenization/save failures are not the same as FuyuBatchFeature swallowing exceptions in convert_to_tensors()." }, { "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." + "reason": "PatchTSMixer post_init policy and a misleading synced_gpus warning are unrelated behaviors." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen recurrent-state reset with cache are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are entirely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but one is a BigBird special-token decode issue and the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "MdeBERTa special-token insertion is unrelated to Gemma3 NaN embeddings from sliding-window attention on mixed-length batches." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation breakage and a stale warning in paged generate() are different issues." + "reason": "A flash-attention generation bug and a stale warning in paged generate() are not the same underlying problem." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is FastSpeech2Conformer tokenizer loading." + "reason": "ExecuTorch export failures in Gemma3n and a flash_attention AttributeError with s_aux=None are separate bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both mention model-implementation mismatches, but they concern different architectures and distinct behavior gaps." + "reason": "Both mention model divergence/behavior differences, but they involve different architectures and distinct implementation mistakes." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "torch.export exportability with torch_compilable_check is 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." + "reason": "Both are quantization-related, but one is a FineGrainedFP8Config failure during model use and the other is a quantized-model save failure." }, { "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." + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and nonsensical AutoModel/pipeline results for SigLIP2 are different model-specific issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 box/message clarity and a MacOS bus error on community CLIP 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." + "reason": "A path-with-trailing-slash import warning is not the same as gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43065", + "right": "issue:45412", "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." + "reason": "Dummy layer implementation in Sam3PixelDecoder and RT-DETR memory not being released are different problems." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "A placeholder Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are unrelated bugs." + "reason": "Both involve attention/long-context behavior, but one is NaN embeddings from all-padding windows and the other is a performance regression after 5.2.0; not the same bug." }, { "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." + "reason": "Both can end in OOM, but one is tensor-parallel loading of a specific model and the other is increased reserved memory under int4 quantization. Different root causes." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-info error messaging and embedding reinitialization in post_init are unrelated." + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resizing are unrelated model-initialization issues." }, { "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." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and RT-DETR memory retention are unrelated." } ] }, @@ -11052,25 +10884,26 @@ ], "soft_pairs": [ "issue:43526|issue:47217", + "issue:45372|issue:45588", "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:43421|issue:45491", + "issue:43066|issue:44462", "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:45372|issue:45459", + "issue:43526|issue:45834", "issue:33290|issue:34689", + "issue:45250|issue:46640", "issue:27957|issue:29127", - "issue:43526|issue:46693", "issue:33290|issue:35141", + "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:43994|issue:46369", "issue:43381|issue:43873", @@ -11081,208 +10914,214 @@ "issue:46121|issue:46399", "issue:43316|issue:47312" ], - "prepared_review_unit_hash": "a2adad5c917bc80c661c519069dc531b83b0d20d7327e30b7e3384c73f67378e", + "prepared_review_unit_hash": "fa0a6ec088e490aa80b3152daf2a482bd9b65895d9f1f86766f14a8f7abd04a2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36178, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "soft_pair_count": 30, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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.", + "summary": "No soft pair looks like the same underlying bug or change; most pairs only share a broad model family or subsystem name (e.g. Qwen, Gemma, Flash Attention, tokenizer) but describe different failures and code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44514 is the most concrete, self-contained bug report in this set, with a specific crash condition, clear affected class, and a focused code path.", "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_issue_reason": "issue:44514 is the strongest standalone issue for triage because it is narrowly scoped, reproducible, and directly actionable.", "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." + "reason": "Different failures in different areas: BeitImageProcessorFast label reduction vs VL placeholder handling." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import error vs flash_attention sinkless-model crash; unrelated code paths." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 processor loading failure and DiffusionGemma pipeline failure are different code paths." + "reason": "Gemma4Processor missing attribute vs DiffusionGemma pipeline output issue; not the same bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "DeepSeek MoE implementation divergence vs D-FINE auxiliary-loss behavior; unrelated model bugs." }, { "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." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window failure are different issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." + "reason": "Tokenizer load failure vs dtype mismatch in bfloat16 inference; no shared concrete code path." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation." + "reason": "Qwen3.5 num_labels propagation vs Whisper empty transcription crash after token alignment." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking vs leftover dummy class cleanup; unrelated." }, { "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." + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings in sliding-window batching." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Tokenizer protobuf exception handling is unrelated to leftover dummy PT classes." + "reason": "Wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct defects." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC/memory release and sam3-litetext memory overflow are not the same defect." + "reason": "RT-DETR memory release/leak issue vs SAM3 LiteText memory overflow; different models and failure modes." }, { "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." + "reason": "Both involve Gemma, but one is an import/dependency problem and the other is a processor attribute bug." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale generate warning are unrelated." + "reason": "Category-count runtime error vs stale paged-generate warning; unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different bugs." + "reason": "Flash Attention 2 support for XLMRoberta vs Adafactor OOM in deepspeed; different subsystems." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 import failure and protobuf-masked tokenizer errors do not share the same failure path." + "reason": "Gemma processor import breakage vs protobuf tokenizer error masking; no shared bug." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Flash Attention support for XLM-Roberta and deepspeed Adafactor OOM are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug/change." + "reason": "Optimizer OOM vs model loading regression; unrelated." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Optimizer OOM and model-loading breakage for Llama 3.2 Vision are different issues." + "reason": "Generic FA2 topic overlap only; no evidence of the same concrete issue." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FA2 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "FA2 on XLMRoberta vs LayoutLMv3 box-validation error message; different bugs." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Label-array reduction and FA2 long-context performance regression are distinct." + "reason": "Training OOM with Adafactor/deepspeed vs embedding reinitialization after resize." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Adafactor OOM and embedding reinitialization on resize are different bugs." + "reason": "Image processor label reduction vs FA2 long-context performance regression." }, { "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." + "reason": "Specific import error for a missing export vs generic dependency issue; too broad to be the same bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 bad outputs and sam3-litetext memory overflow are unrelated." + "reason": "Siglip2 bad inference results vs SAM3 memory overflow; unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different code paths." + "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading not working." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are unrelated." + "reason": "LwDetr float16/CUDA crash vs flash_attention s_aux=None AttributeError." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different problems." + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight shape mismatch; different models and errors." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." + "reason": "Flash-attention sinkless crash vs TimesFM window_size AttributeError; no overlap beyond generic runtime failure." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched processor padding crash and wrong vision_position_ids are different Qwen2.5-VL bugs." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError with a JSON-loaded list is unrelated to kernel registration/decorator failure." + "reason": "RoPE validation TypeError with JSON-loaded list vs Qwen3.5 kernel registration failure." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API mismatch and kernels 0.16 incompatibility are different issues." + "reason": "Gemma3TextConfig API discrepancy vs kernel compatibility issue; unrelated." } ] }, @@ -11319,6 +11158,7 @@ "issue:43525", "issue:43550", "issue:43575", + "issue:43606", "issue:43643", "issue:43646", "issue:43701", @@ -11343,7 +11183,6 @@ "issue:44977", "issue:44987", "issue:45137", - "issue:45216", "issue:45245", "issue:45325", "issue:45440", @@ -11360,8 +11199,8 @@ "issue:43262|issue:44206", "issue:44743|issue:44811", "issue:45325|issue:46697", - "issue:44977|issue:45245", "issue:43646|issue:44077", + "issue:44977|issue:45245", "issue:43761|issue:45859", "issue:43720|issue:44442", "issue:42175|issue:46234", @@ -11370,210 +11209,210 @@ "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:44062|issue:45907", "issue:25251|issue:28282", + "issue:44964|issue:45440", "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" + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "b1c020980bb6c97428dcf432e84cc24bc94d4f9a87f666e8af8fe9da95fe23ac", + "prepared_review_unit_hash": "2bd03fe22acb0a065d525f91c583d8491c0b9410d0da19841ce0c7a9a9c8e648", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35875, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "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.", + "summary": "This set is not a true duplicate cluster: the soft pairs mostly link unrelated issues across different models, features, and subsystems. I rejected every soft edge because none appear to describe the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is appropriate here because the items are heterogeneous and the proposed soft pairs do not collapse to one shared root cause.", "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_issue_reason": "No issue is globally suitable as a canonical representative; the cluster spans unrelated problems, so any single issue would be arbitrary.", "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." + "reason": "Different areas and failure modes: tokenizer loading for FastSpeech2Conformer vs Perceiver image classification padding/interpolation." }, { "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." + "reason": "Both touch audio processing, but one is a chat-template sampling-rate default and the other is an unsupported `center` argument in a feature extractor." }, { "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." + "reason": "Unrelated bugs: Qwen3.5 recurrent-state caching vs Whisper `batch_decode()` ignoring `skip_special_tokens`." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different vision-model preprocessing bugs with no shared concrete code path." + "reason": "Both involve image/video preprocessing math, but they are distinct model-specific bugs with different code paths and symptoms." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Flash-attention generation bug vs categorical-cardinality runtime error; unrelated." + "reason": "`Transformers 5.0.0` custom model init breakage is a broad API regression; `patchtsmixer` `post_init` is a specific model-configuration policy issue." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44977", + "right": "issue:45245", "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." + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the category-count `RuntimeError`." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and subsystems: CLIPVision hidden states vs Qwen MoE rotary embedding offload compatibility." + "reason": "CLIPVisionModel hidden-state regression and Qwen3_5Moe CPU-offload rotary embedding incompatibility are different code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate loading/packed weights issue vs tokenizer loading failure; no overlap." + "reason": "BitNet accelerate-loading/unpacked-weights bug is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." }, { "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." + "reason": "Packaging/backends issue for TensorFlow in `.[torch]` install is unrelated to a missing `is_falcon_mamba_ssm_available` import utility." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning vs recurrent-state cache reset; unrelated." + "reason": "Local-path import warning and Qwen recurrent-state reset are different bugs in unrelated subsystems." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support issue vs Bart generate decoder mask bug; different bug classes." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to BART generate-time `decoder_attention_mask` initialization." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different models and regressions: patchtsmixer init policy vs Qwen video input handling." + "reason": "`patchtsmixer` `post_init` policy and Qwen video-input regression are unrelated model-specific issues." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Offloading/quantization regression is unrelated to Gemma eos_token_id config mismatch." + "reason": "Quantization/offloading behavior and Gemma eos-token configuration mismatch do not share the same bug." }, { "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." + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is unrelated to documentation still referencing removed pipelines." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs GPTNeoX rotary_pct reload regression; different configuration bugs." + "reason": "`trust_remote_code` missing fields in `AutoConfig` and GPTNeoX rotary_pct reload persistence are separate config bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern composite config APIs, but they target different behaviors and model families." + "reason": "Both relate loosely to multimodal config handling, but one is an API discrepancy in `Gemma3TextConfig` and the other is `from_config` not unwrapping `text_config`." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence; not the same code path." + "reason": "AddedToken special-argument duplication is unrelated to `list_repo_files` failing to forward `revision`." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output-shape bug vs missing PyTorch import error; unrelated." + "reason": "Pipeline `top_k` nesting bug is unrelated to an ImportError about missing PyTorch." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression and DeepSeekV3MoE divergence from remote implementation are different model-specific issues." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different config issues: Gemma3TextConfig API mismatch vs missing Llama4Config pad_token_id attribute." + "reason": "`Gemma3TextConfig` API mismatch and missing `pad_token_id` on `Llama4Config` are not the same defect." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL weight-shape mismatch; unrelated load failures." + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model-loading regression with newer transformers vs backend mapping missing tensorflow_text; different subsystems." + "reason": "Loading a specific model on transformers>=5.1.0 and a backend-mapping error for `tensorflow_text` are unrelated." }, { "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." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque error; different failure sources." + "reason": "Python 3.13 TorchScript parsing/indentation issue in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Shape mismatch on load vs incorrect save_pretrained checkpoint serialization; different stages and causes." + "reason": "`3d_parallel.py` execution failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different operational problems." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch vs CPU/CUDA numerical divergence; unrelated." + "reason": "resume-from-checkpoint key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA result divergence." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to resume-from-checkpoint key mismatch." } ] }, @@ -11612,13 +11451,12 @@ "issue:43441", "issue:43452", "issue:43575", - "issue:43606", "issue:43646", - "issue:43701", "issue:43716", "issue:43742", "issue:43761", "issue:43825", + "issue:43931", "issue:44077", "issue:44079", "issue:44162", @@ -11632,6 +11470,7 @@ "issue:44792", "issue:44871", "issue:44913", + "issue:45216", "issue:45584", "issue:45698", "issue:45803", @@ -11648,8 +11487,8 @@ ], "soft_pairs": [ "issue:43575|issue:43742", + "issue:43931|issue:45216", "issue:44190|issue:44496", - "issue:43606|issue:43701", "issue:43761|issue:44079", "issue:27957|issue:32090", "issue:44442|issue:45803", @@ -11658,8 +11497,8 @@ "issue:43295|issue:44871", "issue:43761|issue:44188", "issue:43232|issue:43388", - "issue:43295|issue:43825", "issue:44871|issue:45584", + "issue:43295|issue:43825", "issue:16998|issue:22355", "issue:43316|issue:43716", "issue:44521|issue:47217", @@ -11675,196 +11514,196 @@ "issue:45803|issue:46365", "issue:43352|issue:46640" ], - "prepared_review_unit_hash": "af40ca0c142e19517aba3533a65c7250b8dd36a60f3c1056e1cd28a2bda1f2e2", + "prepared_review_unit_hash": "fed7c78fcce59b4cb61b1ea9346c3dfef44d9859ad44dbef84db94625c439d71", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35653, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "serialized_chars": 35714, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: 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, + "summary": "No pair looks like a true duplicate or mergeable PR-equivalent. The soft matches are mostly superficial title similarity across different bugs, models, or code paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue is supported here: the candidate issues span unrelated subsystems and failure modes, so there isn't one underlying bug to consolidate around.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the strongest general representative by activity and inbound references, but it is still not a duplicate hub for the rest of the set.", "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." + "reason": "Both are model-loading failures, but one is TP/OOM on Qwen2-57B and the other is a KeyError on MobileLLM-125M; different bugs and code paths." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43931", + "right": "issue:45216", "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." + "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; not the same defect." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs resume_from_checkpoint key mismatch; unrelated functionality." + "reason": "A dataset-loading script failure is unrelated to an unrecognized model/config.json error." }, { "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." + "reason": "One is CLIPVisionModel returning hidden_states=None; the other is a general ModelOutput key-assignment bug. Related area, different underlying issue." }, { "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." + "reason": "Flash Attention support for XLM-Roberta is unrelated to a Trainer broadcast TypeError." }, { "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." + "reason": "Tokenizer loading failure and a tensor-conversion exception swallow bug are unrelated." }, { "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." + "reason": "Both mention warnings, but one is a local-path import warning and the other is a synced_gpus message in continuous batching; different problems." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states wiring bug vs Gemma4 quantized embedder dtype casting; different models and fixes." + "reason": "One is an output field mismatch in VideoPrism classification; the other is dtype casting for Gemma4 quantized embedders." }, { "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." + "reason": "A processor/tokenizer API regression is not the same as an 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." + "reason": "Hidden-states output regression and attention-kernel divergence under torch.compile are separate bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different paths." + "reason": "Generation kwarg syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "A regression in custom model initialization is not the same as an incorrect pipeline error message about translation support." + "reason": "Different model families and different failure modes: eos_token_id config vs Whisper empty-transcription generation." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch vs Whisper empty transcription after align_special_tokens; different models and root causes." + "reason": "Custom model init regression and a pipeline error-message bug do not share the same code-path problem." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a 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." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are different issues." }, { "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." + "reason": "Both are multimodal/template-related, but one is assistant_masks generation and the other is image-placeholder handling in user text; not the same bug." }, { "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." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate serialization problems." }, { "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." + "reason": "A broad Transformers 5 custom-model init break is not the same as GPTNeoXConfig 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." + "reason": "Both are import-related, but one is a missing availability helper and the other is a kernels version/revision requirement in pipelines." }, { "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." + "reason": "gguf_file loading breakage is unrelated to an unrecognized model/config.json error." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." + "reason": "An optional post_init policy issue is not the same as non-persistent buffers being filled with 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." + "reason": "An eos_token_id mismatch and a quantized save/load regression are different defects." }, { "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." + "reason": "Both touch chunked generation/compile behavior, but one is inconsistent outputs and the other is spurious recompilation from cache initialization; not the same bug." }, { "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." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention support for Ministral-3 are separate model 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." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." + "reason": "A Fuyu tensor-conversion bug is unrelated to importing Trainer being blocked by 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." + "reason": "A model-specific Flash Attention 2 incompatibility is not enough to merge with a vague generic Flash Attention 2 issue." } ] }, @@ -11894,7 +11733,6 @@ "issue:41950", "issue:42490", "issue:43065", - "issue:43388", "issue:43475", "issue:43504", "issue:43525", @@ -11903,7 +11741,6 @@ "issue:43572", "issue:43650", "issue:43673", - "issue:43688", "issue:43931", "issue:44060", "issue:44190", @@ -11915,6 +11752,7 @@ "issue:44617", "issue:44743", "issue:44792", + "issue:44855", "issue:44913", "issue:44964", "issue:44977", @@ -11923,6 +11761,7 @@ "issue:45381", "issue:45405", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", @@ -11941,10 +11780,10 @@ "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:45381|issue:47217", "issue:44792|issue:44977", + "issue:45542|issue:46234", "issue:43504|issue:45698", "issue:45632|issue:46424", "issue:44479|issue:47217", @@ -11954,201 +11793,201 @@ "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:45127|issue:45200", "issue:41950|issue:43475", "issue:43673|issue:44743", "issue:43650|issue:46202", "issue:44190|issue:44964", - "issue:43388|issue:43688", - "issue:44792|issue:45405" + "issue:44792|issue:45405", + "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "a37f54355fe062fa6bc641a961de98f186423e3fd74435f85b2972833c8ac22f", + "prepared_review_unit_hash": "4375bb9b9a981be631556a665a841f92cb83640f0ef28e382f0381223a92dec0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35365, - "estimated_input_tokens": 8842, - "estimated_eval_tokens": 17940 + "serialized_chars": 35409, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "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, + "summary": "These items are largely unrelated issues that only share broad subsystem/themes (pipelines, VL models, caching, config/loading). I found no soft-edge pair that is the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it has the highest discussion/inbound activity and describes a concrete, broadly impactful loading bug with a clear code-path failure.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45698 is the best single issue here because it is specific, high-signal, and appears to affect model loading behavior in a user-visible way with broader fallout than the others.", "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." + "reason": "Same family (SAM3) but different failures: a dummy layer choice in PixelDecoder vs CUDA OOM in Sam3Video." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched chat-template crash are different processor bugs." + "reason": "Different models and code paths: Qwen3OmniMoe video processing vs Qwen2.5-VL batched chat-template padding crash." }, { "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." + "reason": "Different models and symptoms: OmDet-Turbo input sizing mismatch vs Sam3-LiteText memory overflow." }, { "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." + "reason": "Unrelated bugs: StableLmConfig missing pad_token_idx vs a backend registration error for tensorflow_text." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Tensorboard/TensorFlow backend handling and missing is_falcon_mamba_ssm_available are different dependency/export issues." + "reason": "Both are VL-related, but one is video position IDs and the other is image-placeholder handling in user text; not the same bug." }, { "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." + "reason": "Different models and failure modes: Janus image-generation test vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "No shared underlying change: TensorBoard/TensorFlow backend setup vs a missing import_utils availability helper." }, { "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." + "reason": "Both involve loading/saving, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained." }, { "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." + "reason": "Completely different cache-related topics: trust_remote_code cache-path collision vs cache max length only applying to quantized cache." }, { "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." + "reason": "One is a broad video-input regression across Qwen VL variants; the other is a placeholder-in-user-text failure. Related area, not same defect." }, { "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." + "reason": "Janus generation test failure and SAM3 auto_mappings CI break 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." + "reason": "Different problems: non-persistent buffers corrupted in v5 vs GPTNeoX rotary_pct not persisting on reload." }, { "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." + "reason": "Both touch training loss, but they affect different models and different loss computations; not a mergeable duplicate." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated issues." + "reason": "Pipeline output-shape bug vs XLMRoberta Flash Attention 2 support; no same code-path failure." }, { "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." + "reason": "Llama4Config pad_token_id omission and Qwen3-MoE sliding_window behavior are unrelated." }, { "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." + "reason": "Different domains: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." }, { "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." + "reason": "Resizing embeddings reinitialization bug is unrelated to local-path slash import warnings." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression and VL placeholder handling are not the same underlying bug." + "reason": "FA2 long-context performance regression is not the same as VL placeholder parsing failure." }, { "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." + "reason": "Model weight-shape mismatch on load vs incorrect tied-weights warning in Qwen3-Next; different defects." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Gemma mm_token_type_ids defaulting are distinct 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." + "reason": "Both involve SAM3/video, but one is processor selecting image processors and the other is a missing output attribute." }, { "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." + "reason": "Generation cache omission in chunked_prefill and Qwen3.5 recurrent-state reset are different cache bugs." }, { "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." + "reason": "The titles indicate unrelated topics; no shared underlying bug." }, { "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." + "reason": "Local dataset loading in a training script vs loading a multimodal model preset are unrelated." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and OLMoE/GPT-Oss auxiliary-loss normalization are unrelated training bugs." + "reason": "A Janus test failure and a minimum-version packaging issue are clearly different." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Janus test failure and PEFT minimum-version bump are not the same underlying problem." + "reason": "Python 3.13 import parsing error in DebertaV2Model vs flash_attention sink-less model crash; different code paths." } ] }, @@ -12178,10 +12017,11 @@ "issue:39692", "issue:41720", "issue:43065", - "issue:43295", "issue:43335", + "issue:43388", "issue:43550", "issue:43644", + "issue:43688", "issue:43827", "issue:43854", "issue:43994", @@ -12198,7 +12038,6 @@ "issue:44933", "issue:45072", "issue:45245", - "issue:45276", "issue:45362", "issue:45381", "issue:45406", @@ -12221,252 +12060,221 @@ "issue:47321" ], "soft_pairs": [ - "issue:44855|issue:45588", + "issue:43388|issue:43688", "issue:29870|issue:35141", "issue:46082|issue:46697", - "issue:45072|issue:46932", "issue:43827|issue:43994", + "issue:45072|issue:46932", "issue:45245|issue:46858", "issue:43644|issue:44913", + "issue:43335|issue:44855", "issue:44617|issue:45584", "issue:46399|issue:47312", - "issue:43335|issue:44855", - "issue:44869|issue:46832", "issue:44734|issue:45406", + "issue:44869|issue:46832", "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:45563|issue:45584", "issue:39692|issue:47321", "issue:45381|issue:46655", - "issue:43065|issue:44610", "issue:44242|issue:46897", + "issue:43065|issue:44610", "issue:44933|issue:45362", "issue:43335|issue:44190", "issue:44617|issue:46369", "issue:44479|issue:44734", - "issue:39692|issue:44190", - "issue:43295|issue:45276" + "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "abfe927500cc6368871d41bf0db1341d32449f8b490287a22b404077ad060806", + "prepared_review_unit_hash": "58565940ef35a2fe38469c20972e0b23859b1044a17103ae9a172c25de306fed", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36618, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "soft_pair_count": 30, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "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.", + "summary": "The candidate pairs are mostly loose topical similarities, not true duplicates. They span unrelated subsystems and failure modes, so I reject every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the items are heterogeneous and do not form one underlying bug cluster.", "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_issue_reason": "No global best issue for duplicate triage; there is no shared root cause across the set, so any choice would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different subsystems and failures: Python 3.13 import/IndentationError vs flash-attention AttributeError on sink-less models." + "reason": "One is a metric-gathering bug with tuple labels; the other is auxiliary-loss normalization. Different code paths and symptoms." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: generation-time UnboundLocalError vs token embedding resize/output embedding reinitialization." + "reason": "BART generate() mask initialization vs embedding resize/post_init reinitialization are unrelated bugs." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Different components and symptoms: config validation for head_dim vs image processor over-padding." + "reason": "Config validation for head_dim is unrelated to image processor over-padding." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and code paths; not the same bug." + "reason": "Docs still referencing pipeline() after removals is not the same as a SigLIP2 model/pipeline correctness bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Docs referencing removed pipeline API is unrelated to a model/pipeline output quality bug." + "reason": "Both mention dtype, but they concern different models and different casting failures; not the same concrete bug." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Different failures: categorical-cardinality runtime error vs cache length returning a device tensor." + "reason": "Category-count overflow and cache sequence-length tensor arithmetic are unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoXConfig rotary_pct persistence on reload." + "reason": "Non-persistent buffer initialization bug vs config round-trip issue; different mechanisms." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation logic and a Python 3.13 import/IndentationError are unrelated." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "OOM in Sam3Video vs Whisper empty-transcription decode crash; no shared code path." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription decode crash are different bugs." }, { "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." + "reason": "Kernel registration missing decorator vs kernels version incompatibility are related only broadly, not the same fixable code-path bug." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different areas and symptoms: SwitchTransformers sparse-layer config bug vs DebertaV2 import parsing error." + "reason": "KV-cache tensor indexing in serve is unrelated to a missing processor attribute." }, { "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." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are different areas and failure modes." }, { "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." + "reason": "Both involve trust_remote_code cache loading, but one is cache-path collision and the other is FileNotFoundError; not clearly the same 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." + "reason": "Flash-attention auxiliary-state handling and xLSTM return-value unpacking are unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen video-position-id regression is unrelated to Sam3-litetext memory overflow." + "reason": "Video position IDs in Qwen2.5-VL and memory overflow in Sam3-litetext are not the same underlying issue." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on auto device mapping is unrelated to the 2^24 category limit error." + "reason": "CUDA assert during auto device mapping is unrelated to the category limit runtime error." }, { "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "Docs pipeline cleanup has no overlap with an AMD quark class update issue." + "reason": "Documentation cleanup and an AMD quark class update issue do not share the same code-path bug." }, { "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." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." }, { "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." + "reason": "Pipeline top_k output nesting and BART decoder mask assignment are different generate/evaluation bugs." }, { "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." + "reason": "GLM-4.7-Flash test loading problem and Janus image-generation test failure are separate model-specific issues." }, { - "left": "issue:39692", - "right": "issue:47321", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 docs/model usage errors are unrelated to an AMD quark class update." + "reason": "A stale warning in paged generate() is not the same as a Whisper empty-transcription crash." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "Both are video/image processor bugs, but the concrete defects differ: wrong vision_position_ids vs incorrect padding calculation." + "reason": "SigLIP2 docs/example failures and AMD quark class updates are unrelated." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "Both touch video preprocessing, but one is wrong vision_position_ids and the other is incorrect padding calculation; different fixes." }, { "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." + "reason": "Auxiliary-loss omission and double-shift training loss are both loss bugs but in different models and different logic." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to the image-classification script's local dataset loading issue." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor resolution mismatch are unrelated." }, { - "left": "issue:45276", - "right": "issue:43295", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Gemma4 embedding resize behavior is unrelated to the processor.tokenizer regression in transformers v4.57.5." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." } ] }, @@ -12495,6 +12303,7 @@ "issue:35141", "issue:42175", "issue:42796", + "issue:43295", "issue:43317", "issue:43404", "issue:43526", @@ -12525,10 +12334,8 @@ "issue:45542", "issue:45584", "issue:45600", - "issue:45632", "issue:45803", "issue:45907", - "issue:46234", "issue:46421", "issue:46489", "issue:46697", @@ -12541,12 +12348,13 @@ ], "soft_pairs": [ "issue:44779|issue:46489", + "issue:43295|issue:45276", "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:47145|issue:47321", "issue:43854|issue:44964", "issue:44462|issue:45907", "issue:44112|issue:45600", @@ -12554,98 +12362,103 @@ "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:45290|issue:46752", "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:43404|issue:45216", "issue:42796|issue:44521", + "issue:44737|issue:45803", "issue:44938|issue:45542", - "issue:44496|issue:47217", - "issue:45632|issue:46234" + "issue:44496|issue:47217" ], - "prepared_review_unit_hash": "bb2cf9affc899da6b66c74403be60cd8c9b5aae8ecf244be6fa55b33a68542f6", + "prepared_review_unit_hash": "508d078bc648f2e9fb5cc9a9d0e9968e4199d4d071e60adc788804dba12ed6f3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36545, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "serialized_chars": 35989, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "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.", + "summary": "This cluster is mostly a collection of unrelated issue reports. I only see one likely duplicate pair: the two DeepSeek tokenizer regressions in v5. The rest differ by model family, subsystem, or failure mode, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer output becoming incorrect on transformers v5+, affecting the same tokenizer code path; the second looks like a model-specific manifestation/gap of the same regression." + }, + { + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both are DeepSeek tokenizer problems, but they affect different model families/versions and describe different tokenization failures." + "reason": "Both involve model/token embedding behavior, but one is a regression around processor/tokenizer access and image input handling while the other is a Gemma4 resize_token_embeddings bug." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image processors and different bugs: label reduction vs over-padding." + "reason": "Different image-processor bugs: one is label reduction returning only one label, the other is over-padding in Swin2SR." }, { "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." + "reason": "Both mention cache/chunked prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is a lazy-init recompilation issue; different failure modes." }, { "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." + "reason": "Both are Qwen3.5 save_pretrained-related, but one is LoRA/extended-vocab collapse and the other is incorrect visual-encoder key serialization." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Completely different failures: Qwen3OmniMoe video input validation vs serve KV-cache continuation tensor indexing." + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "FP8 weight_scale loading corruption and an AMD quark class update issue are unrelated." + "reason": "resize_token_embeddings on Gemma4 is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "Different subsystems and symptoms: Gemma4 resize_token_embeddings vs Whisper empty transcription generation." + "reason": "FP8 compressed-tensors weight_scale loading and AMD quark class updates are unrelated backend/model-support issues." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model loading issues, but they concern different models and different failure causes." + "reason": "Both are model-loading failures, but they involve different models and likely different missing-model-support paths." }, { "left": "issue:44462", @@ -12657,140 +12470,95 @@ "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." + "reason": "Both touch CI, but one is a stale test and the other is an auto_mappings reference to removed configs." }, { "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." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type." }, { "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." + "reason": "Both are multimodal chat/template issues, but one is assistant masks and the other is video vision_position_ids; not the same bug." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "device_map/offload loading failure and kernel incompatibility are different problem classes." + "reason": "Dequantized model offload failure is unrelated to kernel compatibility with 0.16." }, { "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." + "reason": "Siglip2 model/pipeline mismatch is unrelated to AMD quark class maintenance." }, { "left": "issue:43644", "right": "issue:47321", "accept": false, - "reason": "Non-persistent buffer initialization regression and AMD quark class update are unrelated." + "reason": "Non-persistent buffer initialization corruption is unrelated to AMD quark class updates." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and resize_token_embeddings post_init reinitialization are different issues." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to resize_token_embeddings reinitializing output embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; different edge cases." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency and unsafe sys.modules access are not the same underlying bug." + "reason": "Import slowness is unrelated to unsafe sys.modules access in modeling_utils." }, { "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." + "reason": "Both concern cache handling, but one is missing cache during chunked prefill and the other is device-tensor seq_length breaking static-cache arithmetic on non-CUDA backends." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale-device test failure is unrelated to loading Phi-4-multimodal-instruct." + "reason": "CI test flakiness and a multimodal model-loading failure are unrelated." }, { "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." + "reason": "One is missing TensorFlow in the torch extra backend; the other is a generic dependency issue with transformers." }, { "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." + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend mismatch." }, { "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." + "reason": "Missing model_type in config.json is unrelated to VL image-placeholder handling in user text." } ] }, - "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 pair, issue:44779 vs issue:46489, is plausibly the same DeepSeek tokenizer regression on transformers v5+, and the other rejections are appropriately cautious about differing models, subsystems, or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12822,7 +12590,6 @@ "issue:43531", "issue:43650", "issue:43673", - "issue:43824", "issue:43901", "issue:43976", "issue:44016", @@ -12835,7 +12602,6 @@ "issue:44496", "issue:44683", "issue:44792", - "issue:44933", "issue:44987", "issue:45042", "issue:45083", @@ -12844,9 +12610,11 @@ "issue:45588", "issue:45593", "issue:45600", + "issue:45632", "issue:45759", "issue:46082", "issue:46121", + "issue:46234", "issue:46424", "issue:46506", "issue:46515", @@ -12856,245 +12624,245 @@ "issue:47333" ], "soft_pairs": [ + "issue:45632|issue:46234", "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:44295|issue:46506", "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:39692|issue:46932", "issue:42994|issue:47333", + "issue:46082|issue:46121", "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:44016|issue:44062", "issue:44279|issue:46515", - "issue:44327|issue:46752", - "issue:43441|issue:45588", + "issue:43650|issue:44220", "issue:42994|issue:47332", + "issue:43441|issue:45588", "issue:43976|issue:44279", - "issue:43824|issue:44933" + "issue:44327|issue:46752" ], - "prepared_review_unit_hash": "c353af16fc626c21af9bedccb6ff2a22e8f11cb9e67d28c84039e732a2af9cd2", + "prepared_review_unit_hash": "dc9308eeb0bf47a024f55d141f68bd9bb5e38f597cf0911f49da601622013bd6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36016, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "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.", + "summary": "This cluster is heterogeneous: the issues span unrelated import errors, model/config bugs, pipeline behavior, docs/notebook problems, and save/offload regressions. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it is mostly broad topical similarity across unrelated failures.", "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_issue_reason": "Issue 42994 is the closest representative of the small save/quantization/offload subset because it is the broadest generalized saving-failure report, but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is a missing import utility symbol. Different bugs." + }, { "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." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated failure modes." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Unrelated code paths: SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss handling." + "reason": "Sparse-layer config construction vs D-FINE auxiliary-loss behavior; not the same code path." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and failures: Qwen2.5-VLImageProcessor vs AutoImageProcessor." + "reason": "Both are import errors, but for different symbols/modules with different causes." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no evidence of the same underlying fix." + "reason": "Completely different import failures: Qwen2_5_VLImageProcessor vs layer_type_validation." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model resolution failure vs PIL image-processor torchvision dependency regression; not the same bug." + "reason": "Model loading/config recognition vs PIL image processor dependency handling; different issues." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different symptoms in different areas: a helper-length calculation bug vs CPU/CUDA output divergence." + "reason": "Helper output-length semantics and CPU/CUDA result divergence are not the same defect." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Registering position_ids as a buffer is unrelated to the CPU/CUDA discrepancy in PPDocLayoutV3." + "reason": "Processor/tokenizer regression and embedding-resize propagation are different behaviors." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44295", + "right": "issue:46506", "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." + "reason": "Reading a registered buffer and differing CPU/CUDA results are unrelated bugs." }, { "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." + "reason": "Python version compatibility and loading a specific model are different problems." }, { "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." + "reason": "Pipeline selecting image processors and a notebook syntax error are not duplicates." }, { "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." + "reason": "Generation cache missing in chunked_prefill and max_cache_length handling are separate cache bugs." }, { "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." + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an AuxRequest import/version-check issue." }, { "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." + "reason": "Unrecognized model loading and missing text_config unwrapping are different model-config issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to TextClassificationPipeline docs mentioning return_all_scores." + "reason": "BEiT image-processor label reduction and text-classification docs are unrelated." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate validation bugs." + "reason": "Generation cache logic and ANSI output formatting are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:39692", + "right": "issue:46932", "accept": false, - "reason": "Generation cache missing and stray ANSI codes in loading_report are unrelated." + "reason": "Broken SigLIP2 documentation example vs Gemma4 quantized dtype casting; different artifacts and failures." }, { "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." + "reason": "Both are save-related, but one is a general quantized-model saving failure and the other is a disk-offloaded Qwen3-A3B save bug; not the same concrete code path." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-param JSON list handling are distinct config bugs." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different features." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs _torch_extract_fbank_features failure; no shared code-path bug." + "reason": "A notebook syntax error and an audio feature extraction issue are not the same 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." + "reason": "Saving dequantized models and a FlashAttention regression for Ministral-3 are different problems." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length handling." + "reason": "A Janus image-generation test failure and cache max_length behavior are unrelated." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "A placeholder/troll issue is not the same as a torchaudio feature-extraction bug." + "reason": "Notebook syntax error vs AddedToken keyword conflict; different failure classes." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "General dependency trouble with transformers is not the same as torch 2.4.1 incompatibility." + "reason": "A broad dependency issue and a torch 2.4.1 incompatibility are not duplicates." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "QA decode_spans top-k crash and apply_chat_template empty-list IndexError are different pipeline bugs." + "reason": "Spammy/irrelevant issue title vs fbank feature extraction bug; no relation." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:42994", + "right": "issue:47332", "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." + "reason": "Related save/offload theme, but different model family and likely different serialization path." }, { - "left": "issue:42994", - "right": "issue:47332", + "left": "issue:43441", + "right": "issue:45588", "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." + "reason": "Both mention flash attention, but the failing models and triggers differ; 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." + "reason": "Python version support issue vs general dependency issue; too broad to be duplicates." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Missing Qwen2.5-VLForConditionalGeneration export and a nonexistent image_utils import are separate import problems." + "reason": "QA decode_spans top-k bounds error and empty-list chat template crash are unrelated." } ] }, @@ -13129,11 +12897,11 @@ "issue:43644", "issue:43650", "issue:43653", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44075", - "issue:44242", "issue:44279", "issue:44351", "issue:44368", @@ -13141,9 +12909,9 @@ "issue:44466", "issue:44496", "issue:44779", + "issue:44933", "issue:45020", "issue:45081", - "issue:45200", "issue:45216", "issue:45276", "issue:45278", @@ -13168,6 +12936,7 @@ "issue:47217" ], "soft_pairs": [ + "issue:43824|issue:44933", "issue:43479|issue:45375", "issue:45335|issue:45584", "issue:43299|issue:45216", @@ -13178,16 +12947,16 @@ "issue:41950|issue:45020", "issue:39692|issue:43901", "issue:42796|issue:43650", - "issue:46123|issue:46369", "issue:46614|issue:47085", + "issue:46123|issue:46369", "issue:43577|issue:45216", "issue:44779|issue:45812", "issue:44075|issue:44368", "issue:43976|issue:45405", - "issue:44466|issue:45276", "issue:41950|issue:45823", - "issue:43381|issue:47000", + "issue:44466|issue:45276", "issue:43653|issue:45593", + "issue:43381|issue:47000", "issue:43299|issue:45357", "issue:44462|issue:45081", "issue:46082|issue:46399", @@ -13195,205 +12964,210 @@ "issue:44351|issue:45278", "issue:43299|issue:43854", "issue:43644|issue:47145", - "issue:43650|issue:46209", - "issue:44242|issue:45200" + "issue:43650|issue:46209" ], - "prepared_review_unit_hash": "b4efd855b98c012ad40631602527eca0783ebab150ac78eb9a61032482bdc4b4", + "prepared_review_unit_hash": "713f14fe577465cf3c311581a4266d41e9823cae6c92e295c7c6868b1e9cb217", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36558, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "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 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.", + "summary": "No convincing duplicate cluster here: the soft links are mostly superficial similarity across unrelated Transformers bugs, docs issues, tokenizer regressions, and dependency/import problems. I would not merge any of these pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is suitable; the items span distinct subsystems and failure modes, so treating any one as the duplicate target would be misleading.", "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_issue_reason": "No global best issue for deduplication: none of the issues appears central to the others, and the similarity scores are driven by generic wording rather than a shared underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they fail in different modules and symbols (`Qwen2_5_VLForConditionalGeneration` vs `image_utils`), so they are not the same bug." + }, { "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." + "reason": "Different model families and different config mistakes: default multimodal configs on `None` vs a missing `deepstack_visual_indexes` field." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Unrelated models and behaviors: token embedding resize vs Whisper empty-transcription generation." + "reason": "Unrelated code paths: token embedding resize propagation for t5gemma vs Whisper empty-transcription generation after special-token alignment." }, { "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." + "reason": "One is a model-loading regression, the other is incorrect `save_pretrained` checkpoint serialization; same family but different operation and symptom." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs/API mismatch vs an unrecognized-model/config problem; no shared underlying bug." + "reason": "Docs mismatch for `return_all_scores` is unrelated to `AutoModel`/`config.json` model-type loading failure." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/model regressions: processor.tokenizer/images regression vs Deepseek tokenization correctness." + "reason": "Different regressions in different tokenizers/pipelines: processor/tokenizer image handling vs Deepseek tokenization output." }, { "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." + "reason": "A generic dependency complaint is not the same as bumping `MIN_PEFT_VERSION` to an unreleased version." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs wording issue vs a VL placeholder-in-text runtime failure; not the same problem." + "reason": "Docs wording for text classification is unrelated to VL models failing when the image placeholder appears in user text." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor selection bug is not the same as broad remote_code model breakage." + "reason": "Different failures: pipeline choosing an image processor for video classification vs breakage with `remote_code` model loading." }, { "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." + "reason": "Both are documentation issues, but they concern different examples and different behaviors; not the same underlying bug." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and a nonspecific data request are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to the placeholder issue labeled `ADD THE DATA`." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "Partial-batch pipeline logic bug vs memory overflow in a specific model; different code paths." + "reason": "Stale phonemizer backend state is a different bug from fast tokenizer thread-safety regressions." }, { - "left": "issue:46614", - "right": "issue:47085", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to tokenizers thread-safety." + "reason": "A batching/partial-result bug in mask generation does not match a memory overflow when calling sam3-litetext." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype initialization issue is unrelated to Qwen3.5 save_pretrained serialization." + "reason": "Different objects and operations: Blip2 dtype loading vs Qwen3.5 checkpoint save serialization." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer logic." + "reason": "Both are tokenizer regressions, but they affect different model families and different incorrect outputs, so they are not one bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling is unrelated to a model config warning about tied embeddings." + "reason": "SGD argument handling and a `tie_word_embeddings` warning are unrelated." }, { "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." + "reason": "Python-version compatibility for Transformers is unrelated to a PEFT minimum-version bump." }, { "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." + "reason": "Pipeline processor selection and Gemma4 PLE device placement are different code paths and symptoms." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasible cost matrix." + "reason": "Serialization of tied weights is not the same as `resize_token_embeddings` failing to update Gemma4 token embedding modules." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + "reason": "BigBirdTokenizer special-token decode failure is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are completely different bugs." }, { "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." + "reason": "Both involve Qwen3.5, but one is a load regression and the other is incorrect saved visual encoder keys; different concrete problems." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer repository selection bug and Mistral regex patch crash are different tokenizer subsystems." + "reason": "Ignoring `tokenizer.json` and crashing in `_patch_mistral_regex` are separate tokenizer issues with different failure modes." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Config validation for head_dim is unrelated to a kernel-registration crash in Qwen3.5." + "reason": "Config validation around `head_dim` is unrelated to missing kernel-registration decorators." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation and stale model.config.dtype after from_config are different bugs." + "reason": "Reject: one is a config constraint check, the other is stale `model.config.dtype` after `from_config(dtype=...)`." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing import vs broad import errors after upgrade; not the same root cause." + "reason": "`HybridCache` import failure is a specific missing symbol; `45278` is a broad upgrade-induced import breakage, not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen-related failures: Qwen3VL/MoE model loading vs a unit-test load issue for GLM-4.7-Flash." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer initialization corruption is not the same as missing weight_scale application for FP8 checkpoints." + "reason": "Non-persistent buffer initialization bugs are not the same as FP8 frozen checkpoints skipping `weight_scale` application." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Nonspecific placeholder issue vs FP8 inference failure on B200; unrelated." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "MoE load-balancing loss gating and Gemma4 token-type defaults are separate model/training bugs." + "reason": "No overlap beyond being model-related; one is a placeholder/content issue, the other is an FP8 inference failure on B200." } ] }, @@ -13419,13 +13193,11 @@ "nodes": [ "issue:33290", "issue:42175", - "issue:42796", "issue:42994", "issue:43317", "issue:43441", "issue:43479", "issue:43525", - "issue:43575", "issue:43643", "issue:43673", "issue:43761", @@ -13437,6 +13209,7 @@ "issue:43976", "issue:44016", "issue:44186", + "issue:44242", "issue:44246", "issue:44261", "issue:44263", @@ -13449,6 +13222,7 @@ "issue:44779", "issue:45081", "issue:45103", + "issue:45200", "issue:45372", "issue:45397", "issue:45542", @@ -13469,243 +13243,236 @@ "soft_pairs": [ "issue:43931|issue:47145", "issue:44016|issue:44291", + "issue:44242|issue:45200", "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:43873|issue:47145", + "issue:45859|issue:46851", "issue:43479|issue:43525", "issue:45103|issue:45372", - "issue:45859|issue:46851", + "issue:43441|issue:45834", + "issue:44623|issue:44749", "issue:33290|issue:45656", "issue:42994|issue:43317", - "issue:44623|issue:44749", "issue:44246|issue:47217", - "issue:44671|issue:44779", "issue:42175|issue:43976", + "issue:44671|issue:44779", "issue:44623|issue:45397", - "issue:44016|issue:45823", - "issue:45542|issue:45800", "issue:44261|issue:44263", "issue:44186|issue:47000", - "issue:43784|issue:45542", + "issue:44016|issue:45823", + "issue:45542|issue:45800", "issue:43525|issue:43881", "issue:43673|issue:43761", + "issue:43784|issue:45542", "issue:43901|issue:44246", - "issue:45600|issue:45712", "issue:43525|issue:43643", - "issue:43575|issue:47145", - "issue:42796|issue:43441" + "issue:45600|issue:45712" ], - "prepared_review_unit_hash": "77ea4ba644bfb2b8a79690294f20a9f2d638e7326bdab6c17b433f3976896c1a", + "prepared_review_unit_hash": "0b2c5a3e49b97f31dd16b1d03b2030e55d46cfc51d91a0e8bf3b40973489e027", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "soft_pair_count": 29, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs cover unrelated bugs across loading, quantization, generation, docs, and model-specific regressions. None of the candidate pairs look like the same underlying issue, so no soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, "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_issue_reason": "If a single anchor is needed, issue 43873 is the most representative because it is broad, still open, and has the most external references; however, it is not a true duplicate hub for the rest of this set.", "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." + "reason": "Both are loading/precision-related, but one is a Qwen3-VL shape mismatch and the other is FP8 weight_scale handling; different 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." + "reason": "Notebook syntax error vs. init_empty_weights argument handling; unrelated failures." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both involve missing defaults, but one is MoE router loss computation and the other is Gemma 4 token type ids; not the same bug." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention/torch version issue is unrelated to TensorFlow backend installation handling." + "reason": "Compiled flex_attention on torch 2.9 and tensorboard-without-TF are unrelated issues." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash is unrelated to list_repo_files revision forwarding." + "reason": "Tokenizer regex patch crash vs. Hub API revision forwarding; different subsystems." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention s_aux=None crash is unrelated to RTDetrLoss infeasible cost matrix." + "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are different runtime errors." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:44336", + "right": "issue:46851", "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." + "reason": "ANSI code emission in loading_report vs. Qwen3.5 variable-length position_ids; no shared root cause." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "ANSI escape leakage in loading_report is unrelated to variable-length position_ids handling." + "reason": "Both mention quantization/offload, but one is a general offloading problem and the other is a missing weight_scale application on loaded checkpoints." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Ministral FlashAttention regression is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "Both are Qwen3.5-related, but one is CPU offload in rotary embedding and the other is variable-length position_ids behavior." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bugs affecting different model families and different missing/default fields." + "reason": "Different model config bugs: Phi4Multimodal defaults vs. Llama4 missing pad_token_id." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to mistral_common ReasoningEffort import failure." + "reason": "auto_docstring future-annotations crash is unrelated to Gemma 4 processor loading import errors." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: FlashAttention regression vs. Kosmos2.5 OCR index error." + }, + { + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding is not the same as variable-length position_ids support." + "reason": "Processor save_pretrained missing files and a large slowdown after upgrade are not the same defect." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Adafactor OOM under deepspeed is not the same as optimizer.step being invoked twice." + "reason": "Both involve DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are distinct problems." }, { "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." + "reason": "Saving quantized models and loading dequantized models with offload are separate lifecycle bugs." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44242", + "right": "issue:47217", "accept": false, - "reason": "Missing processor save files is unrelated to the Chinese-described performance regression on filtering." + "reason": "Load-balancing loss omission and VL image-placeholder failures are unrelated." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Intermittent import slowdown is unrelated to VL image-placeholder parsing failures." + "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." }, { "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." + "reason": "Different regressions affecting CamemBERT masked LM outputs and DeepSeek tokenization." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "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 is unrelated to Gemma4 PLE device mismatch during forward." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorFlow/tensorboard installation issue is unrelated to torch-version incompatibility." + "reason": "Save-pretrained file omission and Gemma-4 zero3 from_pretrained failure are different code paths." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Missing rms_norm_eps precision issue and torch.split return-value issue are unrelated model implementation bugs." + "reason": "These are different model-specific bugs with no shared underlying mechanism." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer crash on padding/truncation is unrelated to RTDetr loss infeasibility." + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs. Gemma4 forward device mismatch; not the same issue." + }, + { + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Missing nn import in sentence-transformers is unrelated to the TensorFlow backend error." + "reason": "TensorBoard/TensorFlow backend problem and torch-transformers incompatibility are unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different configuration/loading problems." + "reason": "Llama4 pad_token_id missing and glm-4v-9b loading failure are different model bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression and CLIPVisionModel hidden_states regression affect different model APIs." + "reason": "Both are v5 regressions, but cache chunked-prefill and CLIP hidden_states are separate code paths." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Documentation mismatch about return_all_scores is unrelated to import-time slowdown." + "reason": "Sentence-transformers import NameError and TensorBoard backend errors are unrelated." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Removed auto-mapping references causing CI failure is unrelated to leftover dummy_pt_objects classes." + "reason": "Docs mismatch and import-time slowness are different classes of problem." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "pad_token_id absence in Llama4Config is unrelated to trust_remote_code missing fields in AutoConfig." + "reason": "One is a missing model config attribute, the other is trust_remote_code returning incomplete config fields; not the same bug." }, { - "left": "issue:43575", - "right": "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", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer BPE-marker handling bug is unrelated to a FlashAttention failure in Ministral-3." + "reason": "Repo cleanup/CI breakage in auto_mappings and leftover dummy classes are unrelated." } ] }, @@ -13731,16 +13498,17 @@ "nodes": [ "issue:42491", "issue:42617", + "issue:42796", "issue:43299", + "issue:43441", "issue:43526", "issue:43540", - "issue:43550", + "issue:43575", "issue:43723", "issue:43824", "issue:43976", "issue:44162", "issue:44188", - "issue:44242", "issue:44246", "issue:44295", "issue:44297", @@ -13760,10 +13528,8 @@ "issue:45561", "issue:45563", "issue:45588", - "issue:45593", "issue:46291", "issue:46399", - "issue:46506", "issue:46614", "issue:46655", "issue:46665", @@ -13779,12 +13545,14 @@ "issue:47333" ], "soft_pairs": [ + "issue:43575|issue:47145", "issue:44188|issue:44336", + "issue:42796|issue:43441", "issue:45325|issue:46851", "issue:44589|issue:45362", "issue:43824|issue:43976", - "issue:47176|issue:47177", "issue:44336|issue:44373", + "issue:47176|issue:47177", "issue:43723|issue:44162", "issue:45362|issue:47333", "issue:44246|issue:44496", @@ -13796,252 +13564,240 @@ "issue:46655|issue:46726", "issue:46399|issue:46851", "issue:45003|issue:47217", - "issue:45072|issue:46829", "issue:42491|issue:43299", + "issue:45072|issue:46829", "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:44246|issue:44871", + "issue:45103|issue:46399", "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" + "issue:46614|issue:46665" ], - "prepared_review_unit_hash": "d6e3d62ac103a8438a5807313703e37d8089a0fa8522b4724d0520ced59481e1", + "prepared_review_unit_hash": "6a662e23ff1b5b266ab8e78ad107fa877cecf2a446d371168390224966d21a30", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37267, - "estimated_input_tokens": 9317, - "estimated_eval_tokens": 18890 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36405, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "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.", + "summary": "The candidate pairs are mostly title-similarity false positives spanning unrelated bugs. I would not merge any of the soft pairs; the closest match is the Qwen3/Qwen3VL MoE loading pair, but the reported failures are still too different to treat as the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45561 is the strongest standalone issue in this set to anchor triage: it is open, has the highest discussion/inbound signal, and describes a concrete reproducible bug with clear impact. There is no single obvious canonical for the whole mixed set, but this is the best representative if one must be chosen.", "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_issue_reason": "Issue 45561 is the best global issue candidate because it is active, well-scoped, and has the most evidence of user impact in this collection. The other issues are mostly narrower or clearly unrelated to the soft-match candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM loading a Qwen2-57B-A14B model is unrelated to FP8 frozen checkpoint weight_scale handling; different model family and code path." + }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Different subsystems: torch.compile attention-kernel branching vs ANSI codes in loading_report." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report; no shared bug surface." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral-3, but one is tokenizer BPE marker handling and the other is FlashAttention failure in v5 RC; different failure modes." }, { "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." + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling for still images and the other is Qwen3.5 variable-length input handling." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Unrelated failures: missing Float8 storage vs Qwen3.5 chat crash." + "reason": "Float8 storage lookup failure is unrelated to a Qwen3.5 chat crash; no common code-path evidence." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a specific VL class is unrelated to the Python version compatibility issue." + "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to the Python version support regression." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both are security-related, but one is command substitution bypass and the other is archive path traversal; different vulnerabilities." + "reason": "Terminal ANSI output in loading_report and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "ANSI code emission in loading_report is unrelated to a docstring typo." + "reason": "Both are security issues, but command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct vulnerabilities and would not be fixed by one PR." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are distinct issues." + "reason": "Tokenizer loading in v5 and ESM2 breakage are separate model-loading problems with no direct overlap." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crash and disk-offloaded save failure are different code paths." + "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3-30B-A3B save failure are different workflows and code paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized model config are not the same bug." + "reason": "Slow import of transformers is unrelated to unrecognized model_type during AutoConfig/AutoModel loading." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "Tokenizer save_pretrained 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." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to FP8 compressed-tensor frozen checkpoint scaling." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to the Python version support issue." + "reason": "Failure to run 3d_parallel.py is unrelated to the Python 3.9/3.10 compatibility regression." }, { "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." + "reason": "Both are Qwen-related, but one is a feature-length extractor helper bug in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel import failure and missing decorator registration are different root causes." + "reason": "Kernels import/version gating and Qwen3.5 apply_rotary_pos_emb decorator registration are different integration problems." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing vision-backend image processor handling are unrelated." + "reason": "SmolVLM video padding math and AutoProcessor backend-missing error are different issues in different parts of the vision stack." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "One is kernel registration failure, the other is position_ids handling for variable-length inputs." + "reason": "Both touch Qwen3.5, but one is kernels registration and the other is position_ids for variable-length inputs; not the same bug." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to image-placeholder parsing in user text." + "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder-in-user-text handling." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "dtype mismatch in inference and wrong hidden_states field are different model/output bugs." + "reason": "Both mention Qwen3 MoE loading on newer Transformers, but one is LoRA compatibility after training on hf4.x and the other is Qwen3VL MoE model loading; similar theme, different concrete failures." }, { - "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:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism output packing." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction bug is unrelated to sys.modules access." + "reason": "BEiTImageProcessorFast label reduction bug is unrelated to modeling_utils 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." + "reason": "position_ids buffer access and gemma-4 zero3 from_pretrained are unrelated." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and empty-list chat_template crash are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are different bugs." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration are unrelated." + "reason": "FlashAttention s_aux=None crash and Qwen3.5 variable-length position_ids handling are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness does not match the Gemma eos_token configuration bug." + "reason": "Slow import and Gemma-3 eos_token_id inconsistency are unrelated." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to Qwen3.5 variable-length position_ids." + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failure." }, { "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." + "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are unrelated testing/generation issues." }, { "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." + "reason": "sys.modules safety bug is unrelated to TimesFM window_size AttributeError." }, { "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." + "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "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", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both involve video processing, but they are model-specific and have different failure modes." + "reason": "Stale phonemizer backend state and from_pretrained-in-Python-class inconsistency are different state-management issues." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14067,23 +13823,23 @@ "issue:43295", "issue:43352", "issue:43475", + "issue:43540", + "issue:43550", "issue:43596", "issue:43901", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44220", + "issue:44242", "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", @@ -14091,8 +13847,8 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45459", "issue:45561", + "issue:45593", "issue:45600", "issue:45701", "issue:45759", @@ -14108,22 +13864,25 @@ "issue:47321" ], "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", "issue:44779|issue:45292", - "issue:42915|issue:47312", "issue:43901|issue:45003", + "issue:42915|issue:47312", "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:44479|issue:46655", "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:44451|issue:46752", "issue:44162|issue:45200", "issue:45137|issue:45600", "issue:44466|issue:45335", @@ -14132,25 +13891,22 @@ "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:44877|issue:45375" ], - "prepared_review_unit_hash": "6ab5a90c25072d864e528d492a2ccd0524046785cb349f9f482e832b65ec51a4", + "prepared_review_unit_hash": "70909d3badb06b3b3dd6f5c7f101f55b2d6bfb5796cdfc212385a03a58e047ab", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35911, + "serialized_chars": 35910, "estimated_input_tokens": 8978, "estimated_eval_tokens": 18212 }, @@ -14159,180 +13915,180 @@ "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.", + "summary": "The set is mostly heterogeneous. Several pairs share a broad subsystem theme (video/VL, DeepSpeed, config strictness, embedding resizing), but none look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Tokenizer behavior regression and resize_token_embeddings/output_embeddings mismatch are different code paths and fixes." + "reason": "Both are runtime/model issues, but one is Bamba + torch.compile/SDPA and the other is PPDocLayoutV3 CPU/CUDA divergence; different code paths." }, { - "left": "issue:42915", - "right": "issue:47312", + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention losses, but one is router load-balancing loss gating and the other is D-FINE auxiliary losses; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the failures are different: Qwen3OmniMoe ValueError vs SmolVLM padding calculation." + }, + { + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "FP8 config failure for Qwen3-Moe is unrelated to the kernel compatibility issue in 0.16." + "reason": "Tokenizer regression vs resize_token_embeddings not updating output embeddings; unrelated mechanisms." }, { "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." + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; no shared bug." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and generic kernels 0.16 incompatibility are different issues with different triggers." }, { "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." + "reason": "AutoProcessor missing-vision-backend handling is not the same as VL image-placeholder handling in user text." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and ZeRO3 BertModel index errors are different failures." + "reason": "Both touch DeepSpeed, but one is weight conversion under accelerate+deepspeed and the other is a ZeRO3 deque index error." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache token loading and AttentionInterface.register behavior changes are unrelated." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated code paths." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline bugs." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are different pipeline bugs." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Both are video-related, but they involve different model families and different failure modes/code paths." + "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to the ZeRO3/BertModel index error." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import error is unrelated to the ZeRO3/BertModel empty-index issue." + "reason": "Both are video-related regressions, but one is broad multimodal model video-input regression and the other is a specific video-processor padding bug." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing transformer model symbol and missing huggingface_hub symbol are different import failures." + "reason": "Both are import errors, but they involve different missing symbols from different packages." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VLImageProcessor and HybridCache are distinct missing exports with different underlying causes." + "reason": "Missing Qwen2_5_VLImageProcessor vs missing HybridCache; same symptom class, different underlying issue." }, { "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." + "reason": "Both are Qwen multimodal config issues, but one drops a config field under @strict and the other fails to unwrap text_config." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and embedding resize propagation are different problems." + "reason": "Custom processor/tokenizer regression and embedding resize behavior are different bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "A resize_token_embeddings bug is not the same as a version-dependent tokenization change." + "reason": "Embedding resizing bug vs version-dependent tokenization change; not the same fix." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Reading position_ids after buffer registration and a data-processing slowdown are unrelated." + "reason": "Position_ids buffer access error and tokenizer slowdown after upgrade are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and apply_chat_template empty-list crash are different code paths." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated 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." + "reason": "ZeRO3 deque error and removed Sam3LiteText configs in auto_mappings.py are different failures." }, { "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." + "reason": "Both concern weights/embeddings, but one is device-dependent serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "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." + "reason": "AMD/Windows/ROCm import-distributed error vs quark class not updated; same ecosystem, different bug." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are not the same bug." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility are unrelated." }, { "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." + "reason": "One is a model that does not support Flash Attention 2.0 yet; the other is a generic Flash Attention 2.0 issue." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are not the same bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 Video attribute error and SAM3 LiteText memory overflow are different issues." + "reason": "SAM3 output attribute missing and SAM3-litetext memory overflow are different problems." }, { "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." + "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct config issues." } ] }, @@ -14369,25 +14125,26 @@ "issue:43723", "issue:43906", "issue:43931", + "issue:44038", "issue:44162", "issue:44188", "issue:44242", "issue:44361", "issue:44368", "issue:44479", - "issue:44483", + "issue:44623", "issue:44749", "issue:44857", "issue:44877", "issue:44977", + "issue:44987", "issue:44995", "issue:45200", "issue:45229", "issue:45397", "issue:45412", - "issue:45563", + "issue:45459", "issue:45588", - "issue:45593", "issue:45656", "issue:45685", "issue:45987", @@ -14396,233 +14153,226 @@ "issue:46132", "issue:46170", "issue:46202", - "issue:46421", "issue:46431", + "issue:46506", "issue:46710", + "issue:46726", "issue:46851", - "issue:47068", "issue:47145", "issue:47312" ], "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", "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:44995|issue:45588", "issue:43475|issue:43540", "issue:45685|issue:46431", "issue:42199|issue:46851", "issue:42994|issue:47312", + "issue:43723|issue:46710", "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:45987|issue:46082", "issue:46132|issue:47145", - "issue:44368|issue:45563", - "issue:44483|issue:46202", - "issue:44361|issue:44749", - "issue:44188|issue:46421", - "issue:45593|issue:47068" + "issue:44361|issue:44749" ], - "prepared_review_unit_hash": "f7c99c892dd14466f6dde839f8498b7026310c3ce1e45b80351a03bb585f0540", + "prepared_review_unit_hash": "e1b6da4ce9f0297beba398fecd5b00d3b6d7e34fd317489cdebb08a06cd63bb7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35233, - "estimated_input_tokens": 8809, - "estimated_eval_tokens": 17874 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35450, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 }, "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.", + "summary": "This cluster is highly heterogeneous: the soft links mostly connect unrelated bugs across tokenizers, vision/video models, distributed training, config loading, and pipeline utilities. None of the proposed pairs look like the same underlying change or 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, + "canonical_issue_reason": "No clear canonical issue stands out because the items are not a single duplicate set; they span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No strong best issue candidate; any representative would be arbitrary given the lack of a shared root cause across the cluster.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Stale indexer-cache crash and mm_token_type_ids defaulting are unrelated bugs in different paths." + "reason": "Both are loading-related, but one is missing files on processor save and the other is AutoProcessor complaining about a missing vision backend. Different bugs." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "The former is a Qwen3-VL-Moe loading/version issue; the latter is a CPU vs CUDA discrepancy in PPDocLayoutV3. Unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Video-input regression and Windows/ROCm import dependency are different failure modes with no shared code path." + "reason": "One is a model loading failure for a specific repo on transformers>=5.1.0; the other is tokenizer error masking when protobuf is absent. Different root causes." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + "reason": "BART generate UnboundLocalError and MLFlow job-status reporting are completely unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache on a second forward pass in GlmMoeDsa is not the same as Gemma 4 requiring mm_token_type_ids to default to zeros." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and a Windows ROCm import/dependency error are different problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing MoE load-balancing loss and LwDetrImageLoss AMP crash are distinct model/training issues." + "reason": "Load-balancing loss omission in MoE routing and a float16/CUDA crash in LwDetrImageLoss are distinct training bugs." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 loading and double optimizer-stepping with deepspeed are not the same bug." + "reason": "Gemma-4 zero3 from_pretrained and deepspeed causing optimizer.step() twice are both distributed-training related, but not the same concrete 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." + "reason": "Strict config rejection for granite_speech and a Windows ROCm import error due to torch.distributed are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A config warning about tie_word_embeddings is unrelated to a flash-attention generation failure." + "reason": "A tie_word_embeddings warning in Qwen3.5 fine-tuning is not the same as a flash-attention generation regression." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Stale cache indexing and flash_attention crash on s_aux=None affect different code paths." + "reason": "BigBirdTokenizer special-token handling and ESM2 being broken are different model/tokenizer issues." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model problems." + "reason": "A stale indexer cache on second forward pass and an s_aux=None flash_attention crash are different code paths." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and Qwen3OmniMoe video ValueError are unrelated." + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video-input ValueError are unrelated model bugs." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MoE MPS histogram int failure and missing chat template support are unrelated." + "reason": "MPS histogram on Int in MoE code and missing chat template on a processor 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." + "reason": "DETR cardinality error without explicit background class and Qwen3.5 variable-length position_ids handling are different model-specific bugs." }, { "left": "issue:42994", "right": "issue:47312", "accept": false, - "reason": "Quantized model saving failure and kernel-version incompatibility are not the same underlying defect." + "reason": "Quantized model saving failure and kernel compatibility with 0.16 are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are both version-related, but not the same underlying issue." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak on deletion and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "RT-DETR memory not released and MaskGenerationPipeline dropping the final partial batch 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." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problems." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and model-type mismatch warning are different SAM3 issues." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video vs sam3_tracker config warning are not the same bug." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 embedding-tying warning are unrelated." }, { "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." + "reason": "Torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure on \u2581 are unrelated." }, { "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." + "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure do not indicate the same change or fix." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "A configuration warning and a stale generate() warning for num_return_sequences are different issues." + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are different API issues." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + "reason": "AttentionInterface.register behavior changes and FP8 frozen checkpoint weight_scale omission 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." + "reason": "MLLukeTokenizer AttributeError and a transformers upgrade slowdown are not the same bug." } ] }, @@ -14650,39 +14400,39 @@ "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:44368", "issue:44373", + "issue:44483", "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:45563", + "issue:45593", "issue:45656", "issue:46123", "issue:46132", - "issue:46326", + "issue:46202", "issue:46399", + "issue:46421", "issue:46463", "issue:46726", "issue:46752", @@ -14692,241 +14442,252 @@ "issue:46877", "issue:47000", "issue:47020", + "issue:47068", "issue:47217" ], "soft_pairs": [ + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", "issue:45103|issue:46858", - "issue:46752|issue:47020", - "issue:43994|issue:46726", "issue:43701|issue:44749", + "issue:43994|issue:46726", + "issue:46752|issue:47020", "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:43475|issue:43643", "issue:43784|issue:46399", "issue:39692|issue:46726", - "issue:44871|issue:46132", "issue:44373|issue:46851", + "issue:44871|issue:46132", "issue:46463|issue:46877", "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44188|issue:46851", "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" + "issue:46877|issue:47000", + "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "27a83904d76dc10a27457bb828a53de42f04a7078a64d05144a7064e3403ea43", + "prepared_review_unit_hash": "6a6cf17a8be42829d6631698d2ac43d7ac143e362ec7a690b54bd0ca73d516d2", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35442, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "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.", + "summary": "This cluster is mostly heterogeneous false-positive similarity across unrelated Transformers bugs. The only clear duplicate subgroup is the Qwen3.5 MoE `from_pretrained`/missing-field reports (45310, 45375, 45478).", + "confidence": 0.87, + "canonical_issue_reason": "issue:45375 is the most root-cause-specific report in the only real duplicate subgroup: it names the missing `deepstack_visual_indexes` field that likely explains the broader Qwen3.5 MoE `from_pretrained` failures seen in 45310/45478.", "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_issue_reason": "issue:45375 is the best anchor for triage because it is the most actionable and explanatory of the Qwen3.5 MoE loading regression; the other two are more symptom-level reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but they are different warnings in different code paths (`tie_word_embeddings` vs `num_return_sequences`)." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "One is a chat/completions API rejection; the other is a Gemma pipeline roundtrip/tokenization issue. Different failures." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch performance/compile behavior, but one is divergent attention kernels and the other is cache lazy-init recompilation. Not the same bug." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Auxiliary-loss behavior and a CUDA host-sync concern are unrelated issues." + }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Different subsystems and failures: auto-docstring annotation introspection vs cache length tensor arithmetic in prefill." + "reason": "Auto-docstring annotation parsing crash vs static-cache arithmetic/device tensor bug. Different subsystems." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Empty chat-template input crash and XLMRobertaTokenizer/Unigram init mismatch are unrelated bugs." + "reason": "Checkpoint key mismatch and post-upgrade data-filtering slowdown are unrelated." }, { "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." + "reason": "Both are vision/model-loading related, but one reports bad outputs while the other reports missing backend handling for AutoProcessor." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "Checkpoint key mismatch during resume is unrelated to the reported training slowdown after upgrade." + "reason": "Empty chat template input and tokenizer init expecting a sequence are different API failures." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer metadata mismatch and processor save_pretrained missing files are different save-path issues." + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and processor missing-files are different concrete bugs." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression in filtering data is not the same as DeepSpeed calling optimizer.step twice." + "reason": "Training slowdown after upgrade is not the same as optimizer step being called twice under deepspeed." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are different code paths." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a pipeline batch-finalization bug." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage and ESM2 runtime/import breakage are separate model-specific regressions." + "reason": "Missing fields from trust_remote_code config loading vs ESM2 broken are not the same failure." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor serialization missing files does not match the DeepSpeed double-step optimizer bug." + "reason": "Processor serialization missing files and duplicate optimizer stepping are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and ZeRO3 deque underflow are unrelated failures." + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque underflow are different code paths." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:46821", "accept": false, - "reason": "Missing fpn_position_embeddings on a SAM3 output object is not the same as trust_remote_code dropping config fields." + "reason": "Missing SAM3 vision encoder field and TimesFM window_size attribute error are unrelated." }, { "left": "issue:43475", - "right": "issue:46821", + "right": "issue:43643", "accept": false, - "reason": "SAM3 attribute loss and TimesFM window_size attribute errors involve different models and code paths." + "reason": "Both mention missing fields, but one is a SAM3 output attribute and the other is trust_remote_code config hydration; not the same bug." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + "reason": "Import NameError in sentence-transformers and Qwen3.5 kernel registration crash 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." + "reason": "Doc-example errors for SigLIP2 and missing-vision-backend processor loading are different issues." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are different problems." + "reason": "A wrong docstring and a real variable-length position_ids bug are not duplicates." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "A docstring typo is not the same as a runtime position_ids bug in Qwen3.5." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder validation messaging and auto_docstring stdout diagnostics are unrelated." + "reason": "T5 decoder-input validation message and auto_docstring stdout logging 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." + "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different problems." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "A missing field in Qwen3.5MoeVisionConfig is not clearly the same bug as the generic Qwen3.5 Moe from_pretrained failure." + "reason": "Generic bug report vs gemma-4 zero3 loading issue; no concrete shared failure mode." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel branching and Qwen3.5 variable-length position_ids are different bugs." + "reason": "Both mention runtime behavior changes, but one is attention-kernel branching and the other is position_ids handling." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "A generic bug report and a gemma-4 ZeRO3 loading issue do not match the same underlying defect." + "reason": "pytest-xdist file race and VL image-placeholder parsing failure are unrelated." }, { - "left": "issue:46877", - "right": "issue:47000", - "accept": false, - "reason": "auto_docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading/config regression: 45375 names the missing field likely causing the generic `from_pretrained` error in 45478." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading problems and processor save_pretrained missing files are different subsystems." + "reason": "Qwen3.5 VL/MoE bug and processor save_pretrained missing-files bug are different issues." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "AutoTokenizer v5 loading regressions and continue_final_message tokenizer behavior are not the same bug." + "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss infeasible-cost-matrix training failure." }, { "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." + "accept": true, + "reason": "The generic Qwen3.5 Moe `from_pretrained` error and the missing `deepstack_visual_indexes` field report are the same loading/config bug at symptom vs root-cause level." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only convincing duplicate subgroup is the Qwen3.5 MoE loading/config trio (45310, 45375, 45478), and the other soft-edge rejections are reasonably cautious without overclaiming." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14944,9 +14705,7 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:30333", - "issue:30990", "issue:33290", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -14955,7 +14714,10 @@ "issue:42831", "issue:42898", "issue:43232", + "issue:43278", + "issue:43673", "issue:43704", + "issue:43723", "issue:43784", "issue:43824", "issue:43873", @@ -14968,8 +14730,8 @@ "issue:44661", "issue:44743", "issue:44792", - "issue:44843", "issue:44857", + "issue:44869", "issue:44933", "issue:44945", "issue:45081", @@ -14977,6 +14739,7 @@ "issue:45103", "issue:45137", "issue:45310", + "issue:45356", "issue:45405", "issue:45406", "issue:45561", @@ -14984,263 +14747,268 @@ "issue:45712", "issue:45753", "issue:46202", + "issue:46326", "issue:46701", "issue:46877", - "issue:47000", "issue:47059", - "issue:47068", - "issue:47085" + "issue:47068" ], "soft_pairs": [ + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:43232|issue:43673", "issue:41628|issue:44933", - "issue:43873|issue:44945", "issue:42371|issue:45092", + "issue:43873|issue:44945", "issue:36010|issue:41628", "issue:44661|issue:47059", - "issue:45137|issue:47000", + "issue:43278|issue:45137", "issue:45081|issue:45103", - "issue:45406|issue:46202", "issue:44857|issue:46877", + "issue:45406|issue:46202", "issue:46202|issue:46701", - "issue:45593|issue:46877", "issue:44038|issue:45310", + "issue:45593|issue:46877", "issue:41628|issue:44351", - "issue:44945|issue:45753", "issue:44222|issue:45310", "issue:43232|issue:44792", - "issue:45561|issue:47059", + "issue:44945|issue:45753", "issue:42175|issue:44933", + "issue:45561|issue:47059", "issue:30333|issue:33290", "issue:45405|issue:46877", - "issue:44743|issue:47068", "issue:42831|issue:44222", + "issue:44743|issue:47068", "issue:42898|issue:44568", - "issue:43784|issue:43824", "issue:42673|issue:43704", - "issue:42175|issue:45712", + "issue:43784|issue:43824", "issue:43976|issue:44933", - "issue:44496|issue:45561", - "issue:30990|issue:35141", - "issue:44568|issue:47085", - "issue:44843|issue:47085" + "issue:42175|issue:45712", + "issue:44496|issue:45561" ], - "prepared_review_unit_hash": "2db8d4fe45e901c23b975e204da0af548d01e78ee73d9cf4871d1bca029205b7", + "prepared_review_unit_hash": "54d6db538bb3d9c1fbcb394998c38b792c2ea2e540705e29625415c8917e2fb5", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36376, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "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.", + "summary": "Mostly unrelated bug reports; only the Qwen3ForCausalLM VRAM leak pair looks like a true duplicate. The rest are topic-adjacent but point to different models, symbols, or failure modes, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earliest report of the exact Qwen3ForCausalLM VRAM leak, and issue:43704 repeats the same title and symptom.", "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_issue_reason": "issue:42673 is the strongest issue representative: it matches the duplicate pair exactly and has the fuller original report/discussion, while issue:43704 is a later near-verbatim repeat.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44869", + "right": "issue:45356", "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." + "reason": "Both are tokenizer-related, but one is a Whisper timestamp decode crash and the other is a Kimi-K2.5 tokenizer codec/regression issue." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different failures: AutoTokenizer loading in v5 versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation cache behavior, but one is about sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "One is about offloading with quantization; the other is about incorrect output under pipeline parallelism. Different code paths and failure modes." + "reason": "Both are import-related, but they involve different missing symbols and different code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings and meta-initialization compatibility are unrelated issues despite both touching recent v5 behavior." + "reason": "One is about TF32 API settings; the other is an old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both involve generation/runtime behavior, but one is quantization offloading and the other is incorrect output under pipeline parallelism." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different exported names and likely different breakages." + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor." }, { "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." + "reason": "One is about add-new-model-like and tokenizer mapping names; the other is a CLI/huggingface_hub completion API break." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr cost-matrix infeasibility are unrelated training failures." + "reason": "Different bugs: embedding dtype regression versus a DeepSpeed ZeRO3 deque underflow." }, { "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." + "reason": "Both are patch/docstring related, but one is a tokenizer regex crash and the other is an auto-docstring annotation crash." }, { "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." + "reason": "Unrelated: CUDA float16 loss crash versus docstring diagnostics printed at import time." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both mention Gemma, but one is a tokenizer roundtrip issue and the other is an image-text pipeline failure." + "reason": "Different areas: Gemma4Processor tokenizer attribute error versus Gemma pipeline roundtrip failure on a specific character." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "A D-FINE loss bug and auto_docstring stdout logging are unrelated." + "reason": "Both mention Gemma, but one is tokenizer roundtrip behavior and the other is a pipeline failure for a different output class." }, { "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." + "reason": "Related model family, but different versions and different Qwen3.x MoE from_pretrained failures." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Two different import/export regressions affecting different classes; not the same concrete issue." + "reason": "Different bugs: D-FINE auxiliary loss behavior versus auto_docstring import-time output." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Pipeline parallelism output corruption and a Qwen3_5 image loop are different inference bugs." + "reason": "Both are import errors, but for different objects (AutoImageProcessor versus HybridCache) and likely different fixes." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE loading are distinct problems." + "reason": "Both are FP8/Qwen3.5-Moe adjacent, but one is save_pretrained in FP8 and the other is from_pretrained loading failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync bug and a Janus image-generation test failure are unrelated." + "reason": "Different generation bugs: sync_gpus/cache update issue versus a failed janus image generation test." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "A pytest-xdist file race and a CLI completion attribute error do not share the same underlying code path." + "reason": "Both affect model output, but one is pipeline parallelism and the other is an infinite loop on a specific image." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package extra dependency resolution and image_utils import exposure are unrelated." + "reason": "One is backend extras installation behavior; the other is a missing image_utils import." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Different concurrency/config issues: xdist race in testing utils versus CLI completion API breakage." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after training failure and DeepSpeed OOM with Adafactor are different training issues." + "reason": "Completely different bugs: MLflow reporting on failed training jobs versus DeepSpeed Adafactor OOM." }, { "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." + "reason": "Unrelated: PEFT version pinning versus auto_docstring stdout noise at import time." }, { "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." + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior for MoE." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Both are tokenizer-related behavior changes, but they affect different APIs and symptoms." + "reason": "Different code paths: Qwen3.5 recurrent-state reset in modular generation versus a DeepSpeed compute_loss host sync concern." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "These are separate import errors for different symbols and different downstream packages/models." + "reason": "Both are tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." }, { "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." + "reason": "Exact same title and same reported symptom: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Model config recognition and xdist file-race failures are not the same bug." + "reason": "Both are import errors from transformers-related packages, but they reference different missing names and different fixes." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Sentence Transformers loading hang and token-embedding resizing reinitialization are unrelated issues." + "reason": "One is Python-version compatibility in Transformers 5.1.0; the other is a missing import from image_utils." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer special-token behavior and tokenizer thread-safety are different problems." + "reason": "Different packaging/backend issues: torch-only install omitting TensorFlow versus leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Offline-mode Mistral regex patching and Rust tokenizer thread-safety are distinct failures." + "reason": "Different problems: unrecognized model/config loading versus a pytest-xdist race in testing utilities." } ] }, "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." + "accept": false, + "feedback": "The core grouping looks right, but one justification is not fully grounded: issue:42673 does not show any inbound references, so \"more discussion/inbound attention\" overstates the evidence. The rest is mostly conservative, but I\u2019d still reject on precision grounds." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15262,12 +15030,13 @@ "issue:27957", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", + "issue:35141", "issue:36331", "issue:39692", "issue:42222", "issue:42673", - "issue:42796", "issue:42898", "issue:43116", "issue:43295", @@ -15276,7 +15045,6 @@ "issue:43874", "issue:44016", "issue:44060", - "issue:44075", "issue:44079", "issue:44186", "issue:44190", @@ -15288,6 +15056,7 @@ "issue:44623", "issue:44734", "issue:44779", + "issue:44843", "issue:44869", "issue:45092", "issue:45103", @@ -15299,7 +15068,6 @@ "issue:45812", "issue:46077", "issue:46123", - "issue:46132", "issue:46231", "issue:46693", "issue:46829", @@ -15308,8 +15076,11 @@ "issue:47085" ], "soft_pairs": [ - "issue:43479|issue:46829", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", "issue:42898|issue:45812", + "issue:43479|issue:46829", "issue:44623|issue:45310", "issue:44186|issue:47085", "issue:42673|issue:46693", @@ -15317,10 +15088,10 @@ "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:42898|issue:44779", + "issue:43479|issue:44869", "issue:42673|issue:47085", "issue:46077|issue:46123", "issue:43479|issue:44079", @@ -15328,225 +15099,222 @@ "issue:42898|issue:44448", "issue:30333|issue:36331", "issue:44060|issue:45125", - "issue:22355|issue:28282", "issue:44295|issue:45656", + "issue:22355|issue:28282", "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" + "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "932628328e62a73d9990c11839b950441250c0628c54da0f211099480f00e998", + "prepared_review_unit_hash": "90526d81f3c485286a4087f0086a7ea86116c5ab3d53694d96dba6b848de10d7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36836, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36941, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "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.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, training, documentation, and infra bugs. None of the soft pairs look like the same underlying issue. No PRs are present. The strongest representative item is the FA2 long-context performance regression.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits well because the items span unrelated bugs and examples; picking one would be arbitrary.", "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_issue_reason": "issue:46693 is the most representative/high-signal item: a widely discussed performance regression affecting FA2 long-context generation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: sentence-transformers loading hang vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Different model families and different failure modes: config initialization vs output field mismatch." + "reason": "Token addition regression vs tokenizer thread-safety regression; different failure modes and code paths." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline hub call in AutoTokenizer patching vs fast tokenizer thread-safety; unrelated issues." }, { "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." + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization vs output field misassignment in a video classifier; different subsystems." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save/export files missing is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "processor.save_pretrained missing files is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and tokenizer thread-safety are different bugs." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs tokenizer thread-safety; different concrete problems." }, { "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." + "reason": "VRAM leak with multiple dataloader threads is separate from 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." + "reason": "Tokenizer loading failure in v5 vs special-token insertion bug; not the same bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are documentation examples, but they are different models and different example errors." + "reason": "Both are broken docs examples, but they concern different models/examples and different errors." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings CI breakage is unrelated to a huggingface_hub CLI compatibility failure." + "reason": "auto_mappings CI break from removed configs vs huggingface_hub CLI completion break; unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Different subsystems: multimodal config defaults vs Whisper timestamp decode crash." + "reason": "MLflow reporting on failed jobs vs model loading regression for Llama 3.2 vision; different issues." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to Llama model loading regression." + "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to MLflow failed-job reporting." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer v5 regressions, but the affected behavior and models are different." + "reason": "Both are tokenizer regressions in v5, but one is clean-up spaces behavior and the other is Deepseek token IDs." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Flash Attention 2 model behavior and MLflow failure reporting are unrelated." + "reason": "Config default bug vs Whisper word timestamp decode crash; different code paths." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "A memory leak in Qwen3ForCausalLM is not the same as tokenizer thread safety." + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread dataloading 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." + "reason": "Attention-mask construction bug vs MaskGenerationPipeline final-batch handling; different pipeline stages." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config defaulting bug vs ModelOutput key assignment bug; no shared code path." + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around tokenizer/processor behavior, but they affect different APIs and symptoms." + "reason": "Tokenizer cleanup semantics vs processor.tokenizer/images regression; different concrete breakages." }, { "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." + "reason": "Different tokenizer-related regressions: cleanup-space behavior vs Pegasus output mismatch." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow failure reporting and CustomTrainer signature mismatch are unrelated training issues." + "reason": "MLflow reporting bug is unrelated to Trainer compute_loss signature changes." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning and missing tensor-parallel plan are separate Qwen3-related bugs." + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for Qwen3.5 MoE; distinct issues." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different import-time failures." + "reason": "position_ids buffer access bug vs deepspeed optimizer stepping twice; unrelated." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Position_ids buffer access and duplicated optimizer steps are unrelated." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch helper and remote-code meta-init incompatibility are different multimodal loading problems." + "reason": "Missing image-patch helper vs remote-code checkpoint/meta-init incompatibility; different bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated." + "reason": "Broken vitpose models vs Gemma 4 mm_token_type_ids defaulting; not the same underlying issue." }, { "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." + "reason": "Serve KV-cache continuation crash vs docstring annotation AttributeError; different subsystems." }, { "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." + "reason": "FP8 save_pretrained moe vs tokenizer save_pretrained class metadata mismatch; unrelated save bugs." }, { - "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", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." + "reason": "Classification example empty outputs vs image-classification example dataset loading failure; different scripts and failures." } ] }, @@ -15574,8 +15342,8 @@ "issue:38175", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", - "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -15583,6 +15351,7 @@ "issue:43504", "issue:43644", "issue:43723", + "issue:44075", "issue:44190", "issue:44222", "issue:44263", @@ -15591,6 +15360,7 @@ "issue:44327", "issue:44360", "issue:44373", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", @@ -15604,261 +15374,260 @@ "issue:45656", "issue:45712", "issue:45834", - "issue:46050", "issue:46082", "issue:46132", "issue:46209", + "issue:46231", "issue:46305", - "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46762", - "issue:46909", "issue:46932", "issue:47059", "issue:47276" ], "soft_pairs": [ + "issue:44075|issue:46231", + "issue:42796|issue:43723", "issue:45405|issue:45712", + "issue:44448|issue:46132", "issue:44297|issue:45656", "issue:42831|issue:44623", + "issue:44222|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:43723|issue:44977", "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:44295|issue:44623", "issue:44190|issue:46082", "issue:43475|issue:46305", - "issue:44295|issue:44623", + "issue:30990|issue:38175", "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" + "issue:44327|issue:47059", + "issue:43232|issue:46424" ], - "prepared_review_unit_hash": "32be66ea058651118e6bb639b987cb9a929da4b29f460d6031c20b1138694add", + "prepared_review_unit_hash": "358516e0be252a5cd7435c346a6c95c1d50b437677a07b4aad143f1c916c9f23", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36275, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "soft_pair_count": 31, + "serialized_chars": 36650, + "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 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.", + "summary": "This cluster is mostly a loose group of Transformers v5 regression reports, but the soft pairs are not true duplicates: they cover different models, different code paths, or pure documentation/API changes. There is no PR in the cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43122 is the most representative umbrella issue here: it explicitly captures a concrete v4.57.3\u2192v5 tokenization regression, which is the closest shared theme across the cluster. It is still not a duplicate of the others, but it is the best canonical anchor.", "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_issue_reason": "issue:43122 is the strongest single issue to keep as the cluster representative because it is specific, reproducible, and directly tied to the common v5 behavior-change theme. It is broader and more triage-friendly than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer behavior vs documentation parameter naming; same area, different bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import failure are unrelated." + }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated problems: PEFT version pin vs leftover dummy classes/check-repo cleanup." + "reason": "PEFT version bump and leftover dummy classes are separate repo/compatibility issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface registration semantics are different code paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs DeepSpeed optimizer stepping twice; different code paths." + "reason": "Tokenizer config mismatch and double optimizer step are unrelated problems." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression vs missing processor save files; not the same bug." + "reason": "FP8 accuracy regression and processor.save_pretrained file omission do not match." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained bug and processor save_pretrained missing files are different failures." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default-init issue vs non-persistent buffer corruption; unrelated." + "reason": "Config default initialization and non-persistent buffer corruption are separate issues." }, { "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." + "reason": "Missing image_utils import and dummy class leakage are not the same bug." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit/runtime error vs AttentionInterface.register behavior change; not the same change or bug." + "reason": "Category limit error and AttentionInterface behavior change are unrelated." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference-on-B200 bug vs missing chat template error; distinct features and failures." + "reason": "FP8 B200 inference failure and missing chat template error are different subsystems." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue for position_ids vs GLM-5 RoPE implementation discussion; no common concrete bug." + "reason": "Docstring mismatch for position_ids versus RoPE implementation discussion; one is documentation, the other is code behavior." }, { "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." + "reason": "Tokenizer_class mismatch on save and Qwen3.5 MoE from_pretrained failure are distinct loading bugs." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization change across versions vs FP8 inference on B200; unrelated." + "reason": "Tokenization regression and FP8 B200 inference failure are unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation bug; different code paths." + "reason": "Both are import errors, but for different missing symbols and different causes." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Import failure for AutoImageProcessor vs import failure for is_offline_mode; both imports, but different symbols and causes." + "reason": "Tokenizer loading issue and flash-attention generation failure are different bugs." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Generation kwargs sync issue vs misleading warning message; one is behavior, the other is messaging." + "reason": "Generation kwargs handling and a warning-message wording issue are not the same underlying problem." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy field blocks pretrained load vs Hugging Face Hub CLI test failure; unrelated subsystems." + "reason": "Beit pretrained loading and huggingface_hub CLI compatibility are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking regression vs LlamaConfig head_dim validation; not the same bug." + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different validation behaviors." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend vs Gemma4 quantized embedders dtype casting; different models and failures." + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer ReLU discussion vs Minimax attention numerical mismatch; different implementation issues." + "reason": "DSA indexer architecture change and Minimax attention numerical drift are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs why max_shard_size defaults to 50GB; unrelated save concerns." + "reason": "FP8 save_pretrained behavior and max_shard_size default question are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "SentenceTransformers loading hang vs zero probabilities in SigLIP2; different symptoms and models." + "reason": "position_ids buffer read error and processor.save_pretrained missing files are separate issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading issue vs LlamaConfig head_dim validation; unrelated." + "reason": "Local dataset loading and LlamaConfig head_dim validation are 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." + "reason": "Missing SAM3 attribute and MoonshineStreaming off-by-one are different model bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Buffer registration/read error vs processor.save_pretrained missing files; not the same underlying bug." + "reason": "Sentence-Transformers loading stall and SigLIP2 zero probabilities are unrelated." }, { "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." + "reason": "Generation bookkeeping and Kosmos2.5 OCR index error do not share the same root cause." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return semantics in GlmMoeDsaIndexer vs v5 meta-init checkpoint incompatibility; different failures." + "reason": "GlmMoeDsaIndexer torch.split issue and remote-code meta-init incompatibility are different." }, { "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." + "reason": "QA decode_spans kth-out-of-bounds and CLI breakage with huggingface_hub 1.22.0 are unrelated." }, { "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." + "reason": "sync_gpus generation warning/kwargs handling and cache-length behavior are different code paths." } ] }, @@ -15887,11 +15656,10 @@ "issue:28218", "issue:39401", "issue:41628", - "issue:42757", "issue:42796", "issue:42831", "issue:42886", - "issue:42994", + "issue:42907", "issue:43066", "issue:43122", "issue:43408", @@ -15914,7 +15682,6 @@ "issue:44829", "issue:44964", "issue:45092", - "issue:45278", "issue:45310", "issue:45357", "issue:45381", @@ -15922,19 +15689,23 @@ "issue:45600", "issue:45753", "issue:46002", + "issue:46050", "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:42907|issue:46050", "issue:46305|issue:46655", + "issue:44279|issue:46328", "issue:22355|issue:27957", "issue:43986|issue:46726", "issue:42831|issue:45310", @@ -15944,226 +15715,217 @@ "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:44964|issue:47059", + "issue:44261|issue:45092", "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:43784|issue:45600", "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:43644|issue:46305", - "issue:43986|issue:47217", "issue:42796|issue:43122", + "issue:43986|issue:47217", "issue:43756|issue:44060", - "issue:42886|issue:43066", - "issue:43408|issue:46369", - "issue:42886|issue:42994", - "issue:42757|issue:45278" + "issue:42886|issue:43066" ], - "prepared_review_unit_hash": "b9674bf7a4a8864a2ab70488aa80a09af4f806e9c834ef2557149853b61deeeb", + "prepared_review_unit_hash": "73fc9602daacb2829f6bf6fd87d1fa574b50dfe2fe6a2d80ed19b2adecb39140", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36148, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "soft_pair_count": 28, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "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.", + "summary": "This cluster is highly heterogeneous and does not contain a true duplicate set; the soft pairs mostly share only broad subsystem vocabulary (tokenizers, model loading, vision backends, quantization) rather than the same concrete bug.", + "confidence": 0.16, + "canonical_issue_reason": "No single issue clearly represents the whole cluster. If one must be chosen, issue 43122 is the cleanest self-contained regression report, but it does not unify the unrelated 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_issue_reason": "Issue 43122 is the strongest standalone report: it has a clear version regression, a concrete symptom (tokenization changes across 4.57.3 -> 5.0), and a focused scope.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "One is a SAM3-LiteText memory overflow, the other a DIA doc example breakage; different failure modes and targets." + }, { "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." + "reason": "Both involve model save/load compatibility, but they affect different models and distinct key-loading bugs." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Generic dependency complaint vs a SequenceFeatureExtractor.pad performance bug; unrelated symptoms and fixes." + "reason": "Both concern save/load of quantized models, but the quantization paths and reported breakages are different." }, { "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." + "reason": "Different media-processing bugs: one is an off-by-one in streaming attention masking, the other a padding calculation issue in video processing." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A vague dependency complaint versus a performance issue in SequenceFeatureExtractor.pad; no shared underlying defect." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Import error for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + "reason": "Importing transformers.onnx and XLMRoberta with Flash Attention 2 are unrelated problems." }, { "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." + "reason": "Both mention AutoProcessor/backend availability, but one is a video-model crash without torchvision and the other is an unrecognized image-processor error; too different to merge." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are unrelated code paths." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different model families and different bugs: Qwen2.5-VL position IDs vs MoonshineStreaming mask indexing." + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming window masking are different model-specific bugs." }, { "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." + "reason": "A misleading model-type warning versus missing SAM3 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." + "reason": "Both touch DSA indexing, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete defect." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different regressions." + "reason": "Separate import errors for different classes; they do not share a single missing export or code path." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3-VL-Moe loading behavior." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe from_pretrained issues are unrelated." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading and a huggingface_hub CLI regression are unrelated code paths." + "reason": "A model-loading failure and a CLI completion incompatibility are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "LayerNorm epsilon precision error and remote-code/meta-init incompatibility are different issues." }, { "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." + "reason": "Flash-Attention-3 training degeneration and NaNs in classification heads are distinct symptoms with different causes." }, { "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." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated failures." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Module import failure vs tokenizer adding an extra space after added tokens; unrelated." + "reason": "A missing module import and tokenizer spacing behavior are different bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env CLI command and a NameError importing sentence-transformers are different breakages." + "reason": "Broken env CLI and a NameError on sentence-transformers import are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Import-time NameError and auto_mappings CI breakage both involve imports, but not the same underlying issue." + "reason": "torch.compile attention-kernel divergence and a wrong docstring are not the same issue." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Attention-kernel divergence and a docstring typo are unrelated." + "reason": "Import-time NameError versus stale auto_mappings references; different code paths and fixes." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different model families and different symptoms: FP8 accuracy vs infinite-loop generation." + "reason": "FP8 accuracy and a Qwen3.5 infinite-loop case are unrelated model problems." }, { "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." + "reason": "Offset mapping corruption and missing BOS/EOS insertion are both tokenizer bugs, but they are different concrete behaviors and fixes." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization and video sliding-window masking are unrelated." + "reason": "Non-persistent buffer initialization and streaming mask off-by-one are unrelated." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:42796", + "right": "issue:43122", "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." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; too broad to treat as the same bug." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43986", + "right": "issue:47217", "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." + "reason": "Both involve VL/image handling, but one is a missing-backend crash and the other is an image-placeholder parsing failure." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer dropping and tied-weights warnings in Qwen3-Next are unrelated." + "reason": "RoPE-layer dropping and incorrect tied-weights warnings are unrelated model-architecture bugs." }, { "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." + "reason": "Offline cache loading and wrong decoder type in v5 are distinct tokenizer issues." } ] }, @@ -16196,7 +15958,10 @@ "issue:39401", "issue:41628", "issue:42371", + "issue:42757", + "issue:42886", "issue:42907", + "issue:42994", "issue:43122", "issue:43329", "issue:43408", @@ -16209,7 +15974,6 @@ "issue:43976", "issue:44038", "issue:44117", - "issue:44222", "issue:44263", "issue:44295", "issue:44297", @@ -16220,270 +15984,260 @@ "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:46369", "issue:46909", "issue:47059" ], "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:42757|issue:45278", "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:30990|issue:33357", "issue:42907|issue:44964", "issue:43329|issue:47059", "issue:43122|issue:46326", - "issue:43976|issue:44945", "issue:44625|issue:44829", + "issue:43976|issue:44945", "issue:39401|issue:44488", - "issue:42907|issue:44945", "issue:41628|issue:45278", "issue:39401|issue:44521", + "issue:42907|issue:44945", "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:42907|issue:43937", "issue:43408|issue:43475", - "issue:42907|issue:43452", "issue:44038|issue:44297", - "issue:43824|issue:44351", + "issue:42907|issue:43452", "issue:44360|issue:44485", "issue:44038|issue:44295", - "issue:45216|issue:45478", - "issue:44038|issue:44222", - "issue:46172|issue:46762", - "issue:43122|issue:44779" + "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "7f0545b335651a7dce7115d61c7320c3f9f44cf5e65b5326db5ad070795ce4d4", + "prepared_review_unit_hash": "c681986ab3137ebfc957f57676a32b245acba451448e706384908664177c308d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36808, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35874, + "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 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.", + "summary": "This cluster is a loose collection of Transformers bug reports across tokenization, multimodal processing, import/export regressions, and model-specific failures. The soft pairs mostly share a subsystem or version context, but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45278 is the broadest regression report here, covering multiple import failures after a version upgrade; it is the closest umbrella candidate, though this cluster is not a true duplicate set.", "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_issue_reason": "Issue 45278 is the most general, widely applicable user-facing regression among these issues, but it is still only a loose umbrella rather than a clean canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different failure modes: offline cache loading for tokenizers vs quantized model saving." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3 video, but one is a model-type mismatch warning and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 42757 is a specific missing symbol from huggingface_hub while 45278 is a broad package-wide import regression." + }, { "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." + "reason": "Unrelated model code paths: mllama mask handling vs deepseek-v4 tensor transpose logic." }, { "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." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to a broken documentation example for DIA." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta and Sentence Transformers loading are unrelated failures." + "reason": "Same broad area of model loading/performance, but XLM-R Flash Attention 2 and Sentence Transformers loading stuck are different problems." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs documentation example issue; different scopes entirely." + "reason": "Qwen3OmniMoe video-input processing error is unrelated to a documentation example issue." }, { "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." + "reason": "Both touch initialization, but 5.0 custom model init breakage and NaNs in classification heads are different concrete failures." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Sentence Transformers loading hang vs MacOS bus error on a CLIP community model; unrelated symptoms and code paths." + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch in saved config are unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Reading a registered position_ids buffer vs tokenizer_class mismatch in saved config; different save/load problems." + "reason": "Both are loading-related, but Sentence Transformers hanging and a MacOS bus error with CLIP are different defects." }, { "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." + "reason": "Quantized model save failure is unrelated to loading a Phi-4 multimodal model." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Undefined variables in multimodal token counting vs CLI completion breakage from huggingface_hub; unrelated subsystems." + "reason": "Multimodal token counting bug is unrelated to a CLI compatibility break with huggingface_hub." }, { "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." + "reason": "Both concern tokenization, but one is a version-to-version behavior change and the other is continue_final_message handling for mistral_common tokenizers." }, { "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." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated issues." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3 offset_mapping bug vs failure to load cjvt/sleng-bert; unrelated tokenizer vs model-loading issues." + "reason": "Python version support regression and incorrect LLM output under pipeline parallelism do not share the same bug." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Dequantized save bug vs pipeline-parallelism output corruption; different mechanisms and symptoms." + "reason": "Wrong offset_mapping and failure to load a specific tokenizer are different tokenizer bugs." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but they concern different missing APIs and different underlying regressions." + "reason": "Missing AutoImageProcessor import is one symbol-level export issue; 45278 is a broader multi-import regression, not the same concrete bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant masks are separate tokenizer/chat-template bugs." + "reason": "Tokenizer offset mapping bug is unrelated to assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and pipeline-parallel output corruption are unrelated." }, { "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." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different code paths." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization drift across versions vs multimodal assistant mask generation; not the same underlying issue." + "reason": "Tokenizer behavior drift and multimodal assistant_mask generation are 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." + "reason": "TF32 settings deprecation and a DSA indexer implementation bug are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated issues." + "reason": "No module named transformers.onnx is unrelated to slow vs fast tokenizer inconsistency." }, { "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." + "reason": "Passing kwargs to cached_file and apply_chat_template crashes with tool-call messages are different bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Wrong model class warning for sam3_video vs missing fpn_position_embeddings attribute; both SAM3-related but not the same bug." + "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Dequantized save bug vs gguf_file breaking from_pretrained; different loaders and failure modes." + "reason": "Both are SAM3-video-related, but model-type mismatch and missing fpn_position_embeddings are distinct defects." }, { "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." + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; unrelated model components." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." }, { "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." + "reason": "Qwen3-VL-Moe processing issue and position_ids buffer access error are unrelated." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Generic tokenizer regression across versions vs Deepseek-specific tokenizer output bug; same broad area but not the same concrete issue." + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." } ] }, @@ -16521,259 +16275,252 @@ "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:44222", "issue:44351", "issue:44483", - "issue:44485", "issue:44625", "issue:44779", "issue:44938", "issue:44945", - "issue:44995", "issue:45072", - "issue:45083", "issue:45200", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", "issue:45478", "issue:45753", "issue:46002", + "issue:46172", "issue:46231", "issue:46328", "issue:46614", "issue:46640", - "issue:46697", + "issue:46762", "issue:46877", "issue:47217", "issue:47312" ], "soft_pairs": [ + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779", "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:42222|issue:47312", "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:46231|issue:46877", "issue:44483|issue:47217", + "issue:42898|issue:46614", "issue:43611|issue:46002", "issue:38617|issue:45278", + "issue:45357|issue:45478", "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" + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "171d1597f624c019c941b69bec6b4c46b4ddac7e88a70b8f5f453d72d9c3e325", + "prepared_review_unit_hash": "b70df2199b2c1a9956cf38a602c4aaca878b32e610bea310dab036709523c4fc", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34697, - "estimated_input_tokens": 8675, - "estimated_eval_tokens": 17606 + "soft_pair_count": 26, + "serialized_chars": 34397, + "estimated_input_tokens": 8600, + "estimated_eval_tokens": 17456 }, "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.", + "summary": "These are mostly unrelated issue reports spanning different models, regressions, and subsystems. No pair is convincing enough to merge as the same underlying bug/change under a strict duplicate standard.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45216 is the most specific, high-signal regression report in the set: it names Qwen3.5, `save_pretrained`, and a version boundary (`since 5.4.0`), making it a good representative issue for the closest-related save/load regressions.", "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_issue_reason": "issue:45216 is the strongest standalone issue because it is concrete, reproducible, and narrowly scoped compared with broader import-error or model-family complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.4+, but one is about incorrect saved visual encoder keys while the other is a from_pretrained error for Moe; related area, not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Flash Attention 2 on Qwen3.5-VL and FP8 `save_pretrained` for moe are different failure modes and code paths." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "One is a DeepSeek v4 tensor/transposition issue; the other is numeric divergence in Minimax attention. Same broad attention area, different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers/models and different symptoms." + }, { "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." + "reason": "Run classification empty outputs and Gemma 4 text-only fine-tuning token IDs are unrelated application-level bugs." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Unrelated topics: missing transformers.onnx module vs unclear LayoutLMv3 box-validation error messaging." + "reason": "An import error for `transformers.onnx` is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 tokenizer offset mapping vs Wav2Vec2 phonemizer language state leakage." + "reason": "Wrong offset mapping in Qwen3 tokenizer and stale phonemizer backend state in Wav2Vec2 phoneme tokenization are different tokenizer subsystems." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different code paths: dtype change between train/eval vs incorrect output under pipeline parallelism." + "reason": "Embedding dtype changes in evaluation and wrong output under pipeline parallelism do not describe the same underlying defect." }, { "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." + "reason": "One is a backend/dependency install issue; the other is a Python 3.14 import/load failure." }, { - "left": "issue:42222", - "right": "issue:47312", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "VitPose breakage and kernel compatibility are too different to be the same underlying issue." + "reason": "Both are import errors, but they reference different packages, symbols, and breakages." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42222", + "right": "issue:47312", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages and likely different dependency breaks." + "reason": "VitPose model breakage and kernel compatibility with version 0.16 are not the same bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the multi-label example script returning empty results." + "reason": "Tensor-parallel training bugs and multi-label classification script behavior are unrelated." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama mask handling and generation kwargs update after sync_gpus are separate code paths." + "reason": "mllama mask handling and generation kwargs after `sync_gpus` are different code paths and symptoms." }, { "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." + "reason": "SigLIP2 implementation drift and Qwen3_5 image-triggered infinite loop are different model-specific failures." }, { "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." + "reason": "Attention-kernel divergence under `torch.compile` and a feature-extractor padding performance issue are unrelated." }, { "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." + "reason": "Python version compatibility and a PyTorch version check in flex attention are distinct dependency issues." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer language state are unrelated regressions." + "reason": "A docs parameter-name mismatch and import-time doc-lint stdout noise are not the same underlying problem." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "API request rejection and VL placeholder handling are different failure modes." + "reason": "Chat-completions request rejection and VL image-placeholder handling are different API/input validation bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and phonemizer language caching are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + "reason": "Model loading with `base_model_prefix` and NaNs in classification heads are different failure modes." }, { "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." + "reason": "`layer_type_validation` import failure may be one symptom within a broader import-breakage report, but the artifacts do not clearly describe the same concrete bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but one is about visual encoder keys in `save_pretrained` and the other about `from_pretrained` failing for Moe." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is unrelated to dtype mismatches in bfloat16 inference." + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches in inference are unrelated." }, { "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." + "reason": "Flash Attention 2 support request and a generic flash attention issue are too underspecified and not the same concrete defect." }, { "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." + "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different problems." }, { "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." + "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different root causes." } ] }, @@ -16800,13 +16547,13 @@ "issue:33453", "issue:39379", "issue:39401", - "issue:42222", "issue:42371", "issue:42673", "issue:42796", "issue:43064", "issue:43066", "issue:43116", + "issue:43493", "issue:43618", "issue:43673", "issue:43688", @@ -16816,255 +16563,254 @@ "issue:43874", "issue:43937", "issue:43992", + "issue:44038", "issue:44075", "issue:44117", - "issue:44263", "issue:44291", "issue:44355", - "issue:44380", - "issue:44466", + "issue:44485", "issue:44610", "issue:44704", "issue:44936", + "issue:44995", "issue:45071", - "issue:45081", + "issue:45083", "issue:45092", "issue:45405", "issue:45446", + "issue:45478", "issue:45563", "issue:45588", - "issue:46002", - "issue:46077", "issue:46231", "issue:46328", + "issue:46697", "issue:46710", "issue:46726", "issue:46762", "issue:46829", "issue:46909", "issue:46981", - "issue:47000", "issue:47116" ], "soft_pairs": [ - "issue:44075|issue:44936", + "issue:43937|issue:44485", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:44038|issue:45478", "issue:44610|issue:46909", + "issue:43116|issue:43493", + "issue:44075|issue:44936", "issue:44355|issue:46231", "issue:43066|issue:46710", "issue:42371|issue:43874", "issue:46726|issue:46981", - "issue:42673|issue:42796", "issue:43116|issue:43825", + "issue:42673|issue:42796", "issue:43618|issue:46829", "issue:43827|issue:45446", "issue:43992|issue:44704", "issue:46328|issue:47116", "issue:33453|issue:39401", - "issue:43824|issue:46981", "issue:45405|issue:45446", + "issue:43824|issue:46981", "issue:39379|issue:43688", - "issue:44291|issue:45071", "issue:43673|issue:46328", - "issue:43064|issue:43673", + "issue:44291|issue:45071", "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:44117|issue:45081" + "issue:43064|issue:43673", + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "307edc89bb99e1f3484d32ff560420cf7aacf503669c3c95e38db1a0e59e2815", + "prepared_review_unit_hash": "30093f7760a23c109de6fa131146c6c375b266d1e0bd45f24e65e106fa1c92d0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35803, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "serialized_chars": 35049, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is 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, + "summary": "The cluster is mostly a mix of unrelated Transformers regressions and bug reports, with only weak thematic overlap around tokenizers/loading/v5 behavior. None of the soft pairs look like the same concrete bug or change, so all are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:33453 is the broadest and most generic tokenizer-loading regression in the set, making it the best umbrella canonical issue for this cluster.", "canonical_pr_reason": null, - "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_issue_reason": "issue:44117 is the most actionable loading-related report: it names a concrete failing assumption in from_pretrained and can serve as the best representative issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is a GenerationConfig validation bug and the other is a RoPE implementation discussion; different code paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Completely different subsystems and symptoms: stale cache in GlmMoeDsa vs image over-padding in Swin2SR." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated bugs in different modules: qwen3_omni_moe feature length helper vs flex_attention version check." + }, + { + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Optimizer SGD argument handling and a train/evaluate lifecycle failure are different bugs and different code paths." + "reason": "Both mention Qwen3/Moe and v5, but the titles point to different failures and likely different fix paths." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "An image-size mismatch in OmDet-Turbo is unrelated to a broken DIA documentation example." + "reason": "Model processor dimension mismatch is not the same as a broken documentation example." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different problems: example script returns empty multi-label results vs implementation discrepancy with SigLIP2." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are separate bugs." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are not the same underlying issue." + "reason": "Compiled Python file errors are unrelated to a docs parameter-name mismatch." }, { "left": "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." + "reason": "Both are v5 regressions, but one is tokenizer decoder type and the other is an accuracy regression for a specific model." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 configuration guidance and a missing image-processor method are unrelated problems." + "reason": "TF32 API guidance and a missing image-processor method are unrelated issues." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing-backend error handling and repeated HTTP 429 retries are different AutoProcessor failure modes." + "reason": "Both involve AutoProcessor, but one is missing vision backend handling and the other is HTTP 429 retry behavior." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "A VRAM leak in Qwen3 inference threads is unrelated to a tokenizer BPE-marker handling bug." + "reason": "A failing example script and a misleading pipeline error message are different bugs." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Empty multi-label classification outputs and an incorrect pipeline error message are separate issues." + "reason": "VRAM leak in Qwen3ForCausalLM and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but they affect different models and different output attributes." + "reason": "Both concern output fields, but they affect different model classes 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." + "reason": "Docs still referencing pipeline() is unrelated to the flex_attention version check bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "A missing encoder weight in from_pretrained and AutoProcessor kwargs forwarding are different code paths." + "reason": "Missing embedding weights in UMT5Encoder is not the same as AutoProcessor failing to pass kwargs to cached_file." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "A padding performance issue and a streaming pipeline regression are not the same bug." + "reason": "Padding performance issue and streaming pipeline regression are different code paths." }, { "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." + "reason": "Both are tokenizer issues, but the former is a generic loading regression while the latter is an offset_mapping bug in Qwen3." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump problem is unrelated to a PyTorch version check in flex_attention." + "reason": "A dependency version bump issue is unrelated to the AuxRequest import version check." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Incorrect mllama row-mask handling and auxiliary-loss normalization are different model bugs." + "reason": "ImportError for a missing model class and HTTP 429 retry behavior are not the same underlying bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "Meta-initialization TypeError and PretrainedConfig type-checking breakage are distinct v5 issues." + "reason": "Different model families and different math bugs: mllama mask handling vs auxiliary loss normalization." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache and a SequenceFeatureExtractor padding slowdown are unrelated." + "reason": "Generation cache handling and feature-extractor padding performance are unrelated." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache are different subsystems and failures." + "reason": "Both touch v5 loading/type behavior, but one is an unexpected init_empty_weights argument and the other is PretrainedConfig type checking." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility and attention numerical differences are not the same underlying bug." + "reason": "Remote-code meta-init incompatibility and numerical attention differences are different classes of bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash-attention auxiliary-state crashes are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are separate generation issues." + "reason": "Tokenizer mapping None handling and flash_attention s_aux handling are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "State serialization/tied-weights behavior is unrelated to NaNs in classification heads." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "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 import/breakage and RTDetrLoss infeasible cost matrix are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "A torch.split return-value issue and Minimax attention numerical mismatch are different defects." + "reason": "Training optimizer-state corruption and GenerationMixin cache missing are separate regressions." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer mapping None handling and a Mistral regex patch crash are unrelated tokenizer code paths." + "reason": "GenerationConfig invalid and stale num_return_sequences warning are different issues." } ] }, @@ -17093,7 +16839,6 @@ "issue:39401", "issue:41628", "issue:42222", - "issue:42371", "issue:42617", "issue:43122", "issue:43208", @@ -17104,26 +16849,26 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44075", - "issue:44220", - "issue:44261", + "issue:44117", + "issue:44263", + "issue:44380", "issue:44410", - "issue:44484", + "issue:44466", "issue:44496", "issue:44704", "issue:44779", "issue:44829", "issue:44877", - "issue:44964", "issue:44977", "issue:45071", + "issue:45081", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45561", "issue:45632", - "issue:45656", + "issue:46002", + "issue:46077", "issue:46231", "issue:46298", "issue:46328", @@ -17133,235 +16878,229 @@ "issue:46894", "issue:46897", "issue:46981", + "issue:47000", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:42222|issue:43441", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:44263|issue:46762", + "issue:44117|issue:45081", + "issue:42222|issue:47000", "issue:39379|issue:46897", "issue:43937|issue:44977", + "issue:42222|issue:43441", "issue:42222|issue:46752", "issue:45071|issue:46512", "issue:43450|issue:43986", + "issue:43408|issue:43742", "issue:42617|issue:45341", "issue:39401|issue:44779", - "issue:43408|issue:43742", "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:45071|issue:47059", "issue:45632|issue:46981", - "issue:44704|issue:47110", - "issue:45341|issue:45561", "issue:45341|issue:46328", + "issue:45341|issue:45561", "issue:44877|issue:46231", + "issue:44704|issue:47110", "issue:43208|issue:46894", "issue:38617|issue:41628", "issue:39401|issue:43421", "issue:43122|issue:46298", - "issue:43937|issue:44496", - "issue:38617|issue:44220", - "issue:42371|issue:44261", - "issue:44964|issue:45278", - "issue:44261|issue:46762", - "issue:44075|issue:45656", - "issue:44484|issue:45310" + "issue:43937|issue:44496" ], - "prepared_review_unit_hash": "8d19853febc912c496829ad932e525a837cce3972541031ba44fdbfb6c970588", + "prepared_review_unit_hash": "97244282abf1fb57268791a61bfc2c118e8190718e6ddab973f6ad0b68eb4c9a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35222, - "estimated_input_tokens": 8806, - "estimated_eval_tokens": 17868 + "soft_pair_count": 27, + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "No clear duplicate cluster emerges here: the paired issues only share broad subsystems or surface symptoms, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45561 is the best anchor because it is the most detailed and actionable testing-utils report among the near-matches, but it still should not be treated as a duplicate of the other testing-related issues.", "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_issue_reason": "issue:45561 is the strongest standalone issue: open, specific, and well-scoped, making it the best representative issue in this set even though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Both involve model weights and training behavior, but one is a device-dependent serialization issue and the other is NaNs after checkout/init; different bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention masks/scaling, but they hit different models and different code paths with different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A split/indexing bug in one model is not the same as numerical differences in a different attention implementation." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related crashes, but one is a mapping fallback problem and the other is a Mistral regex/backend attribute error." + }, { "left": "issue:42222", - "right": "issue:43441", + "right": "issue:47000", "accept": false, - "reason": "Different failures: VitPose model breakage versus Ministral-3 FlashAttention behavior. Same library, but not the same bug." + "reason": "A ViTPose model-loading breakage and an RT-DETR loss infeasibility are unrelated bugs." }, { "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." + "reason": "Different models and different errors: masked-out handling in mllama versus training-loss double-shift in Florence2." }, { "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." + "reason": "Both are generation failures, but GLM-5 config validation and Qwen3.5 flash-attention behavior are separate issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "One is a ViTPose model breakage; the other is a Ministral-3 FlashAttention failure. No shared concrete code path." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose import/breakage and empty-chat-template IndexError are unrelated code paths." + "reason": "Model loading breakage is unrelated to chat template empty-list handling." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is not the same as dtype bookkeeping in from_config()." + "reason": "Both touch config semantics, but one is type-checking regression and the other is stale dtype state after 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." + "reason": "Incorrect batched video processor output shape is different from a torchvision-missing AutoProcessor crash." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "The SAM3 tracker warning and the MobileLLM key error are unrelated loading/config problems." }, { "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." + "reason": "A script execution failure and a small testing_utils bug are not the same underlying issue." }, { "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." + "reason": "Both are tokenizer correctness reports, but they concern different models and distinct tokenization regressions." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained failure are different loading/model-definition problems." + "reason": "Missing projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration is unrelated to save_pretrained producing an incorrect Qwen3.5 checkpoint." + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type-checking and a CLI compatibility break with huggingface_hub are separate regressions." + "reason": "A PretrainedConfig type-checking regression is unrelated to the huggingface_hub CLI completion API break." }, { "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." + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Missing kwargs propagation in AutoProcessor and a special_tokens list/dict type error are different bugs." + "reason": "Both are small utility issues, but one is testing_utils-specific and the other is a performance quirk in SequenceFeatureExtractor.pad." }, { "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." + "reason": "They both mention testing utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Testing utility behavior and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Strict config loading for granite_speech and a docs parameter mismatch in set_training are not the same bug." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + "reason": "Passing kwargs to cached_file is a different problem from special_tokens receiving a list instead of a mapping." }, { "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." + "reason": "xLSTM training blockers and CohereASR double-shift loss are unrelated model-specific bugs." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + "reason": "Both are import errors, but they involve different symbols and 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." + "reason": "Tokenizer offset_mapping correctness is different from runtime post-processor updates after special-token edits." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output differences and a noisy logging message are unrelated." + "reason": "Tokenization regressions and a noisy logging message are not duplicates." }, { "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." + "reason": "GenerationConfig validation failure and unrecognized-model config loading are separate issues." } ] }, @@ -17386,6 +17125,7 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:27957", + "issue:38617", "issue:41628", "issue:42371", "issue:42831", @@ -17404,9 +17144,10 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44075", "issue:44077", "issue:44117", - "issue:44246", + "issue:44220", "issue:44261", "issue:44263", "issue:44360", @@ -17416,27 +17157,31 @@ "issue:44485", "issue:44493", "issue:44829", + "issue:44964", "issue:44987", - "issue:45003", "issue:45071", + "issue:45278", + "issue:45310", "issue:45341", - "issue:45440", "issue:45464", "issue:45478", - "issue:45588", - "issue:45753", - "issue:46050", + "issue:45656", "issue:46172", - "issue:46369", "issue:46752", + "issue:46762", "issue:46897", "issue:46981", - "issue:47116", - "issue:47312" + "issue:47116" ], "soft_pairs": [ - "issue:43097|issue:44493", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:44484|issue:45310", "issue:42371|issue:42831", + "issue:43097|issue:44493", "issue:44483|issue:45464", "issue:43066|issue:43122", "issue:44410|issue:45478", @@ -17449,239 +17194,232 @@ "issue:43931|issue:44038", "issue:43441|issue:44829", "issue:43097|issue:43452", - "issue:43012|issue:43577", "issue:43874|issue:44261", + "issue:43012|issue:43577", "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" + "issue:43531|issue:45341", + "issue:43986|issue:45341" ], - "prepared_review_unit_hash": "5566b14b18ef689e674bc6c65823d38d04b10314e963dcc36ced33ebefd91288", + "prepared_review_unit_hash": "105f2d978fd0ee061dcc49bdce533fa6ce49f719f93fd314b8a437868a72d28d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36787, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "soft_pair_count": 31, + "serialized_chars": 36527, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "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, + "summary": "This set is a grab bag of unrelated regression reports; I don't see any true duplicates or mergeable PR pairs. All soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs (imports, precision, tokenizer, flash-attention, model-specific failures) and don't form one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "No single issue stands out as a safe representative; the cluster is too heterogeneous.", + "best_pr_reason": "No pull requests are present in the provided items.", "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but one is TF32 API guidance and the other is an MLA layernorm config bug; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for a missing symbol and a feature-extraction bug are unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they concern different attention/layernorm mechanisms and different models." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are load/import regressions, but one is a specific multimodal model load failure and the other is a broad post-upgrade import-error report." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "An optimizer-argument bug is not the same as optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Removed v5 API vs unexpected position-id key mismatch; different failure modes." + "reason": "One is about shard size defaults; the other is a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior warning vs FineGrainedFP8 accuracy regression; unrelated numerics issues." + "reason": "Both touch numeric behavior, but TF32 policy and FineGrainedFP8 accuracy are different problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config flag and unexpected position-id keys are different v5 compatibility issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "chat/completions request rejection vs streaming inference failure; different surfaces and causes." + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific model." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong decoder type vs changed tokenization outputs across versions; not the same bug." + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type import/API issue and the other is changed tokenization output." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections vs Qwen3.5-MoE from_pretrained error; different model-path problems." + "reason": "Different Qwen-family model loading bugs with different missing components." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value bug vs GLM-5 RoPE implementation; unrelated code paths." + "reason": "A torch.split indexing bug is not the same as a RoPE implementation issue." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "post_init policy validation vs AutoProcessor 429 retry behavior; not the same issue." + "reason": "Optional post_init validation and repeated 429 retries are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs qwen3next projection omission; different model loading failures." + "reason": "A Qwen3-VL weight-shape mismatch and missing qkv/gate projections are different model-specific failures." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache regression vs testing_utils bug; unrelated subsystems." + "reason": "Generation cache regression and a testing_utils bug are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import vs PretrainedConfig type checking; different API breakages." + "reason": "An AutoImageProcessor import error and a PretrainedConfig type-checking breakage are different API regressions." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list chat template crash vs streaming pipeline regression; different code paths." + "reason": "Empty-list apply_chat_template crash and streaming pipeline regression are too different to be the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL load mismatch vs Qwen3-VL-Moe bug; separate model-specific failures." + "reason": "Both are Qwen3-VL-related, but the reported failures differ: shape mismatch versus from_pretrained loading error." }, { "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." + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different concrete bugs." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "API removal vs gguf_file loading breakage; different code paths and failure modes." + "reason": "A removed config option and gguf_file loading breakage are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "bfloat16 compile warning vs BLIP2 dtype propagation bug; unrelated precision issues." + "reason": "Missing image-patch method in a processor and missing rms_norm_eps in MLA config are different multimodal bugs." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Missing image-patch helper vs MLA q_a_layernorm epsilon mismatch; different components." + "reason": "Both are dtype/precision themed, but one is a warning during compile and the other is an actual Blip2 loading dtype mismatch." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash-Attention questions for different models; not the same concrete bug or change." + "reason": "Both mention Flash Attention 2, but they concern different models and different support paths." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5-MoE from_pretrained error; unrelated." + "reason": "A shard-size question is not the same as a model loading error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return-value issue vs DeepSeek comb transpose bug; different code paths." + "reason": "Different tensor-shape/path bugs in different model code." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer ReLU omission vs DeepSeek transpose bug; unrelated model internals." + "reason": "A missing ReLU in DSA indexing and a DeepSeek tensor conversion/transposition issue are unrelated." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers vs Florence2 double-shift loss bug; different models and failure mechanisms." + "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are not the same underlying problem." }, { "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." + "reason": "A tokenizer mapping None bug and a physical-intelligence/fast loading regression are different failures." }, { "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." + "reason": "MLA q_a_layernorm precision/config and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:45003", + "left": "issue:43531", "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." + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils issue are different code paths." }, { "left": "issue:43986", - "right": "issue:47312", + "right": "issue:45341", "accept": false, - "reason": "Missing torchvision crash vs kernel 0.16 incompatibility; unrelated dependency problems." + "reason": "AutoProcessor/torchvision crash and testing_utils bug are unrelated." } ] }, @@ -17708,10 +17446,8 @@ "issue:38617", "issue:42757", "issue:42890", - "issue:42907", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43208", "issue:43502", @@ -17719,274 +17455,269 @@ "issue:43673", "issue:43873", "issue:43874", - "issue:43906", "issue:43986", "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44246", "issue:44263", "issue:44315", "issue:44351", - "issue:44380", "issue:44410", "issue:44451", "issue:44484", - "issue:44655", "issue:44704", "issue:44936", - "issue:44938", + "issue:45003", "issue:45103", + "issue:45341", "issue:45375", - "issue:45712", + "issue:45440", + "issue:45588", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", - "issue:46178", "issue:46298", "issue:46365", - "issue:46421", + "issue:46369", "issue:46655", "issue:46664", "issue:46701", "issue:46710", "issue:46752", "issue:46821", - "issue:47116" + "issue:46981", + "issue:47116", + "issue:47312" ], "soft_pairs": [ + "issue:43097|issue:45588", + "issue:45003|issue:45341", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:43097|issue:46050", + "issue:45440|issue:46172", + "issue:43986|issue:47312", "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:43012|issue:46821", "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:43986|issue:44484", "issue:44704|issue:45103", - "issue:44451|issue:47116", + "issue:43502|issue:43992", "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" + "issue:44451|issue:47116" ], - "prepared_review_unit_hash": "ecd5c920ea5269480837d1f84c3f9eed63729ec9eba96bf7b163542d8e8ec43a", + "prepared_review_unit_hash": "5f420ae1e1ae290f0b1dd842ba5f031fa2bea683e43e0818e9e1f6cfb936dc54", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36087, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "soft_pair_count": 28, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 }, "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.", + "summary": "This cluster is broadly heterogeneous; the soft pairs mostly share a subsystem or symptom theme, but not the same concrete underlying bug. I would not merge any of the soft edges.", "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_issue_reason": "If one issue has to anchor the set, 43502 is the strongest standalone bug: it has a clear user-facing reproduction (`local_files_only=True` still makes network requests) and points to a direct, high-impact loading-path defect.", "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_issue_reason": "43502 is the best representative issue because it is concrete, reproducible, and affects a core pretrained-loading path that many users can hit.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Both are v5-era regressions, but one is about a removed config flag (`tie_embeddings_and_encoder_decoder`) and the other is a flash-attention crash on `s_aux=None`; different code paths and fixes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Both mention utilities, but `sys.modules` access in `modeling_utils` and a small `testing_utils.py` bug are not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import-time slowness and repeated 429 retries in `AutoProcessor.from_pretrained` are unrelated problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen3_5 infinite loop on a specific image vs SAM memory overflow." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving changes, but the root causes differ: removed tying config vs quantized `sinq` model round-trip breakage." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is a native-vs-remote implementation divergence and the other is a `comb.to(...).transpose(...)` bug in deepseek-v4; not the same change." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "A missing `torchvision` dependency crash and a kernels 0.16 compatibility issue are separate dependency problems." + }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen-family config/model bugs: missing attention projections vs missing deepstack_visual_indexes." + "reason": "Both are Qwen-family issues, but one is missing attention projections and the other is a missing config field silently dropped by strict loading." }, { "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." + "reason": "FSDP2/PEFT optimizer-state corruption and quantization offloading are different training/runtime bugs." }, { "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`)." + "reason": "A missing image-processor method and a `torch.split` handling bug in a different GLM component are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Cache handling during chunked prefill is unrelated to MaskGenerationPipeline's final partial-batch bug." + "reason": "Generation cache handling and final-partial-batch masking are separate pipeline bugs." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Separate tokenizer bugs: AddedToken construction error vs `TOKENIZER_MAPPING_NAMES` returning None." + "reason": "A tokenizer `AddedToken` keyword conflict and a `TOKENIZER_MAPPING_NAMES`-is-None assumption are distinct import/tokenizer issues." }, { "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." + "reason": "Both touch Qwen3/VL variants, but they describe different model-specific defects with different symptoms." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "A PyTorch bfloat16 warning is not the same as a TimesFM `window_size` AttributeError." + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline failure are unrelated." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer mapping failure and an image-text-to-text pipeline failure are different problems." + "reason": "A PyTorch bfloat16 warning and a TimesFM `window_size` AttributeError do not share the same bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different symbols from different modules." + "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different removals." }, { "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`." + "reason": "Wrong optimizer states under FSDP2+PEFT and Liger Kernel not being applied with `model_init` are separate training-stack issues." }, { "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." + "reason": "Same SmolVLM video processor area, but padding calculation and `num_frames` semantics are different bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an `apply_chat_template` empty-list crash are unrelated." + "reason": "A noisy logging message and an empty-list `apply_chat_template` 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." + "reason": "A deepseek-v4 tensor operation bug and an accuracy regression after upgrade are not the same concrete issue." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports (`layer_type_validation` vs `HybridCache`) with different underlying causes." + "reason": "Both are import-name failures, but `layer_type_validation` and `HybridCache` are different symbols with different causes." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A test flake from missing `set_seed()` is unrelated to a logging-message complaint." + "reason": "Missing `set_seed()` in tests and a noisy logging message are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer lifecycle failure after `train()` is different from an import conflict involving `datasets`." + "reason": "`trainer.evaluate()` after `trainer.train()` failing and importing `Trainer` only after uninstalling `datasets` are different failure modes." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Offline-mode network leakage and missing `embed_tokens.weight` are different failures." + "reason": "A video-model import crash without torchvision and a `max_shard_size` default question are unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to `cached_file` and an auto-docstring crash under future annotations are unrelated." + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs and an `auto_docstring` crash under future annotations are separate code paths." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A model-loading failure for ScandiBERT is not the same as a streaming pipeline regression." + "reason": "`local_files_only=True` still making HTTP requests and a missing `embed_tokens.weight` in UMT5Encoder loading are distinct loading bugs." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM small-model training bugs and a Bamba torch.compile SDPA failure are distinct issues." + "reason": "xLSTM training bugs and a Bamba `torch.compile` SDPA failure are unrelated model-specific problems." }, { - "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", + "left": "issue:44451", "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." + "reason": "ScandiBERT loading failure and a streaming pipeline regression in v5 are different issues." } ] }, @@ -18010,27 +17741,25 @@ "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:43550", "issue:43582", - "issue:43618", "issue:43756", - "issue:43761", "issue:43824", "issue:43825", "issue:43827", + "issue:43906", "issue:43976", "issue:43992", "issue:44038", @@ -18038,262 +17767,282 @@ "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:44938", "issue:45478", "issue:45479", "issue:45584", + "issue:45712", + "issue:45753", "issue:46132", "issue:46172", + "issue:46178", "issue:46298", "issue:46365", + "issue:46421", "issue:47059", "issue:47116", "issue:47276" ], "soft_pairs": [ - "issue:43012|issue:44368", + "issue:44938|issue:46178", + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43066|issue:43906", "issue:43825|issue:44655", - "issue:43352|issue:43976", + "issue:43012|issue:44368", "issue:45584|issue:46365", + "issue:43352|issue:43976", "issue:43992|issue:44484", "issue:43827|issue:47116", - "issue:44734|issue:47116", "issue:44038|issue:44230", + "issue:44734|issue:47116", "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:36683|issue:43582", "issue:44380|issue:45479", - "issue:43012|issue:47276", "issue:42175|issue:46365", + "issue:43012|issue:47276", "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" + "issue:43064|issue:44380", + "issue:43756|issue:44485" ], - "prepared_review_unit_hash": "57f61baf9208650ca45d1a5bb68d35d63485dbd32a56edd1623b8c5dc9c07773", + "prepared_review_unit_hash": "31940c257f338580e7013742d606d7643e1d2c4d63aa46d9e0b728741e9667a6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35394, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "soft_pair_count": 31, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "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.", + "summary": "No soft-edge duplicate pair looks like the same underlying bug/change. The items span unrelated areas (Python load failures, backend mapping, model-specific bugs, docs/warnings, and training/runtime regressions), so this cluster should not be merged into a single canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: Python 3.14 import/load compatibility vs an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to cache lazy init causing recompilation with chunked prefill." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch during training is a different code path from a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3.5 infinite-loop behavior on a specific image." + }, { "left": "issue:43012", - "right": "issue:44368", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a Bamba model compile failure under SDPA." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into imports/dir() is a repo hygiene issue, not a noisy logging bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is unrelated to inability to save Pipeline objects with save_pretrained()." + }, + { + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Different symptoms and code paths: PyTorch precision warning vs tie_embeddings warning in a different model setup." + "reason": "Tokenizer decoder type mismatch in v5 is different from an isolated reproduction of another issue." }, { "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." + "reason": "Pipeline translation error messaging is about task support, while the other is about saving Pipeline objects." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Unrelated issues: model Flash Attention support vs Python version compatibility." + "reason": "PyTorch warning on bfloat16 compilation does not match a tie_word_embeddings warning from LoRA fine-tuning." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation failure and Trainer import conflict are unrelated." + "reason": "Whisper empty transcription failure after token alignment is unrelated to importing Trainer conflicting with datasets." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model is not the same as a Python version compatibility/load failure." }, { "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." + "reason": "Missing embed_tokens weight on UMT5Encoder is unrelated to the default max shard size in save_pretrained()." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs referencing pipeline removal is different from a streaming pipeline runtime regression." + "reason": "Docs still referencing pipeline() is a documentation mismatch, not the streaming pipeline runtime regression." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both involve serving/pipeline areas, but the concrete failures differ: KV-cache indexing crash vs streaming regression." + "reason": "Qwen3-VL-Moe v5 compatibility and FP8 inference support are distinct model/backend problems." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "Different Qwen3/VL issues: one is a from_pretrained bug, the other is fp8 inference support." + "reason": "KV cache continuation tensor indexing in transformers serve is a different service path from streaming pipeline regression." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Different features and failures: GPT2 attention scaling vs AttentionInterface.register behavior change." + "reason": "Ignoring GPT2 attention scaling is unrelated to AttentionInterface.register changing registered function behavior." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Different models and failures: ESM2 breakage vs DeepSeek tensor dtype/transpose issue." + "reason": "ESM2 model breakage is not the same as the deepseek-v4 transpose bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to GPT2 attention scaling behavior." + "reason": "Model support for Flash Attention 2.0 and GPT2 attention scaling under SDPA/FlashAttention are separate issues." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Different problem domains: patchtsmixer post_init validation vs Trainer import conflicts." + "reason": "patchtsmixer post_init API restriction is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Tie-embedding removal warning and noisy logging are unrelated." + "reason": "Removal of tie_embeddings_and_encoder_decoder is a functional API change, not a noisy logging message." }, { "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." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated bugs." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and packages; not the same underlying issue." + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are different import errors." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Different bugs: backend-specific GPT2 attention scaling vs zero-loss classification behavior." + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated errors." }, { - "left": "issue:43012", - "right": "issue:47276", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "A precision warning and a synced_gpus warning message are not the same bug." + "reason": "Attention scaling being ignored is unrelated to degenerate zero loss in single-label classification with num_labels=1." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Package/backend installation issue vs import-time Trainer conflict; unrelated." + "reason": "TensorFlow backend packaging under pip install '.[torch]' is unrelated to Trainer import failing because of datasets." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:47276", "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." + "reason": "A PyTorch warning about bfloat16 compilation does not match a misleading synced_gpus warning in continuous batching." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "FP8 save_pretrained for moe models is different from a Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." }, { "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." + "reason": "Seed-related test flakiness in SAM HQ is unrelated to a Hugging Face Hub CLI completion attribute error." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43064", + "right": "issue:44380", "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." + "reason": "Trainer/FSDP2/PEFT optimizer state corruption is a training-distribution bug, not an attention-scaling backend issue." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Different import vs offline-mode/API-request behaviors; not duplicates." + "reason": "Smollm3 RoPE layer count mismatch is a model implementation bug, not a GLM-5 RoPE implementation discussion." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18311,29 +18060,33 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:29870", - "issue:33453", + "issue:36010", "issue:36296", "issue:36683", - "issue:41669", + "issue:38617", + "issue:42757", + "issue:42831", "issue:42994", "issue:43010", "issue:43064", "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", - "issue:43575", "issue:43618", + "issue:43761", "issue:43867", "issue:43976", "issue:43992", "issue:44075", "issue:44077", - "issue:44246", + "issue:44261", "issue:44355", "issue:44380", - "issue:44393", + "issue:44483", "issue:44492", + "issue:44514", "issue:44625", "issue:44655", "issue:44855", @@ -18342,8 +18095,6 @@ "issue:45216", "issue:45276", "issue:45278", - "issue:45310", - "issue:45375", "issue:45593", "issue:46077", "issue:46202", @@ -18351,15 +18102,18 @@ "issue:46512", "issue:46851", "issue:46877", - "issue:47000", "issue:47059", "issue:47110", "issue:47317", "issue:47321", - "issue:47332", - "issue:47337" + "issue:47332" ], "soft_pairs": [ + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502", "issue:45276|issue:46077", "issue:43299|issue:43867", "issue:43618|issue:44380", @@ -18381,266 +18135,233 @@ "issue:36683|issue:43525", "issue:29870|issue:36296", "issue:44908|issue:46851", - "issue:44355|issue:44855", "issue:43010|issue:45278", + "issue:44355|issue:44855", "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" + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "be7234b0d055957092a8c25278da1c8da272d5497542097f3026939090db74da", + "prepared_review_unit_hash": "00c1bdd801f6a40a8f2878fd9627790a725403b8460d68d6ac47f01e23f7c32d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37980, - "estimated_input_tokens": 9495, - "estimated_eval_tokens": 19246 + "soft_pair_count": 32, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "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.", + "summary": "This cluster is highly heterogeneous: most soft links are broad text-similarity matches across unrelated Transformers bugs (imports, configs, generation, saving, training, CLI, etc.). I found no pairs that clearly represent the same underlying issue or fix, so all soft edges should be rejected.", + "confidence": 0.32, + "canonical_issue_reason": "issue:36683 is the most concrete, actionable bug report in the set and an open item with substantial discussion; it is also one of the few nodes that appears in multiple soft-similarity matches, making it the best available representative even though the cluster is noisy.", "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_issue_reason": "issue:36683 has a clear failure mode, explicit error, and enough discussion to serve as the most useful anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision/accuracy complaints, but they concern different model paths and different root causes; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat/completions request validation issue; the other is a Qwen2.5-VL processor batching crash. Different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; likely unrelated dependency breakages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP output behavior, but one is missing attentions assignment and the other is hidden_states being None. Similar subsystem, not clearly the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a missing helper and a local_files_only network-request bug are unrelated." + }, { "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." + "reason": "Both are Gemma4-related, but one is about embedding resize propagation and the other about attention-mask semantics; different changes." }, { "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." + "reason": "Qwen3VL MoE loading failure and a state_dict-sorting load error are distinct loading problems." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions being unset is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Different CLIP/GPT2 attention issues and different backends; no shared underlying bug is evident." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import failure from datasets are unrelated issues." + "reason": "A Qwen3.5 config propagation bug and a Trainer import dependency conflict are unrelated." }, { "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." + "reason": "Pipeline save failure and AMD quark class update issue are different functionality." }, { "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." + "reason": "Both involve saving, but one is Pipeline.save_pretrained and the other is disk-offloaded Qwen3-VL saving; different code paths." }, { "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." + "reason": "Quantized model saving and saving Pipeline objects are not the same failure mode." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 causal-mask construction." + "reason": "Different Gemma/Qwen config bugs with no concrete shared root cause." }, { "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." + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on SAM3 output are unrelated attribute errors." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention 2 support gating and missing auxiliary losses are unrelated model-feature bugs." + "reason": "FlashAttention support gating and D-FINE auxiliary-loss behavior are unrelated issues." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init being disallowed." + "reason": "Both mention model/config behavior, but one is a missing config field and the other is an optimizer argument bug." }, { "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." + "reason": "Compiled Python import errors and auto_docstring stdout noise are unrelated import-time behaviors." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility complaints, but they target different versions and different failure modes." + "reason": "Both are version-compatibility complaints, but they target different Python versions and likely different breakages." }, { "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." + "reason": "Model loading from sorted state_dict and incorrect saved checkpoint contents are different save/load regressions." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Gemma4 bidirectional attention masking and stale config.dtype after from_config are unrelated." + "reason": "One is attention-mask construction; the other is stale config.dtype after from_config. Different bugs." }, { "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." + "reason": "Python 3.14 loading failure and a huggingface_hub CLI completion breakage are unrelated dependency 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." + "reason": "Missing config attribute and special_tokens being a list instead of dict are different object-shape bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression are different components and failure modes." + "reason": "A CLIP output-field regression and a Qwen3.5 save_pretrained regression do not share a code path." }, { "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." + "reason": "Different missing configuration attributes in different model families; no common fix is apparent." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder_attention_mask initialization and tensor-parallel training bugs are unrelated." + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and variable-length position_id handling are different subsystems." + "reason": "Scheduler kwargs propagation and variable-length position_ids handling are separate training/inference issues." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Compiled-file import failures and Python 3.13 decorator parsing with @torch.jit.script are distinct issues." + "reason": "A no_grad decorator issue for cache updates and broad import errors after upgrade are unrelated." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "A cache update no_grad concern is unrelated to broad import errors after upgrading transformers." + "reason": "Compiled-file import errors and a Python 3.13 IndentationError in DebertaV2Model are different parser/import problems." }, { "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." + "reason": "Missing embed_tokens.weight during from_pretrained and a PPFormulaNet training-loss bug are unrelated." }, { "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." + "reason": "Optimizer argument handling and Trainer import failure due to datasets are unrelated." }, { "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." + "reason": "State_dict load ordering and Gemma pipeline roundtrip failure are different serialization problems." }, { - "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", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "A no_grad decoration issue for cache/layer updates is unrelated to Python version compatibility failures." + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely unrelated." } ] }, @@ -18665,61 +18386,69 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", + "issue:29870", "issue:33453", "issue:36296", + "issue:41669", "issue:42548", "issue:42890", "issue:42898", "issue:43010", "issue:43065", - "issue:43232", - "issue:43299", "issue:43502", "issue:43525", - "issue:43576", + "issue:43575", "issue:43618", "issue:43723", "issue:43824", "issue:43867", - "issue:43874", + "issue:43976", + "issue:43992", "issue:44062", + "issue:44077", "issue:44112", "issue:44222", + "issue:44246", "issue:44351", - "issue:44355", "issue:44360", "issue:44387", + "issue:44393", "issue:44485", "issue:44556", "issue:44734", - "issue:44749", "issue:44964", + "issue:44977", "issue:45071", "issue:45125", + "issue:45310", "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" + "issue:47000", + "issue:47317", + "issue:47337" ], "soft_pairs": [ + "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", "issue:42890|issue:45561", - "issue:43867|issue:45357", "issue:43010|issue:45850", + "issue:43867|issue:45357", "issue:28282|issue:33453", "issue:44222|issue:45125", - "issue:43618|issue:46285", + "issue:43618|issue:44977", "issue:44360|issue:45440", "issue:42548|issue:44351", "issue:45125|issue:45478", @@ -18734,247 +18463,227 @@ "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" + "issue:43824|issue:46617" ], - "prepared_review_unit_hash": "fcfe7a76497c699d081b16dafdeabf85eee105070ac89c449390227c83a5ad29", + "prepared_review_unit_hash": "f2f474bf04f9aba7a7a36e17bdcf885d52e3fd38a20db0194bffa2f29472f466", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37216, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "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.", + "summary": "Most items are unrelated standalone issue reports. The only credible duplicate-like pairs are the Qwen3.5-MoE from_pretrained regression and the import-time slowdown report; the rest are too broad or only share a subsystem, not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45125 is the most concrete root-cause report here: it names the exact missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration and cleanly anchors the broader follow-up report 45478.", "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_issue_reason": "45125 is the strongest global triage target because it is specific, actionable, and tied to a clear code-path failure rather than a vague symptom; 41669 is also concrete, but this one is more precise.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific from_pretrained failures; same broad symptom, not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder-mask bug and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both touch bbox/detection, but the models, failure modes, and code paths differ." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Only a loose bbox-output similarity; one is a model-output issue, the other is a flaky test." + }, + { + "left": "issue:36296", + "right": "issue:43575", "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." + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM are different concrete failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 points at the likely root cause and 44246 reports the user-visible symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-output field regression vs an init/post_init policy issue." }, { "left": "issue:43867", - "right": "issue:45357", + "right": "issue:45375", + "accept": false, + "reason": "Different serialization/config problems in different models; no shared code-path shown." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration and Python-version compatibility are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", "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." + "reason": "Both are CI/test flakiness reports, but the failing mechanism is different." }, { "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." + "reason": "One is a specific cache bug; the other is a broad complaint about many models." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Reload/state_dict sorting and visual-encoder key saving are distinct bugs." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import vs tokenizer loading regression are different subsystems and symptoms." + "reason": "PyTorch import dependency error is unrelated to tokenizer-loading regression." }, { "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." + "reason": "Same model family, but FP8 save_pretrained and missing _tp_plan are different bugs." }, { "left": "issue:43618", - "right": "issue:46285", + "right": "issue:44977", "accept": false, - "reason": "Both are CLIP-related, but one is an attentions regression and the other is a structure inconsistency." + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA-indexer/ReLU discussion is unrelated to the DeepSeekV3MoE implementation divergence." + "reason": "Different model/implementation issues with no shared concrete failure path." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols with different causes." + "reason": "Both are import-name errors, but for different symbols with no evidence of the same underlying breakage." }, { "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." + "accept": true, + "reason": "Same Qwen3.5-MoE from_pretrained regression; 45478 is the broader report and 45125 gives the specific missing-field cause." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading/network leakage vs AddedToken keyword conflict are unrelated." + "reason": "Offline-loading/network policy issue vs AddedToken argument collision are unrelated." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama config pad_token_id vs PPFormulaNet training-loss bug are unrelated." + "reason": "Llama4 config attribute error and 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." + "reason": "Both involve Qwen3.5 MoE config loading, but they concern different missing fields and different code paths." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI flakiness, but they affect different tests and failure modes." + "reason": "Different CI flakes in different test areas; no shared underlying bug." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ seed flake vs Phi-4 multimodal load failure are unrelated." + "reason": "Test seeding flake vs multimodal model loading 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." + "reason": "KV-cache continuation indexing bug and trust_remote_code cache FileNotFoundError are different problems." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but tokenizer.from_pretrained vs checkpoint reload compatibility are different defects." + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload breakage are not the same concrete issue." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Quantization memory OOM vs model reload after upgrade are unrelated." + "reason": "Tokenization cleanup behavior change and video processor frame semantics 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." + "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline request suppression vs GLM-5 RoPE implementation are unrelated." + "reason": "Offline request bug and GLM-5 RoPE discussion 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", + "left": "issue:43824", "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." + "reason": "Top-level import error for a model class and cache FileNotFoundError are unrelated." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43824", + "right": "issue:45375", "accept": false, - "reason": "MLflow reporting vs tensor-parallel training bug are unrelated." + "reason": "Import export failure and vision-config serialization bug are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted duplicate-like pairs are well supported by the titles, and the rejected pairs do not overreach beyond what the packet shows." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18992,6 +18701,8 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:29870", + "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -19000,55 +18711,64 @@ "issue:41628", "issue:42548", "issue:42757", - "issue:43352", + "issue:43010", + "issue:43232", + "issue:43299", "issue:43475", "issue:43502", "issue:43525", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", - "issue:43867", + "issue:43874", "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:44556", + "issue:44749", "issue:44961", "issue:45071", "issue:45125", - "issue:45230", "issue:45362", "issue:45375", - "issue:45381", "issue:45468", - "issue:45542", "issue:45850", "issue:46095", + "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", "issue:46664", + "issue:46726", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:29870|issue:31795", + "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:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", "issue:43827|issue:44961", + "issue:29870|issue:31795", "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:44355|issue:45071", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:42757|issue:43576", @@ -19064,236 +18784,234 @@ "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" + "issue:43525|issue:47110" ], - "prepared_review_unit_hash": "a1e9282632e92a21202cd0bff8fa3f7032f645648024e913a45bf3753dced1bf", + "prepared_review_unit_hash": "8ec26be0abc40211ffd08082804003e57b4f19e4cc197d241e883349d9103acb", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36510, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "soft_pair_count": 35, + "serialized_chars": 37741, + "estimated_input_tokens": 9436, + "estimated_eval_tokens": 19128 }, "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.", + "summary": "This is not a true duplicate cluster; the issues span unrelated regressions, imports, docs, model-loading, and CLI behavior. I used issue 43576 as the closest umbrella representative because it is broad and has inbound references, but none of the soft pairs look like mergeable duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43576 is the broadest, most central-looking report in the set and has inbound references, so it is the best available representative even though the cluster is heterogeneous.", "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_issue_reason": "43576 is the least-specific and most referential issue here, making it the best fit for a cluster representative; however, it should not be treated as a true duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29870", + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env-command failure vs changed behavior in AttentionInterface.register; different subsystems and different bugs." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic v5 breakage complaint vs a special_tokens key/type error; too broad and not the same code path." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing method in GLM46V image processor vs trust_remote_code cache FileNotFoundError; unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training vs tokenizer loading regression; different functionality." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs slower filtering after upgrade; no shared underlying bug." + }, + { + "left": "issue:30990", "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." + "reason": "Loading hangs vs documentation confusion about forward arguments; not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about no_grad decoration on cache updates and the other about sync_gpus/_update_model_kwargs ordering; not the same concrete bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "num_frames semantics in a video processor vs missing vision backend error in AutoProcessor; different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only still making requests vs FP8 save_pretrained/moe behavior; unrelated code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they describe different model-loading failures and likely different fixes." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() and an unrelated 'racoon' issue are not the same bug or change." + "reason": "Docs still mentioning pipeline() vs an unrelated issue titled 'racoon'; no overlap." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generate() vs documentation confusion; not a duplicate." }, { "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." + "reason": "Tokenizer-loading regression vs a specific Llama 3.2 90B Vision Instruct loading breakage; different model/loading failures." }, { "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." + "reason": "Saving FP8 moe weights vs inference support for Qwen3-VL/Qwen3.5 moe; different goals and code paths." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." + "reason": "Import errors for different symbols (AutoImageProcessor vs PreTrainedModel); unrelated." }, { "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." + "reason": "kwargs propagation through RoFormer methods vs attention implementation not using the attention interface; related area, but not the same concrete bug." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Compiled Python-file errors and PretrainedConfig type checking are unrelated." + "reason": "local_files_only network leakage vs unrelated 'racoon' issue; no shared bug." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "local_files_only network leakage and the unrelated 'racoon' report do not match." + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; different problems." }, { "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." + "reason": "Broken transformers env command vs PretrainedConfig type checking; unrelated." }, { "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." + "reason": "Broken env CLI vs missing Qwen2_5_VLForConditionalGeneration import; different failures." }, { "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." + "reason": "huggingface_hub import regression vs transformers env command breakage; different packages and bugs." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward and an import error for layer_type_validation are unrelated." + "reason": "Documentation confusion vs ImportError for layer_type_validation; 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." + "reason": "Broad Qwen3-VL-Moe breakage vs missing _tp_plan for tensor parallelism; same family, but not the same underlying bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs for return_all_scores are unrelated." + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; 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." + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError; different code paths." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Importing HybridCache and cache FileNotFoundError are distinct problems." + "reason": "HybridCache import error vs loading a trust_remote_code model from cache; not the same failure." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel model_init behavior and DSA indexer activation discussion are unrelated." + "reason": "Liger Kernel not applied with model_init vs a DSA indexer/ReLU discussion; unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and a weight-conversion script question are different concerns." + "reason": "FP8 inference support vs asking for a weight conversion script; different requests." }, { "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." + "reason": "Missing config field dropped by @strict vs special_tokens list/keys error; different bugs." }, { "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." + "reason": "Specific Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint; too broad to be the same bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated racoon issue do not match." + "reason": "GLM-5 RoPE implementation vs unrelated 'racoon' issue; no overlap." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Racoon and Gemma4AudioRelPositionalEncoding are unrelated reports." + "reason": "No meaningful connection between the two titles; unrelated issues." }, { "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." + "reason": "Llama4Config pad_token_id missing vs special_tokens list/key error; different model/config problems." } ] }, @@ -19322,13 +19040,13 @@ "issue:41669", "issue:42371", "issue:42890", - "issue:43298", + "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43867", "issue:43976", "issue:44077", "issue:44246", @@ -19337,42 +19055,50 @@ "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:44961", "issue:45003", "issue:45071", "issue:45230", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45381", + "issue:45542", "issue:45753", "issue:45850", "issue:46018", - "issue:46095", "issue:46172", + "issue:46209", "issue:46218", "issue:46328", - "issue:46655", - "issue:46894", + "issue:46664", "issue:47059", + "issue:47110", "issue:47176" ], "soft_pairs": [ + "issue:43352|issue:44961", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44485|issue:46664", + "issue:45381|issue:46664", "issue:44273|issue:45003", "issue:41669|issue:43673", - "issue:44393|issue:45753", "issue:43525|issue:45850", - "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:44466|issue:44556", + "issue:44393|issue:45071", "issue:43572|issue:45850", "issue:44077|issue:44861", "issue:43576|issue:44556", @@ -19382,13 +19108,13 @@ "issue:44492|issue:45850", "issue:43408|issue:44315", "issue:41669|issue:46218", + "issue:44295|issue:45230", "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:44704|issue:44908", "issue:43576|issue:47176", "issue:44908|issue:45071", "issue:41669|issue:45341", @@ -19397,288 +19123,277 @@ "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" + "issue:46018|issue:46172" ], - "prepared_review_unit_hash": "8fb0c993da4271836a9e28e16785832525832222f0dc839c0a47a7adeb4853c0", + "prepared_review_unit_hash": "89ff4ab13502a85d7d45037495ae5ae46906456abe4ded651fb2093dd6d97e07", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38837, - "estimated_input_tokens": 9710, - "estimated_eval_tokens": 19676 + "serialized_chars": 38628, + "estimated_input_tokens": 9657, + "estimated_eval_tokens": 19570 }, "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.", + "summary": "This cluster is mostly a bag of similarly worded but unrelated Transformers issues. The overlap is driven by shared keywords like v5, import/loading, cache, tokenizer, and model families, not the same underlying bug or change. No soft edge looks safe to merge, and there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": null, "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_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support vs an unrelated placeholder issue; no shared bug path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing in chunked_prefill is unrelated to a typo in cache strategy docs/name." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied in model_init and FP8 inference on B200 are different problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading failure vs special_tokens being a list; different code paths." + }, { "left": "issue:44273", - "right": "issue:45003", + "right": "issue:45542", "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." + "reason": "Lazy loading issue vs TensorBoard/TensorFlow backend mismatch; not the same bug." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Different regressions: import * bloat vs chunked_prefill cache handling." + "reason": "Processor save_pretrained missing files vs a generic bug report; no concrete match." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM num_frames inconsistency; different models and failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", "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)." + "reason": "Lazy loading behavior vs unsafe sys.modules access; related theme only, not same defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention import/lazy loading, but one is import-star performance and the other a cache/missing-cache bug." }, { "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." + "reason": "Llama4 pad_token_id AttributeError is not the same as a broad 'v5 breaks too many models' regression report." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Both are Qwen3/VL reports, but one is bbox output error and the other an infinite loop on a specific image." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Both are v5 serialization/loading complaints, but they describe different failure modes and code paths." + "reason": "Serialization of lm_head.weight differs from a checkpoint reload regression; save/load bugs are distinct here." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific StableLmConfig attribute breakage is not the same as a general v5 compatibility complaint." + "reason": "StableLmConfig pad_token_idx regression is not the same as a generic v5 breakage umbrella issue." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Different issues: patchtsmixer post_init policy vs tied-weights helper crashing on list input." + "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys crashing on list; different issues." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env CLI and checkpoint reload failure are unrelated." + "reason": "CLI env command breakage is unrelated to checkpoint reload failure." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration and a cache-strategy typo are unrelated." + "reason": "TF32 API settings warning is unrelated to a cache-strategy typo." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "General v5 breakage and a CLI incompatibility with huggingface_hub are not the same bug." + "reason": "Generic v5 regressions vs a CLI test failure from a huggingface_hub API change; not 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." + "accept": false, + "reason": "Both concern import/loading, but one is intermittent slowness and the other says lazy loading is broken; too broad to merge." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad v5 regression report." + "reason": "Cache strategy typo vs broad v5 breakage report; no concrete overlap." }, { "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." + "reason": "sam3_video/sam3_tracker warning is unrelated to Liger Kernel application." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import star cleanup causing import bloat is unrelated to a missing Qwen3_5 module import." + "reason": "Import-star performance issue vs failure to import Qwen3_5ForCausalLM; same area, different bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a generic bug report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed calls is unrelated to scheduler kwargs being ignored." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { "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." + "reason": "Python version compatibility regression is unrelated to a Qwen3-VL hallucination/error." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Reading a registered buffer and a generic bug report do not establish the same bug." + "reason": "Cache strategy typo is unrelated to SequenceFeatureExtractor.pad performance conversion behavior." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch on save_pretrained is unrelated to the generic bug report." + "reason": "Tokenizer save_pretrained mismatch is unrelated to a generic bug report." }, { - "left": "issue:44704", + "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + "reason": "CLI env command breakage and scheduler kwargs are different subsystems." }, { - "left": "issue:43576", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs handling are unrelated." + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken env CLI and shell-operator allowlist bypass are unrelated security/CLI issues." + "reason": "CLI env breakage and shell command allowlist bypass are distinct issues, one is a security bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated." + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time model cleanup and a small testing_utils bug are unrelated." + "reason": "Import performance issue is unrelated to a testing_utils bug." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import performance cleanup and a missing HybridCache export are different import problems with different causes." + "reason": "Import-star slowdown vs cannot import HybridCache; similar import theme only." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained issue and tied-weight-keys AttributeError are unrelated." + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key extraction crashing." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility and Qwen3_5 import failure are unrelated." + "reason": "Python version support issue is unrelated to missing Qwen3_5ForCausalLM import." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + "reason": "Model.forward doc confusion is unrelated to tokenizer loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python support matrix issue and shell command substitution bypass are unrelated." + "reason": "Python version incompatibility and shell allowlist 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." + "reason": "DeepSeek-V4 shared-expert gating issue and comb.to(...).transpose(...) bug are different concrete failures." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19701,12 +19416,10 @@ "issue:31515", "issue:31795", "issue:34689", - "issue:36296", "issue:38617", "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -19715,40 +19428,50 @@ "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:46018", - "issue:46144", + "issue:46095", "issue:46218", + "issue:46655", + "issue:46894", "issue:47059", "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ - "issue:43976|issue:47177", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43576|issue:44273", + "issue:45468|issue:46894", + "issue:43298|issue:46095", "issue:43519|issue:44485", - "issue:44485|issue:47177", + "issue:43976|issue:47177", "issue:44273|issue:44908", + "issue:44485|issue:47177", "issue:43519|issue:44908", "issue:31795|issue:34689", "issue:43576|issue:46218", @@ -19757,14 +19480,14 @@ "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:43704|issue:44485", - "issue:44861|issue:47110", "issue:42371|issue:43704", + "issue:44861|issue:47110", "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:45850|issue:46218", "issue:44263|issue:45468", "issue:44861|issue:47059", "issue:43704|issue:45341", @@ -19775,313 +19498,289 @@ "issue:44908|issue:44998", "issue:44998|issue:47177", "issue:44998|issue:47176", - "issue:44492|issue:44998", "issue:44230|issue:44623", + "issue:44492|issue:44998", "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" + "issue:30333|issue:31515" ], - "prepared_review_unit_hash": "749aa73004e17aa1bf96a0108a4333fe49745d210bfa2b7401394685cea2ed34", + "prepared_review_unit_hash": "b959f8d14c25ec875b02699b270abc1150cf0095419ec23d83de7e3f8bb07042", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 39948, - "estimated_input_tokens": 9987, - "estimated_eval_tokens": 20230 + "soft_pair_count": 46, + "serialized_chars": 40777, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 }, "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.", + "summary": "The set is mostly unrelated issue reports with a few superficial thematic overlaps (tokenizer v5, import errors, flash-attention, processors), but no soft pair clearly describes the same underlying bug/change.", "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_issue_reason": "issue:45310 is the most concrete and actionable report: it names a specific model family, version threshold, and failure mode for from_pretrained, making it a strong representative issue.", "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_issue_reason": "issue:45310 is the best single issue to anchor the cluster because it is specific, reproducible, and scoped to a clear regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processors and different defects: timestamp calculation vs video padding calculation." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "One is model_init not applying Liger Kernel; the other is flash_attention_3 training degeneration. Different code paths." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to a shell-command allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report does not establish the same underlying from_pretrained/Qwen3.5 MoE error." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading are different subsystems and failure modes." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 positional encoding and CohereASR training-loss shift bug are different model bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Python version compatibility and shell-command injection are unrelated defects." + "reason": "Audio continuous batching support and DeepSeekV4 weight conversion are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different processors/models: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Processor timestamp bug and RoPE implementation bug are different model components." }, { - "left": "issue:44485", + "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation discussion is unrelated to tar/zip command injection." + "reason": "Python support regression is unrelated to a tar/zip slip RCE." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated features." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue is unrelated to archive extraction RCE." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug does not match scheduler kwarg handling." + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs 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." + "reason": "Documentation confusion and Llama 3.2 model loading breakage are not the same bug." }, { "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." + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup is unrelated to a Qwen3 VRAM leak." + "reason": "Import-star slowdown and VRAM leak are distinct issues." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different vision/audio model bugs with different code paths." + "reason": "Different model-specific algorithm bugs with no shared code path evident." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "A broad v5-breakage complaint is not the same as a security file-write vulnerability." + "reason": "Broad v5 breakage and a security archive write issue are unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General v5 regression complaint does not match a shell-operator allowlist bypass." + "reason": "Broad version regression and shell operator allowlist bypass are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE logic." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Tied-weight-key crash and special_tokens list/dict error are different failures." + "reason": "TF32 configuration guidance and VRAM leak are unrelated." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "TF32 configuration guidance and VRAM leakage are unrelated." + "reason": "Tied-weights helper crash and special_tokens dict/list error are different attribute failures." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention support for Nemotron and command-injection security are unrelated." + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to archive extraction RCE." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage is unrelated to timestamp calculation." + "reason": "local_files_only network leakage and timestamp calculation are unrelated." }, { "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." + "reason": "Both mention tokenizer v5, but the described failures are not concretely the same bug." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as Gemma4Audio positional encoding." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "A generic v5 breakage complaint is not the same as a specific Qwen3_5 import failure." + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Processor timestamp handling and missing save_pretrained files are different issues." + "reason": "General v5 breakage and missing module import are not the same underlying problem." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling is unrelated to audio positional encoding." + "reason": "torch.split return values in a DSA indexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight crash and CLI completion breakage are unrelated." + "reason": "Different crash sites: tied weight key handling vs CLI completion compatibility." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in model usage is unrelated to a testing_utils bug." + "reason": "VRAM leak and a testing_utils bug are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support request and Qwen3_5 import failure are different changes." + "reason": "Missing Flash Attention 2.0 support and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 import failure are separate import-path issues." + "reason": "Both are import errors, but for different symbols and likely different causes." }, { "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." + "reason": "Specific GPT2LMHeadModel support request is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template tool-call crash are unrelated." + "reason": "Tied-weight helper crash and chat template tool-call crash are different code paths." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs bug and an unrelated issue titled Unemployment are not duplicates." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "No substantive overlap; one is noise, the other is a security vulnerability." + "reason": "No meaningful relation between the two issues." }, { "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." + "reason": "No meaningful relation between the two issues." }, { "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." + "reason": "FP8 support request and missing files on save_pretrained are different concerns." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder_attention_mask crash and slow checkpoint loading are different issues." + "reason": "Bart generate() UnboundLocalError and slow from_pretrained checkpoint loading are unrelated." }, { "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." + "reason": "MLFlow cleanup/reporting on failure and checkpoint loading slowness are unrelated." } ] }, @@ -20105,15 +19804,28 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:31515", + "issue:31795", + "issue:36296", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", + "issue:44230", + "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -20124,88 +19836,124 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "a6047227bbc143531e4959b635f65a876f7206e0153267ee48c39154bf29b95c", + "prepared_review_unit_hash": "dd9fe5df7779b094972424ec371f26e138598de00649b02ea5608b5a2d4663c8", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011322, - "estimated_input_tokens": 252831, - "estimated_eval_tokens": 505918 + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6640, - "estimated_input_tokens": 1660, - "estimated_eval_tokens": 3576 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 15, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "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.", + "summary": "These items are not duplicate reports of one bug; they span unrelated models, docs, config typing, and training/inference issues. The strongest candidate for a representative issue is the high-activity, broad bug report #43240, but there is no coherent canonical duplicate cluster here.", + "confidence": 0.87, + "canonical_issue_reason": "#43240 is the broadest and most actionable issue in the set (clear bug report, inbound references, concrete code-path impact). That said, the surrounding issues are largely unrelated, so it is only a pragmatic representative, not a true duplicate hub.", "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_issue_reason": "#43240 has the clearest bug framing and highest apparent downstream interest, so it is the best single issue to represent the cluster if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown in from_pretrained is unrelated to tensor-parallel training failures; different code paths and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Model loading performance is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to fp8 inference support for Qwen VL/MoE models." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different architecture-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in a config class is not the same as tokenizer regex warning regressions." + }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs in different areas: Mask2Former ignore_value handling vs loss kwargs not being forwarded." + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation are distinct bugs in different parts of the training stack." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Unrelated code paths: loss-function kwargs forwarding vs RoFormer attention interface usage." + "reason": "Loss kwargs plumbing and RoFormer attention interface implementation are unrelated code-path problems." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: Mask2Former loss config vs tokenizer regex warning behavior." + "reason": "Mask2Former loss argument handling does not match tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model components and failure modes; no shared underlying bug is evident." + "reason": "Different models and failure modes; no evidence they are the same underlying bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model bug vs a typo in a conversion/quantization field; not the same issue." + "reason": "A segmentation-model ignore_value bug is unrelated to a documentation/typo issue in quantization naming." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config type-hint problem vs a literal typo in a code string; unrelated." + "reason": "Config type-hint correction and a quantization typo are separate documentation/metadata fixes." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Different concerns: runtime kwargs propagation vs incorrect type annotation in ModernBERTConfig." + "reason": "Missing kwargs in loss computation and an incorrect config type hint are different issues." }, { "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." + "reason": "A question about Llama4TextL2Norm vs RMSNorm is not the same as a type-hint bug in ModernBERTConfig." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Distinct models and distinct defects; no same code-path problem." + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are unrelated." } ] }, @@ -20238,12 +19986,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "b4b231ed16608b78dc143849487f01a5f5b184f0fa3a9f1576ac3af5ff804472", + "prepared_review_unit_hash": "8262141b0f891f226146a14a60fadcbfda145badf48c444ac6ae7e923703bcbb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -20251,7 +19999,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -20260,30 +20008,30 @@ "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.", + "summary": "These three issues are about unrelated feature requests: truncation direction in tokenization, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. The cluster does not look like a duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different domains and requests: token truncation strategy vs Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "A truncation bug/feature request is unrelated to a ReduceLROnPlateau-style scheduler feature request." + "reason": "No shared underlying bug or feature: truncation-from-beginning option vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler functionality request and Wav2Vec2 word offset question do not describe the same underlying issue." + "reason": "Unrelated feature requests in different components: LR plateau scheduling vs audio token timing offsets." } ] }, @@ -20315,12 +20063,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7dcd492d0821eadaba0d3986f08a585a9356b23769b0cb7a24e6c286a2b1d932", + "prepared_review_unit_hash": "26b9ec8fa72cadfe71797ae701aac514c90ad14daa49285b56df779c09ec70c8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20328,7 +20076,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20337,24 +20085,24 @@ "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.", + "summary": "These issues appear to be about different problems: TAPAS tokenization mismatch, a private-model download/auth error message, and a generic BERT model loading failure. I do not see a single underlying bug tying them together.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the three reports describe distinct symptoms and likely different code paths.", "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_issue_reason": "issue:16618 is the broadest and most user-facing model-load report, so it is the best representative if one must be chosen, but it is not a true duplicate of the others.", "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." + "reason": "TAPAS tokenization behavior is a different problem from a generic \"can't load bert-base-uncased\" model-loading failure; no same underlying bug is evident." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Different underlying problem: private-model authentication/error messaging vs. inability to load a public model." + "reason": "One issue is specifically about private-model download/auth error messaging, while the other is a generic public model load failure; they do not look like the same bug or fix." } ] }, @@ -20384,7 +20132,7 @@ "soft_pairs": [ "issue:19631|issue:22372" ], - "prepared_review_unit_hash": "5b90e4b1b8b543a3f51f665a827489241f7dbb1935f8c27e962dceb73dd0b403", + "prepared_review_unit_hash": "598d462a2adcd9e6b5fcd226a0f8d8679b886c2280b951501b1970e816512c59", "component_budget": { "node_count": 2, "item_count": 2, @@ -20406,18 +20154,18 @@ "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.", + "summary": "These are both feature requests to add different restoration/super-resolution models, but they are not the same underlying request: one asks for EDSR/MDSR and the other for Restormer. The soft similarity is only at the broad \u201cadd a model\u201d level, so they should not be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #19631 is a reasonable cluster representative because it is older and has more discussion, but it is not a duplicate of #22372.", "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_issue_reason": "#19631 is the better issue representative for this cluster due to higher discussion activity and earlier creation date, though it addresses a different model request than #22372.", "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." + "reason": "Reject: EDSR/MDSR and Restormer are different model-family requests with different expected implementations and use cases. They share only a broad \u201cadd model\u201d theme, not the same underlying bug or change." } ] }, @@ -20447,40 +20195,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ac094b059ad515c93cff4d583f76fa3038156eccdc50ab78c5133dea0edfc5ab", + "prepared_review_unit_hash": "4136318d1e038f26fda077a7b3db8ee8da3ea7b24bd1c18f6c14a13e2020a4f4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two 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.", + "summary": "These are not duplicates: one asks for Flash Attention 2 support across more architectures, while the other asks for GGUF support across more architectures. They share the same community-contribution framing, but the requested changes are different feature areas and code paths.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the two issues describe separate enhancement requests with different targets (Flash Attention 2 vs GGUF), so they should not be merged as one underlying bug/change.", "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_issue_reason": "No single best issue for deduplication; both are distinct feature requests and neither is a duplicate of the other.", "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." + "reason": "Reject: the titles and bodies point to different enhancements and different implementation areas, so they are not the same underlying change." } ] }, @@ -20552,12 +20300,12 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "c8b6e754b1fffe25116c37608596a819b50df4c4540a282487b980bc630edd13", + "prepared_review_unit_hash": "160ea7fae98d3c76a6257efd59821dbea6a5d4d11faa11bc465e830b97e69f99", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18660, + "serialized_chars": 18658, "estimated_input_tokens": 4665, "estimated_eval_tokens": 9586 }, @@ -20565,7 +20313,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18660, + "serialized_chars": 18658, "estimated_input_tokens": 4665, "estimated_eval_tokens": 9586 }, @@ -20574,222 +20322,222 @@ "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.", + "summary": "This cluster is mostly language-specific i18n translation requests plus several near-duplicate generic/template or spam-like issues. The similarities look driven by shared issue templates rather than the same underlying translation task, so I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #38435 is the clearest concrete example in the set: it names a specific language (Romanian) and looks like a normal translation request, unlike the placeholder/gibberish items.", "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_issue_reason": "#38435 is the best representative issue because it is specific, intelligible, and complete enough to stand in for the cluster\u2019s translation-request pattern.", "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." + "reason": "Same broad i18n-docs template, but different issue instances with no evidence they request the same language/change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation request; superficially similar template, but not the same issue." + "reason": "Title/body similarity is template-level only; no sign these are the same concrete translation task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic template issue; no evidence they are the same change." + "reason": "Shared placeholder/template wording, but not the same underlying language-specific request." }, { "left": "issue:27088", "right": "issue:47299", "accept": false, - "reason": "Different language/request and the title is garbled; no concrete duplicate relationship." + "reason": "Looks like another template-like or malformed translation request, not clearly the same task as Turkish." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language-specific translation requests; not the same underlying task." + "reason": "Turkish vs Romanian are distinct translation requests, so these are not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic template; not the same concrete issue." + "reason": "Spanish translation request vs generic placeholder issue; similarity is only from the template." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages, so these are separate translation requests." + "reason": "Different target languages (Turkish vs Spanish), so they are separate issues." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language/request; only the template wording overlaps." + "reason": "No evidence these refer to the same concrete translation change; titles are only superficially similar." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation request; distinct issues." + "reason": "Spanish and Romanian docs translations are distinct tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language/request; no same underlying bug or change." + "reason": "Template overlap only; no shared concrete bug/change." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder; not a concrete duplicate." + "reason": "Romanian request and generic placeholder issue are not the same underlying task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request and a separate generic/template issue." + "reason": "Same template family, but no evidence of the same language or change." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different issue content; one is a concrete language request, the other a generic template." + "reason": "Placeholder/template issue is not the same as the concrete Romanian translation request." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "No evidence of the same translation request; titles are too different." + "reason": "Likely malformed/template content, but not clearly the same translation request as Romanian." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request; similar i18n theme only." + "reason": "Gibberish/foreign-language text suggests a different issue instance, not the same Romanian request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Same template text, but no evidence they target the same concrete language or change." + "reason": "Both look like templated i18n requests, but there is no evidence they target the same language or edit." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Same generic wording, but not enough to conclude they are the same issue." + "reason": "Identical-looking template text is not enough to treat them as the same underlying issue." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Template-like title versus unrelated garbled title; not the same underlying request." + "reason": "Template similarity only; no concrete shared translation task is visible." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "No concrete evidence they are the same translation task; just similar placeholder spam." + "reason": "Different issue instances with template-like content; not enough to conclude duplicate." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Generic template issue versus unrelated Thai title; not a duplicate." + "reason": "Malformed/non-English title does not establish the same underlying request as the placeholder issue." }, { "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." + "reason": "Near-identical template text, but no concrete evidence they are the same translation request." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Different titles and no shared concrete target; reject as duplicate." + "reason": "Looks like similar templated translation noise rather than the same task." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Same broad i18n theme, but not the same specific request." + "reason": "No shared explicit target or code-path; only template resemblance." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "No indication these are the same issue; titles are unrelated." + "reason": "Different issue content; similarity is not strong enough to merge as duplicates." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Different titles and no concrete shared bug/change." + "reason": "Template-level similarity only; not the same concrete underlying request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder vs unrelated Thai title; not a duplicate." + "reason": "No evidence of identical translation task; titles are only superficially alike." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "No same underlying task; just similar noisy i18n clustering." + "reason": "Malformed title/content does not indicate the same issue as the generic template one." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Different garbled titles; no concrete evidence of the same change." + "reason": "Both look noisy and i18n-related, but they do not clearly describe the same change." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic template issue vs unrelated Thai title; not the same request." + "reason": "Shared templated wording is not enough to conclude the same underlying translation task." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No evidence of the same concrete translation task." + "reason": "No concrete shared language/change; only broad template similarity." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Template placeholder and unrelated Thai title; not a duplicate." + "reason": "Different issue instances with only template-level overlap." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Different titles and no evidence they are the same underlying issue." + "reason": "Both titles are garbled, but there is no reliable evidence they refer to the same actual request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Both are noisy/non-English titles, but there is no clear shared concrete request." + "reason": "Two different non-English/garbled titles; not enough to treat as the same change." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "No evidence these represent the same translation work." + "reason": "No clear shared underlying translation task beyond noisy text similarity." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Different garbled titles; cannot treat as the same bug/change." + "reason": "Distinct malformed titles with no concrete evidence of duplication." } ] }, @@ -20893,12 +20641,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "701e4db8c9d0a4d675ae56bef58b24183292792e509591b73a230871b648a4e9", + "prepared_review_unit_hash": "7b939a86c7d20a80d1020b8bfc94d40e505d0bfe362f7333c6d754b36ea159c9", "component_budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31687, + "serialized_chars": 31686, "estimated_input_tokens": 7922, "estimated_eval_tokens": 16100 }, @@ -20906,7 +20654,7 @@ "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31687, + "serialized_chars": 31686, "estimated_input_tokens": 7922, "estimated_eval_tokens": 16100 }, @@ -20915,330 +20663,330 @@ "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.", + "summary": "This is not a duplicate cluster in the strict sense: it\u2019s a loose collection of unrelated model-request issues that all share the generic pattern \u201cadd support for X.\u201d The soft links look title-driven, not the same underlying change.", "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_issue_reason": "Issue:41115 is the most generic representative title, but it is still just one specific model request and should not be treated as a duplicate of the others.", "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_issue_reason": "Issue:41115 is the broadest representative request in the set, but the cluster is too heterogeneous to collapse onto it as a true duplicate.", "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." + "reason": "Both are keypoint tasks, but one is a matcher and the other adds a detector+matcher; scope and change are different." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matching request vs MiniCPM3 model architecture are unrelated changes." + "reason": "Keypoint matcher request vs. MiniCPM3 model architecture request; unrelated model families and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition and DEIMv2 model support target different model families." + "reason": "Different models entirely: EuroBert config support vs. DEIMv2 model addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are unrelated model requests." + "reason": "EuroBert config support and Qwen3-TTS are different model requests with no shared underlying fix." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model support are different concrete additions." + "reason": "Different model families; this is just the generic 'add a model' pattern." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config vs XiaoMi MiMo are different models with no shared code path." + "reason": "EuroBert config support vs. XiaoMi MiMo; unrelated requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same request." + "reason": "RF-DETR and DEIMv2 are different model additions, not the same code change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR model support and LFM2.5 Audio support are different domains." + "reason": "RF-DETR model support vs. LFM2.5 Audio support; different modalities and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer are unrelated model families." + "reason": "RF-DETR model addition vs. weight-sparse transformer request; different underlying work." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR model support and Qwen3-ASR support are different tasks and implementations." + "reason": "RF-DETR vision model support and Qwen3-ASR support are unrelated." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR object detection and Qwen3-TTS speech support are unrelated." + "reason": "RF-DETR and Qwen3-TTS target different model families and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR are different model families and code paths." + "reason": "NeoBERT and Qwen3-ASR are different models and different feature requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and the weight-sparse transformer request are not the same change." + "reason": "NeoBERT support vs. OpenAI weight-sparse transformer support; not the same underlying change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model requests." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT model request and LLMDet support are unrelated model additions." + "reason": "NeoBERT vs. LLMDet; different architectures and support paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests with no shared implementation." + "reason": "RF-DETR and NeoBERT are separate model additions, not a duplicate request." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support and MiniCPM3 architecture are separate model requests." + "reason": "LLMDet support and MiniCPM3 architecture support are different models and different changes." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet and Qwen3-ASR are different models/tasks, not duplicates." + "reason": "LLMDet vs. Qwen3-ASR; unrelated model families." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet vs Qwen3-TTS are different model-support requests." + "reason": "LLMDet and Qwen3-TTS are different requests with no shared code path." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet support and ModernVBERT support are different model additions." + "reason": "LLMDet support vs. ModernVBERT models; different model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated requests." + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer are different concrete model changes." + "reason": "MiniCPM3 and weight-sparse transformer support are different model/code changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 and ModernVBERT are distinct model support requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model families and modalities." + "reason": "DEIMv2 model addition and Qwen3-TTS support are different underlying requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate BERT-like model requests, not the same underlying change." + "reason": "NeoBERT and ModernVBERT are separate model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." + "reason": "ModernVBERT models vs. Qwen3-ASR support; different models and code paths." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are different model additions." + "reason": "ModernVBERT models and Qwen3-TTS are unrelated support requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral-4B-TTS-2603 are different feature/model requests." + "reason": "BERT-like RoPE models and Voxtral TTS support are different feature 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." + "reason": "ModernVBERT models vs. BERT-like models with RoPE; same broad area, but not the same underlying change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are different model requests." + "reason": "RoPE-enabled BERT-like models 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." + "reason": "BERT-like RoPE support and Mirko Privitera are not the same underlying issue." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + "reason": "XiaoMi MiMo and SAM3-LiteText are unrelated model additions." }, { "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet and XiaoMi MiMo are unrelated models and tasks." + "reason": "LLMDet support and XiaoMi MiMo support are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are different model families." + "reason": "XiaoMi MiMo and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and XiaoMi MiMo are unrelated model requests." + "reason": "ModernVBERT models and XiaoMi MiMo are separate requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different models with different implementation paths." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR are related by family but not the same concrete change." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but they are different capabilities and not one duplicate 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." + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are different TTS models, not the same request." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated models." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are different requests." + "reason": "Qwen3-TTS support vs. weight-sparse transformer support; different code paths." }, { "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." + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are both audio-related, but they are different model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are different model/architecture requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are different changes." + "reason": "ASR model support vs. weight-sparse transformer support are not the same change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and model families." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink are different kinds of changes." + "reason": "Audio model support vs. Granite SWA+sink option; different underlying changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are distinct model requests." + "reason": "Weight-sparse transformer request and EUPE are unrelated." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are separate model requests." }, { "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." + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech models and not a single duplicate change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model families." + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet support and Voxtral-4B-TTS-2603 are different model requests." + "reason": "LLMDet and Voxtral TTS are different models and code paths." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks and models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not duplicates." + "reason": "EUPE and TIPSv2 are distinct model requests from different authors and models." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying issue." }, { "left": "issue:42503", @@ -21250,7 +20998,7 @@ "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral-4B-TTS-2603 and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated requests." } ] }, @@ -21280,7 +21028,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "030a2c964beddb409cfc27e03ab3a38af2ebc1136c144a433ed266de9daee573", + "prepared_review_unit_hash": "83238dde7d7a7be304b57c0edd5690a78dee95f1aa1ecc13ee01f770db818742", "component_budget": { "node_count": 2, "item_count": 2, @@ -21302,18 +21050,18 @@ "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, + "summary": "These two issues are not duplicates: one is a documentation request about adding Pruna as an optimization framework, while the other is a technical vision RoPE refactor. They target different areas and different kinds of work.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46443 is the better canonical issue because it is the substantive engineering change; #38740 is a separate documentation request and not the same underlying task.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46443 is the best issue to represent the cluster since it describes a concrete code refactor, whereas #38740 is a standalone docs enhancement.", "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." + "reason": "Different scope and intent: #38740 is a docs-only framework addition request, while #46443 is a vision model RoPE refactor. They do not describe the same bug or change." } ] }, @@ -21343,12 +21091,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "60a5d178a90f0e19b11973a444ebd4afe4a01576a0c2900537afbf2001a09a92", + "prepared_review_unit_hash": "c9ed6288649abe9a5e25c3425504fc6b35bac4e8823e94cdf493331bd9ed521f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1478, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -21356,7 +21104,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1478, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -21365,18 +21113,18 @@ "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, + "summary": "The two issues are unrelated: one is about block decoding behavior, the other about DeepSeek v3.2 model support. There is no evidence they describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues cover different problem domains and do not share targets, files, or a common fix path.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the other; they are not duplicates and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41084", - "right": "issue:43037", + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", "accept": false, - "reason": "Different underlying requests with no shared code path, filenames, targets, or explicit linkage; only weak textual similarity." + "reason": "Different topics and likely different code paths; block decoding behavior is not the same change as adding support for a specific model version." } ] }, @@ -21406,40 +21154,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "1bbbf945af53fa1f5199a112ae5b06d0cf6aa5653a7911fb9119f2f249c829b7", + "prepared_review_unit_hash": "21a3c35445efb76345282dc982ca8be1db23baf7d0f68dc1291baccd9448d10b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These 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.", + "summary": "These two issues are about different feature requests in different code paths: one adds a `from_pretrained()` flag for FLCE/Liger fused logits loss, the other requests TiledMLP integration for lower memory usage. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative if one must be chosen.", + "best_issue_reason": "No single canonical issue stands out because the topics are distinct; if forced, #41306 is the more concrete and narrowly scoped request.", "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." + "reason": "Different underlying changes: #41306 is about exposing a `from_pretrained()` flag for fused logits loss behavior, while #41826 is about integrating TiledMLP for memory reduction. They do not share a concrete bug or implementation path." } ] }, @@ -21469,7 +21217,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fab555403e4786ec41767170655fb09d5d4d3700a84041b719202085c775e974", + "prepared_review_unit_hash": "25825ecc59e597a3a711b5b7c57c2991c8cf41f3e5719a09a36270c4dc1e357d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21491,18 +21239,18 @@ "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, + "summary": "These are related only at a high level (custom Trainer behavior), but they describe different problems: unused-column removal customizability vs FLOPS estimation for custom trainers.", + "confidence": 0.94, "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_issue_reason": "Issue 43598 is the broader, more central Trainer customizability concern; 43600 is a narrower FLOPS-estimation use case and not a duplicate of it.", "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." + "reason": "Different underlying bugs/changes: one is about `remove_unused_column` behavior in Trainer, the other is about how FLOPS are estimated for custom trainers. They share the Trainer subsystem but not the same code-path problem." } ] }, @@ -21532,12 +21280,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "169f01defd30eef6c128df1bb2dd80b9ed9a12c100a56cbd6a8bcf96d7000203", + "prepared_review_unit_hash": "30b343ee1b02f3df49ab7af96b1568f10fb3b239e37c19ce4bd5bdd2969a859f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -21545,7 +21293,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -21554,18 +21302,18 @@ "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.", + "summary": "These issues are related at a high level (both ask for new AutoModel support for Qwen variants), but they target different model families and different heads/tasks: Qwen3-Omni registration for base/conditional generation versus Qwen3.5 sequence classification support. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader, more representative request around adding AutoModel registration support for a Qwen model family.", "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_issue_reason": "#43684 best captures the generic AutoModel registration gap; #44405 is a separate, task-specific extension for sequence classification on Qwen3.5.", "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." + "reason": "Different underlying changes: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Same broad subsystem, but not the same bug/change." } ] }, @@ -21602,12 +21350,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "1ea831ac3fc8ca747fbed8364da771fc3b68b327d847d2a1e546daaf623b6a25", + "prepared_review_unit_hash": "7b1006f6692fbe9ca2cd77586dfb3f2c93fdea1f753df9fa521f1b039a9742ee", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4261, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21615,7 +21363,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4261, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21624,58 +21372,58 @@ "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.", + "summary": "The three 'huggingface ' issues look like a likely duplicate cluster based on matching titles and sparse metadata, but the evidence is not strong enough to treat them as confirmed identical reports. issue:43835 appears unrelated. I would use issue:43845 as the canonical issue because it is the earliest created among the likely-duplicate huggingface set.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43845 is the earliest created among the likely-duplicate 'huggingface ' issues (43845, 43846, 43859), so it is the best canonical representative for 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_issue_reason": "issue:43845 is the best global issue candidate because it is the earliest of the likely-duplicate 'huggingface ' reports and serves as the most natural representative for the cluster.", "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." + "reason": "The titles are different and there is no shared target, file, or body detail tying this to the huggingface reports, so it does not look like 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." + "reason": "Only a generic soft-similarity signal is present; the available metadata does not show the same underlying bug." }, { "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." + "reason": "Different title and no corroborating details, so this is not enough to conclude the same 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." + "accept": false, + "reason": "These likely refer to the same topic, but the packet only shows matching titles and sparse metadata, which is not enough to confirm the same underlying bug." }, { "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." + "accept": false, + "reason": "Same title, but the evidence is still too thin to confirm identity; 43859 also differs in body length and discussion activity, so treat as likely related rather than a confirmed duplicate." }, { "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." + "accept": false, + "reason": "Matching titles suggest possible duplication, but there is not enough concrete overlap in body or issue references to safely merge them as the same report." } ] }, "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)." + "feedback": "The grouping is plausible, but the writeup overstates the evidence. The packet only shows the three 'huggingface ' issues share the same title and sparse metadata; it does not establish that they are identical, and 43859 also differs in body length and discussion activity. Please soften the language from 'identical'/'same report' to 'likely duplicate' or 'appears related', and make the canonical reason explicitly based on earliest created among the likely-duplicate set rather than on confirmed identity." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21713,106 +21461,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "a0b3f5bc8226a753ed9601d5d2cc7c12f2ed77a0a62e128b681bb8569367a932", + "prepared_review_unit_hash": "5d6813242efd96e59eb428d93a096ecf145f9371ac6d01cd78d8ec171bb36141", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "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.", + "summary": "No convincing duplicate cluster here: the items are mostly spam/placeholder issues and a few unrelated generic titles. I would not merge any pair as the same underlying issue.", + "confidence": 0.3, + "canonical_issue_reason": "Issue 47036 is the most substantive and least spam-like title, so it is the best available anchor if a canonical issue must be chosen.", "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_issue_reason": "Issue 47036 is the clearest actionable item in an otherwise low-signal group; the rest look like spam or unrelated generic posts.", "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." + "reason": "Both look like spam placeholders, but there is no evidence they describe the same concrete bug or change." }, { "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." + "reason": "Both look like spam placeholders, but not enough to establish a shared underlying issue." }, { "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." + "reason": "One is spam-like and the other is a generic documentation suggestion; they do not appear to be the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a benchmark tip are different topics with no concrete overlap." + "reason": "Spam placeholder versus community benchmark tip; unrelated titles with no shared concrete problem." }, { "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." + "reason": "Spam placeholder versus an unrelated Google LLC mention; no shared bug/change is evident." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs. placeholder spam; unrelated." + "reason": "Generic documentation suggestion versus spam placeholder; not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs. placeholder spam; no evidence of the same change or bug." + "reason": "Generic documentation suggestion versus spam placeholder; no concrete duplicate signal." }, { "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." + "reason": "Both are spam placeholders, but identical low-content titles are not enough to safely treat them as the same issue." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Placeholder spam and benchmark tip are different issue types with no concrete common bug." + "reason": "Spam placeholder versus benchmark tip; unrelated and not the same bug/change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam and off-topic promotional content are not the same underlying issue." + "reason": "Spam placeholder versus an unrelated brand-checkout title; no shared issue is apparent." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No concrete bug or change is shared between these two reports." + "reason": "Spam placeholder versus benchmark tip; no evidence of the same underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different off-topic/spam-style submissions; not enough evidence they are duplicates." + "reason": "Spam placeholder versus unrelated Google LLC mention; not a duplicate." } ] }, @@ -21842,12 +21590,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "180f692651045748f0537c441568667ce5e9db48866255f0dabcb6bada4915f1", + "prepared_review_unit_hash": "68af0b8157b045884d3730eddf4e10e0a68d35cc4a3cb2b57d9e916550345c17", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21855,7 +21603,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21864,28 +21612,28 @@ "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.", + "summary": "The two closed issues have the same title and highly similar content, so they appear to be duplicates of the same energy-optimization proposal. Issue 45145 is the better canonical candidate because it already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "issue:45145 has the same title as the other issue and slightly stronger linkage via an inbound reference, making it the best duplicate anchor.", "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_issue_reason": "issue:45145 is the best issue to keep as the representative because it appears identical in scope and already has more prior attention.", "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." + "accept": true, + "reason": "Same title and near-identical issue content; these look like duplicate reports of the same underlying request." } ] }, "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." + "accept": true, + "feedback": "The verdict is grounded in the packet: both issues have the same title, the pair has soft-similarity evidence, and issue 45145 has the inbound reference that makes it a reasonable canonical choice. The summary stays mostly conservative." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21962,30 +21710,30 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "ccda881ba09610ca60a51c5811e153d07a27e06b08a32d4c76c5b70b6a63ad86", + "prepared_review_unit_hash": "23d5f4d95f76e009906944143d9278940ab92b3dce3792fdbe720ea4483698ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1474, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1474, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two 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, + "summary": "The two closed issues are unrelated personal-name/date entries and do not appear to report the same underlying problem, so the soft duplicate signal should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21995,7 +21743,7 @@ "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." + "reason": "Different names and dates with no shared bug report details, targets, or discussion; these look like unrelated issues rather than duplicates." } ] }, @@ -22025,7 +21773,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c0f6c2418e1f432f397c39c2ef6ca61bf037b5174921601e22b9e9f69053276a", + "prepared_review_unit_hash": "4cc489482009af75a7172fb558f444d341c9ce99ebef2675277cbba85e4e878f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22047,18 +21795,18 @@ "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, + "summary": "Two closed issues with unrelated person/date titles and no bodies, links, or shared context. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.96, "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_issue_reason": "Neither issue is a good canonical candidate; if forced, issue #45764 is only marginally earlier, but both appear to be unrelated noise rather than real report content.", "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." + "reason": "Only superficial similarity in format; the names and dates differ and there is no evidence of the same bug, request, or code path." } ] }, @@ -22088,7 +21836,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "e39b1882a2064aa308f25ddfc8e9351563bd4bd147aef43a0d463b9c8e77166c", + "prepared_review_unit_hash": "a52aab79c9c56fd4077c046bd20d9d1e9900aff4296e347d7e21ee493c088da2", "component_budget": { "node_count": 2, "item_count": 2, @@ -22110,18 +21858,18 @@ "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.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. No duplicate or same-underlying-bug signal is present.", + "confidence": 0.97, + "canonical_issue_reason": null, "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_issue_reason": "Issue 45810 is the more specific, self-contained feature request; 46295 is a separate broad training-capability request.", "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." + "reason": "Different requested changes and different code paths: model-class addition versus FP8 training support. They do not look like the same underlying bug or feature." } ] }, @@ -22161,7 +21909,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "598a4c4ec7f80c1929cd598039e59ddf4899991f0f7905ddfb52c43b3060bfe8", + "prepared_review_unit_hash": "e8b6149cf95446dc64b6f9aa4af6e253bfcea9bb2cd3490310466718c83c46e7", "component_budget": { "node_count": 5, "item_count": 5, @@ -22183,66 +21931,66 @@ "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.", + "summary": "The cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related (financial data) but appears to describe a different dataset listing, not the same underlying request as the example/service issues.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the best canonical issue for its duplicate pair: it is the earliest of the two identical \"Example: Financial time series prediction with DataForge\" reports and can stand in for that exact report.", "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_issue_reason": "45870 is the strongest overall issue representative because it is an exact duplicate with the cleanest, most generic title; the other matching pair (45872/45873) is a separate topic, and 45869 is only loosely related.", "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." + "reason": "Same financial-data theme, but one is a dataset bundle and the other is an example/prediction issue; not the same underlying report." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: dataset bundle promo vs. a DataForge financial prediction example." + "reason": "Related domain wording, but the dataset listing and the example issue describe different artifacts and requests." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and matching body size; same DataForge financial time series prediction example." + "reason": "Identical title and matching metadata strongly indicate the same issue duplicated." }, { "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." + "reason": "Both mention financial time series, but one is a prediction example and the other adds a scraping service; these are different issues." }, { "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." + "reason": "Same as 45870/45872: overlapping keywords, but different concrete request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete requests despite shared DataForge/financial terminology." + "reason": "The reports describe different deliverables despite sharing the DataForge/financial time series theme." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete requests despite shared DataForge/financial terminology." + "reason": "Different issue scopes; not the same underlying bug/request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and matching body size; same DataForge financial time series + scraping service request." + "reason": "Identical title and matching metadata strongly suggest a duplicate issue pair." } ] }, "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." + "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are supported duplicate pairs by identical titles and matching body lengths, while 45869 is only loosely related by theme. The soft-edge rejections are conservative and the one accepted pair is well supported." }, "evaluator_used": true, "retried": false, @@ -22269,40 +22017,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "ebadf39d695b6b2ce7bdf7d4cb771c6416a631e5aab681ec9e1ea72c5f4e6b82", + "prepared_review_unit_hash": "1cd47c0baa8ae20c086fdac312cb2fc10b50e9c1b7d15bde070f87dd46c9e65d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "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.", + "summary": "Both issues concern static cache behavior around linear-attention/Qwen3.5, but the reported failures differ enough that I would not merge them without more evidence of a shared root cause.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more generally: `early_initialization` corrupting linear-attention layers and producing shape/runtime failures.", "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_issue_reason": "Issue 46439 is the best representative of the cluster because it names the core static-cache/linear-attention bug rather than a model-specific symptom.", "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." + "reason": "Both mention static cache and linear attention, but one reports shape corruption during `early_initialization` while the other reports a `KeyError: 'linear_attention'` in Qwen3.5. These look like related symptoms, not clearly the same concrete bug." } ] }, @@ -22332,7 +22080,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "42050612e94f25264eef110d498649edac5014406661c53c32fabf9fa6ea1dd5", + "prepared_review_unit_hash": "b047768e814ab3b6764da1213f5b2cdaa621fa5cd8e602dcc4594358bb09f7df", "component_budget": { "node_count": 2, "item_count": 2, @@ -22354,24 +22102,24 @@ "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.", + "summary": "The two issues are near-exact duplicates: same title, same likely body, and the only meaningful difference is that one is closed and the other remains open. They describe the same Wav2Vec2CTCTokenizer v5 special-token regression.", "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_issue_reason": "Issue #46552 is the better canonical issue because it is open, has inbound references, and appears to be the active tracker for the same 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_issue_reason": "Issue #46552 is the best issue candidate overall since it is the active duplicate target for the same concrete tokenizer bug.", "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." + "reason": "Same title and same described regression; these are clearly the same underlying issue." } ] }, "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." + "feedback": "Grounded overall: the packet shows identical titles, equal body lengths, and soft-similarity evidence with issue 46552 open and having inbound references. The canonical-choice reasoning is conservative enough. No mergeability concerns here since this is an issue pair, not PRs." }, "evaluator_used": true, "retried": false, @@ -22398,7 +22146,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "7096917ab2d378d6f9191c965f70de2edbaa21e8c5d810f006969451757baa85", + "prepared_review_unit_hash": "7967857c75afd01fea6081a25b73e09125b09f16e324f35a04da3fd3de8dc813", "component_budget": { "node_count": 2, "item_count": 2, @@ -22420,18 +22168,18 @@ "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.", + "summary": "The two issues describe different training failures: a tensor-shape mismatch versus an out-of-memory condition during later epochs. They may both occur while training detection models, but they do not look like the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46657 is the more concrete bug report, centered on a specific tensor size mismatch; 46692 describes a distinct OOM symptom and should not be merged with it.", "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_issue_reason": "46657 is the better representative issue because it identifies a clear code-path failure rather than a general training resource problem.", "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." + "reason": "Different failure modes and likely different root causes: shape mismatch vs memory exhaustion. Shared training context is not enough to treat them as duplicates." } ] }, @@ -22461,12 +22209,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "380c2c6e5b0d0f8290a9b7030ba93104a9aaae4e89f85a1ef8aac9eea64dfc20", + "prepared_review_unit_hash": "82b187484b94bef9a9c1c067b30e8ff0c01bd3b17cfb5e0102ba8d2e76f3d7b2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22474,7 +22222,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22483,18 +22231,18 @@ "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, + "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising a ValueError.", + "confidence": 0.97, "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_issue_reason": "Issue 46822 is the more precise bug report to keep as the representative issue, but it is not a duplicate of 46823; 46823 is a separate loading/dispatch bug with different conditions and failure mode.", "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." + "reason": "Different code paths and failure modes: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to be the same underlying bug." } ] }, @@ -22516,7 +22264,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-18", + "cluster_id": "cluster-46906-19", "nodes": [ "issue:46906", "issue:46940", @@ -22535,7 +22283,8 @@ "issue:47256", "issue:47265", "issue:47279", - "issue:47309" + "issue:47309", + "issue:47377" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -22576,389 +22325,422 @@ "issue:47120|issue:47256", "issue:47120|issue:47279", "issue:47120|issue:47265", - "issue:47102|issue:47120", + "issue:47120|issue:47377", + "issue:47182|issue:47377", "issue:47182|issue:47256", "issue:47182|issue:47265", "issue:47182|issue:47279", - "issue:47182|issue:47227", + "issue:47227|issue:47377", "issue:47227|issue:47256", "issue:47227|issue:47279", + "issue:47182|issue:47227", "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:47265|issue:47377", "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", "issue:47182|issue:47309", - "issue:47227|issue:47309", - "issue:47120|issue:47309" + "issue:47227|issue:47309" ], - "prepared_review_unit_hash": "333d067a049ec96adf2700194ef70c008e067c722cc180c4d6589980e884185c", + "prepared_review_unit_hash": "8f83de97200b3e4d37dad5d5de6b5fe0a8aa13aa62a71765d557bf3b7023cb15", "component_budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 56, - "serialized_chars": 30219, - "estimated_input_tokens": 7555, - "estimated_eval_tokens": 15366 + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31859, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 }, "budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 56, - "serialized_chars": 30219, - "estimated_input_tokens": 7555, - "estimated_eval_tokens": 15366 + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31859, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 }, "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.", + "summary": "These are dated \"[serge] integration failure triage\" issues from consecutive days, which look like a repeating triage series rather than duplicate reports of one concrete bug. I reject all soft duplicate edges and treat the latest open triage issue as the best current representative.", + "confidence": 0.89, + "canonical_issue_reason": "issue:47377 is the latest open triage issue in the series, so it is the best current anchor for this ongoing thread.", "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_issue_reason": "issue:47377 is the most suitable representative because it is open and most recent, making it the best single issue to keep for the cluster.", "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." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { - "left": "issue:47102", - "right": "issue:47120", + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47182", - "right": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47377", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47227", - "right": "issue:47265", + "right": "issue:47309", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { - "left": "issue:47120", - "right": "issue:47227", + "left": "issue:47227", + "right": "issue:47377", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47265", - "right": "issue:47279", + "right": "issue:47309", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47265", - "right": "issue:47309", + "right": "issue:47377", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." }, { - "left": "issue:47120", - "right": "issue:47309", + "left": "issue:47102", + "right": "issue:47256", "accept": false, - "reason": "Same template, but different daily triage threads on different dates; not the same underlying issue." + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." } ] }, @@ -22988,7 +22770,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "cdd204d63861c87bd0a1812c4d18d0b6a38f260590406fa9a7950842b36d88e4", + "prepared_review_unit_hash": "00ee23d0375ccc37502679ab0db6badb6362b8640626a528953f42717e731fb5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23010,24 +22792,24 @@ "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.", + "summary": "These two closed issues have the same title and very similar bodies, so they appear to be duplicate reports for the same requested feature: RWKV7 model support.", "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_issue_reason": "Issue #46983 is the earlier report and is a clean representative for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is the oldest exact-title duplicate and is sufficient to represent the cluster.", + "best_issue_reason": "Issue #46983 is the best single issue to keep because it is the earliest instance of the same request and there is no evidence of a distinct problem between the two.", "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." + "reason": "Same title, highly similar content, and no signals of different scope; these look like duplicate reports of the same 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." + "feedback": "The conclusion is grounded in the packet: both items are closed issues with the same title, close creation times, similar body sizes, and a strong soft-similarity signal. The duplicate-style verdict is conservative enough, and there is no evidence in the packet of a distinct scope difference." }, "evaluator_used": true, "retried": false, @@ -23054,7 +22836,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "1ad79fac5080ef948790a4f701249efd57154bc1a2b13431aecfb127bc940c24", + "prepared_review_unit_hash": "9b23c4ebdb5265663e466885b56bb021c0b937d7617a7641c1b719e9d023eabc", "component_budget": { "node_count": 2, "item_count": 2, @@ -23076,18 +22858,18 @@ "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, + "summary": "Both items are closed issues with very similar AI/cybersecurity article-style titles, but they do not appear to describe the same concrete bug, change, or request. They look more like separate submissions on the same broad topic than duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47015 is the broader, cleaner title and reads like the more general representative of the topic cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 47015 is the best issue representative because its title is more general and self-contained, making it the better canonical label for this cluster if one must be chosen.", "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." + "reason": "High topical overlap, but the titles suggest distinct writeups rather than the same underlying issue or change. No shared concrete target, code path, or explicit linkage supports treating them as duplicates." } ] }, @@ -23117,12 +22899,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "319ab3521f7a55a1b05351ab320aaf5f899cb1c1e8c4593a75d10b0be4bdef5d", + "prepared_review_unit_hash": "c7a402b541c9c8e0010ea7d63b965cd5a865e6c57e14b99e334ccd0d6da60577", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23130,7 +22912,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23139,24 +22921,24 @@ "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.", + "summary": "The two issues are effectively duplicates: identical titles, matching body length, and near-simultaneous creation point to the same underlying bug report.", "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_issue_reason": "issue:47138 is the better canonical issue because it was created slightly earlier and has more inbound references, while the content is identical to issue:47139.", "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_issue_reason": "issue:47138 is the best issue candidate since it is the earliest and most referenced of the two identical reports.", "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." + "reason": "Accept: these look like the same issue report. The titles are identical and the available metadata suggests the same underlying bug." } ] }, "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." + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, near-simultaneous creation, and a soft-similarity score of 1.0. Using issue:47138 as canonical is also supported by its slightly earlier timestamp and higher inbound references. The soft-edge verdict is appropriately conservative." }, "evaluator_used": true, "retried": false, @@ -23254,11 +23036,11 @@ "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:46836|pull_request:47202", "pull_request:47163|pull_request:47284", - "pull_request:47003|pull_request:47204", "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", "pull_request:47093|pull_request:47275", "pull_request:46995|pull_request:47163", "pull_request:46836|pull_request:47275", @@ -23278,8 +23060,8 @@ "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:47082|pull_request:47108", "pull_request:47179|pull_request:47210", "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", @@ -23292,20 +23074,20 @@ "pull_request:47082|pull_request:47216", "pull_request:47163|pull_request:47179" ], - "prepared_review_unit_hash": "5531f8f0debd86c7e7d06affa6325815bc496196f315c23c0d7479edb97b9370", + "prepared_review_unit_hash": "5ef8677301874b0e9019b7e5b12607ce136e551de9357fd911a849f7b4b1ceb1", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 198, - "serialized_chars": 246980, - "estimated_input_tokens": 61745, - "estimated_eval_tokens": 123746 + "serialized_chars": 246971, + "estimated_input_tokens": 61743, + "estimated_eval_tokens": 123742 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 65, - "serialized_chars": 130036, + "serialized_chars": 130034, "estimated_input_tokens": 32509, "estimated_eval_tokens": 65274 }, @@ -23314,372 +23096,258 @@ "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, + "summary": "This cluster is mostly heterogeneous: most pairs share only broad subsystems or docs/tests, not the same underlying change. The only clear duplicate groups are the fixed_cross_entropy kwargs patch pair and the CohereASR training-loss double-shift fixes.", + "confidence": 0.86, "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.", + "canonical_pr_reason": "pull_request:47090 is the strongest representative of the real duplicate cluster: it fixes the CohereASR double-shift loss bug directly and preserves the loss reduction path, making it the cleanest canonical PR among the near-identical CohereASR fixes.", "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.", + "best_pr_reason": "pull_request:47090 is the best overall representative because it addresses a concrete code-path bug with the most complete fix, while the other close CohereASR PRs are alternate implementations of the same problem.", "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." + "reason": "Same helper in the same file, same issue target, and the diffs are materially the same fix to forward supported cross_entropy kwargs." }, { "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." + "reason": "Both fix the same CohereASR training-loss double-shift bug in the same forward/loss path and could plausibly be merged into one PR." }, { "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." + "reason": "Same concrete CohereASR loss bug; both patches change the training loss computation in the same code path, just with different implementation details." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and bugs: CohereASR training loss vs a MusicGen generate typo." + "reason": "Unrelated changes: one is a CohereASR loss fix, the other is a MusicGen generate typo fix." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test-failure fixes in different models (Zaya vs Mimo V2 Flash)." + "reason": "Different models and different test failures; only both are test-fix PRs." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 fp32-module handling vs CohereASR training-loss logic; unrelated changes." + "reason": "Different bugs: pytest FP32-module handling versus CohereASR training-loss double shift." }, { "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." + "reason": "Different test areas/models; shared XPU/test-failure context is too broad to be the same change." }, { "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." + "reason": "Both touch CI/docker, but one deletes the builder and the other adds exporter dependencies; 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." + "reason": "Different targets: exporter test environment changes versus exporter documentation updates." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test fixes for different architectures; not a duplicate bug." + "reason": "Different model test fixes; same general CI/test theme is not enough." }, { "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." + "reason": "Unrelated: doc-builder comment cleanup versus docker image builder removal." }, { "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." + "reason": "Both are Japanese doc edits, but one is a translation PR and the other is wording cleanup; 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", + "right": "pull_request:47243", "accept": false, - "reason": "Compressed-tensors quantization vs EfficientViT-SAM model addition; unrelated." + "reason": "One changes docker dependencies for exporter tests; the other fixes exporter code paths." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:47202", + "right": "pull_request:47360", "accept": false, - "reason": "RoPE testing updates vs Granite-SWA model support; different themes." + "reason": "Different CI workflows and purposes; not the same bug/change." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:47108", + "right": "pull_request:47360", "accept": false, - "reason": "SDPA dispatch support vs docker image builder removal; unrelated." + "reason": "Doc-builder comment cleanup is unrelated to the model-jobs OTEL workflow change." }, { - "left": "pull_request:46836", - "right": "pull_request:47202", + "left": "pull_request:47218", + "right": "pull_request:47360", "accept": false, - "reason": "Unlimited OCR model addition vs docker image builder removal; unrelated." + "reason": "Image-loading test refactor is unrelated to CI workflow metadata reporting." }, { - "left": "pull_request:46912", - "right": "pull_request:47284", + "left": "pull_request:47301", + "right": "pull_request:47360", "accept": false, - "reason": "RoPE tests vs Mimo V2 Flash fix; different models and bugs." + "reason": "Assisted-decoding docs update versus CI workflow change; no shared underlying artifact." }, { - "left": "pull_request:47163", - "right": "pull_request:47284", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Paged-attention XPU test updates vs Mimo V2 Flash fix; not the same issue." + "reason": "Different domains: model conversion/architecture cleanup versus generation kernel optimization." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "OpenVINO exporter addition vs torch-light exporter dependencies; different changes." + "reason": "Different Japanese docs changes versus kv-cache documentation updates." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:47216", + "right": "pull_request:47360", "accept": false, - "reason": "SDPA dispatch support vs Granite-SWA model support; unrelated." + "reason": "Compressed-tensors feature work is unrelated to CI workflow metadata reporting." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Repeated pair: OpenPangu-V2 vs NeuCodec are distinct model additions." + "reason": "Both are test-related, but they target different models and different behavioral changes." }, { - "left": "pull_request:46836", - "right": "pull_request:47275", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Unlimited OCR model addition vs EfficientViT-SAM model addition; different models." + "reason": "Different quantization/test fixes; only the fact that both update tests is too broad." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "Paged-attention XPU tests vs XPU expectation updates in other model tests; different fixes." + "reason": "Japanese docs translation and assisted-decoding docs are unrelated documentation topics." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:44775", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE tests vs RoMa keypoint matcher model addition; unrelated." + "reason": "Both add docs/model support, but one is N-D parallelism docs and the other is a new model implementation." }, { - "left": "pull_request:44775", + "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "Docs parallelism updates vs MTP docs; different documentation topics." + "reason": "New model support versus assisted-decoding docs; not the same change." }, { - "left": "pull_request:47204", - "right": "pull_request:47295", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "Exporter dependency setup vs DiffusionGemma mask dtype fix; unrelated." + "reason": "Compressed-tensors quantization work and new model support are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "SDPA dispatch support vs flash-linear-attention availability; different integrations." + "reason": "Flash-linear-attention availability change versus paged-attention test additions; different code paths." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs vs MTP docs; unrelated." + "reason": "Different new-model PRs for different models; not duplicates." }, { - "left": "pull_request:44775", - "right": "pull_request:47304", + "left": "pull_request:47082", + "right": "pull_request:47216", "accept": false, - "reason": "Repeated pair: docs parallelism vs MPS graph-cache docs are different documentation changes." + "reason": "RoMa model support and compressed-tensors quantization are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "Kernel native causal-conv1d work vs response_schema deprecation; different subsystems." + "reason": "Japanese wording/docs cleanup versus EfficientViTSAM model support." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:46266", + "right": "pull_request:47336", "accept": false, - "reason": "GPTQ/MXFP4 test adjustments vs TipsV2 DPT XPU fixes; unrelated test updates." + "reason": "Model conversion cleanup and offloading/save-pretrained fix are unrelated." }, { "left": "pull_request:46995", - "right": "pull_request:47143", + "right": "pull_request:47301", "accept": false, - "reason": "Flash-linear-attention availability vs NeuCodec model support; unrelated." + "reason": "Flash-linear-attention availability and MTP docs are unrelated." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Repeated pair: model support vs flash-linear-attention availability; unrelated." + "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated changes." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Repeated pair: two different model additions." + "reason": "OpenPangu-V2 model support and NeuCodec support are distinct model additions." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "Repeated pair: Dino conversion updates vs MTP docs; unrelated." + "reason": "DINO conversion/model cleanup and MTP docs are unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "Repeated pair: docs parallelism vs MPS graph-cache docs; unrelated." + "reason": "Different docs topics: distributed training docs versus Apple Silicon/MPS docs." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model addition vs packed-SDPA varlen attention routing; unrelated." + "reason": "RoMa model support and packed SDPA varlen routing are unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model addition vs paged-attention XPU tests; unrelated." + "reason": "OpenPangu-V2 model addition and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47184", + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and Granite-swa model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47216", + "accept": false, + "reason": "RoMa model support and compressed-tensors fp8 work are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Repeated pair: Granite-SWA support vs Qwen3 Next test edits; different changes." + "reason": "Paged-attention XPU tests and Granite-swa model support are unrelated." } ] }, @@ -23769,8 +23437,8 @@ "pull_request:46196|pull_request:46509", "pull_request:47166|pull_request:47352", "pull_request:46912|pull_request:47294", - "pull_request:47336|pull_request:47360", "pull_request:47143|pull_request:47320", + "pull_request:47336|pull_request:47360", "pull_request:47175|pull_request:47294", "pull_request:47184|pull_request:47352", "pull_request:46895|pull_request:47306", @@ -23779,23 +23447,23 @@ "pull_request:44517|pull_request:47301", "pull_request:47078|pull_request:47322", "pull_request:47322|pull_request:47369", - "pull_request:47078|pull_request:47243", "pull_request:47275|pull_request:47304", - "pull_request:43451|pull_request:46266", + "pull_request:47078|pull_request:47243", "pull_request:47294|pull_request:47360", + "pull_request:43451|pull_request:46266", "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:47113|pull_request:47304", "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:44517|pull_request:46509", "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:46957|pull_request:47360", "pull_request:46895|pull_request:47298", "pull_request:47294|pull_request:47306", "pull_request:47113|pull_request:47175", @@ -23805,8 +23473,8 @@ "pull_request:46912|pull_request:47113", "pull_request:46658|pull_request:47275", "pull_request:47077|pull_request:47367", - "pull_request:46957|pull_request:47336", "pull_request:46658|pull_request:46895", + "pull_request:46957|pull_request:47336", "pull_request:47275|pull_request:47367", "pull_request:47184|pull_request:47301", "pull_request:47210|pull_request:47367", @@ -23824,76 +23492,76 @@ "pull_request:43251|pull_request:44827", "pull_request:44827|pull_request:45655" ], - "prepared_review_unit_hash": "f19b6fcd11fcb4efb2554a2beb8918499b33fccde6e301838b07491b62c3b37f", + "prepared_review_unit_hash": "69e668dcd5727a80684b31024a789f8eba824a52d01f4c6c875662a62ba65fee", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 198, - "serialized_chars": 246980, - "estimated_input_tokens": 61745, - "estimated_eval_tokens": 123746 + "serialized_chars": 246971, + "estimated_input_tokens": 61743, + "estimated_eval_tokens": 123742 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 70, - "serialized_chars": 137886, - "estimated_input_tokens": 34472, - "estimated_eval_tokens": 69200 + "serialized_chars": 137891, + "estimated_input_tokens": 34473, + "estimated_eval_tokens": 69202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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, + "summary": "This cluster is not a duplicate set: it mixes unrelated PRs across model additions, documentation, tests, quantization, generation, and CI/infrastructure, so none of the soft edges should be merged.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items cover unrelated code paths and changes, so there is no single representative duplicate to anchor the cluster.", "best_issue_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.", + "best_pr_reason": "No best PR for deduping: there is no PR that plausibly subsumes the others or represents the same underlying fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:47291", "right": "pull_request:47369", "accept": false, - "reason": "Deprecating continuous batching config is unrelated to fixing fast tokenizer decode examples." + "reason": "Deprecating ContinuousBatchingConfig is unrelated to fast tokenizer decode example fixes." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model work and image-loading test refactoring are different changes." + "reason": "Unlimited OCR model support and image-loading test refactors are unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "A new EfficientViTSam model add is unrelated to fixing fully offloaded model saving." + "reason": "Adding EfficientViT-SAM is unrelated to fixing fully offloaded model saving." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA varlen routing and removing doc comments from an MPS page are unrelated." + "reason": "Packed SDPA varlen routing and a docs-only MPS cache change are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode/kernel tuning is not the same as compressed-tensors quantization support." + "reason": "Grouped/batched FP8 kernel tuning and compressed-tensors FP8 support are different changes." }, { "left": "pull_request:47216", "right": "pull_request:47336", "accept": false, - "reason": "Compressed-tensors docs/quantizer support and offloaded save_pretrained behavior are different code paths." + "reason": "Compressed-tensors quantization support is unrelated to offloaded model save logic." }, { "left": "pull_request:47218", "right": "pull_request:47367", "accept": false, - "reason": "Image-loading test refactors do not match a pipeline device-placement behavior change." + "reason": "Image-loading test refactors do not match pipeline device-placement behavior changes." }, { "left": "pull_request:47108", @@ -23905,181 +23573,151 @@ "left": "pull_request:47367", "right": "pull_request:47369", "accept": false, - "reason": "Pipeline device defaults and tokenizer decode docs fix different APIs." + "reason": "Pipeline device semantics and tokenizer decode docs are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test coverage and Japanese docs wording are unrelated." + "reason": "RoPE test updates are unrelated to Japanese documentation wording fixes." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support and MTP assisted decoding docs are unrelated." + "reason": "Granite SWA model support is unrelated to MTP documentation." }, { "left": "pull_request:47218", "right": "pull_request:47304", "accept": false, - "reason": "Image-loading test refactor and MPS docs cleanup are not the same change." + "reason": "Image-loading test refactors are unrelated to MPS graph-cache docs cleanup." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test updates and image-loading helper refactors target different subsystems." + "reason": "Quantization test extensions are unrelated to image-loading refactors." }, { "left": "pull_request:46196", "right": "pull_request:46509", "accept": false, - "reason": "SDPA dispatch for wav2vec2-style models and Nemotron Omni support are unrelated model families." + "reason": "wav2vec2 SDPA dispatch and Nemotron Omni model support are different features." }, { "left": "pull_request:47166", "right": "pull_request:47352", "accept": false, - "reason": "Quantization test extensions and distributed runtime utilities do not fix the same bug." + "reason": "GPTQ/MXFP4 test updates are unrelated to distributed runtime utilities." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE tests and kernel-native causal_conv1d integration are unrelated." + "reason": "RoPE test coverage and kernel-native causal_conv1d integration are unrelated." }, { - "left": "pull_request:47336", - "right": "pull_request:47360", + "left": "pull_request:47143", + "right": "pull_request:47320", "accept": false, - "reason": "Offloaded save_pretrained fixes and CI metadata reporting are different concerns." + "reason": "NeuCodec model support is unrelated to response_schema deprecation." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47336", + "right": "pull_request:47360", "accept": false, - "reason": "New NeuCodec model support and response_schema deprecation touch unrelated areas." + "reason": "Offloading save fixes and CI workflow metadata changes are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI expectation updates are not the same as kernel-native causal_conv1d support." + "reason": "Olmo3 CI expectation updates are unrelated to kernel-native causal_conv1d support." }, { "left": "pull_request:47184", "right": "pull_request:47352", "accept": false, - "reason": "Qwen3-next accelerator test updates and distributed runtime utilities are unrelated." + "reason": "Qwen3 Next test fixture changes are unrelated to distributed runtime utilities." }, { "left": "pull_request:46895", "right": "pull_request:47306", "accept": false, - "reason": "CohereASR training-loss fix and Neuron experiment scripts are different changes." + "reason": "CohereASR training-loss fix is unrelated to Neuron experiment scripts." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch support and MTP documentation are unrelated." + "reason": "wav2vec2 SDPA dispatch and MTP docs are unrelated." }, { "left": "pull_request:47306", "right": "pull_request:47369", "accept": false, - "reason": "Neuron experiment scripts and tokenizer decode docs are unrelated." + "reason": "Neuron experiment scripts are unrelated to tokenizer decode documentation fixes." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Adding Qwen3 TTS is unrelated to MTP assisted decoding docs." + "reason": "Qwen3 TTS model support is unrelated to MTP docs." }, { "left": "pull_request:47078", "right": "pull_request:47322", "accept": false, - "reason": "Japanese wording cleanup is unrelated to AMD Quark config changes." + "reason": "Japanese wording edits are unrelated to AMD Quark config changes." }, { "left": "pull_request:47322", "right": "pull_request:47369", "accept": false, - "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 and Executorch exporter fixes are unrelated." + "reason": "Quark quantization config changes are unrelated to tokenizer decode docs." }, { "left": "pull_request:47275", "right": "pull_request:47304", "accept": false, - "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 feature/proc requirements fixes are unrelated to a docs-only MPS cleanup." + "reason": "EfficientViT-SAM model support is unrelated to MPS docs cleanup." }, { - "left": "pull_request:47163", - "right": "pull_request:47352", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "Paged-attention XPU tests and distributed runtime utilities are unrelated test/runtime work." + "reason": "Japanese docs wording changes are unrelated to executorch exporter fixes." }, { - "left": "pull_request:44517", - "right": "pull_request:47352", + "left": "pull_request:47294", + "right": "pull_request:47360", "accept": false, - "reason": "Qwen3 TTS model support and distributed runtime utilities are different features." + "reason": "Kernel-native causal_conv1d functions are unrelated to CI metadata plumbing." }, { "left": "pull_request:43451", - "right": "pull_request:47352", + "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model support and distributed runtime utilities are unrelated." + "reason": "Molmo2 addition and DINO modernization are different model families and changes." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3 TTS support and NeuCodec support are separate model additions." + "reason": "Qwen3 TTS and NeuCodec are separate model additions." }, { "left": "pull_request:43451", - "right": "pull_request:47301", - "accept": false, - "reason": "Molmo2 model support and MTP docs are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46509", - "accept": false, - "reason": "Qwen3 TTS support and Nemotron Omni support are separate model integrations." - }, - { - "left": "pull_request:47243", - "right": "pull_request:47294", + "right": "pull_request:47163", "accept": false, - "reason": "Executorch exporter fixes and kernel-native causal_conv1d integration are unrelated." + "reason": "Molmo2 model support and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:47298", - "right": "pull_request:47369", + "left": "pull_request:43451", + "right": "pull_request:47352", "accept": false, - "reason": "MI450 image decoding fixes and tokenizer decode docs are unrelated." + "reason": "Molmo2 model support and distributed runtime utilities are unrelated." }, { "left": "pull_request:47143", @@ -24088,136 +23726,118 @@ "reason": "NeuCodec support and distributed runtime utilities are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47360", + "left": "pull_request:47210", + "right": "pull_request:47291", "accept": false, - "reason": "Finegrained FP8 decode behavior and CI workflow metadata reporting are unrelated." + "reason": "Packed SDPA attention routing and CB config deprecation are unrelated." }, { - "left": "pull_request:47210", - "right": "pull_request:47291", + "left": "pull_request:46957", + "right": "pull_request:47360", "accept": false, - "reason": "Packed SDPA varlen routing and deprecating continuous batching config are unrelated." + "reason": "FP8 decode-kernel tuning and CI workflow metadata are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47298", "accept": false, - "reason": "CohereASR loss-shift fix and MI450 image-loading fixes are unrelated." + "reason": "CohereASR loss fix and MI450 model failure fixes are unrelated." }, { "left": "pull_request:47294", "right": "pull_request:47306", "accept": false, - "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 kernel routing and MTP docs are unrelated." + "reason": "Kernel-native causal_conv1d work is unrelated to Neuron experiments." }, { "left": "pull_request:47184", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-next accelerator tests and MTP docs are unrelated." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47367", - "accept": false, - "reason": "EfficientViTSam model support and pipeline device placement changes are unrelated." + "reason": "Qwen3 Next multi-accelerator test edits are unrelated to MTP docs." }, { "left": "pull_request:47210", "right": "pull_request:47367", "accept": false, - "reason": "Packed SDPA varlen attention and pipeline device defaults are unrelated." + "reason": "Packed SDPA varlen attention and pipeline device-placement docs are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer missing methods and Executorch dynamic-shape tests are unrelated." + "reason": "Mistral tokenizer method additions and executorch dynamic-shape tests are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods and MobileLLM model addition are unrelated." + "reason": "Mistral tokenizer methods and MobileLLM model support are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-auto robustness and MobileLLM model addition are different changes." + "reason": "Processor auto-loading robustness and MobileLLM model support are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "Executorch dynamic-shape tests and MTP docs are unrelated." + "reason": "Executorch export tests and MTP docs are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model support and config-resolution ordering fix are unrelated." + "reason": "MobileLLM model support and config resolution order fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm-to-layernorm renaming are unrelated." + "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch tests and Mistral4 test fixes target different models and issues." + "reason": "Executorch export tests and Mistral4 test fixes are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." + "reason": "MobileLLM model addition and Falcon output-interface refactoring are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwarg forwarding fix and MobileLLM model addition are unrelated." + "reason": "cross-entropy kwargs fix and MobileLLM model support are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are unrelated." + "reason": "Mistral4 test fixes and TDT loss kernel support are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape tests and MobileLLM model addition are unrelated." + "reason": "Executorch dynamic-shape tests and MobileLLM model support 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." + "reason": "Passing kwargs to cross_entropy and Mistral4 test fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution ordering changes are unrelated." + "reason": "Mistral4 test fixes and config-resolution order fixes are unrelated." } ] }, @@ -24342,430 +23962,334 @@ "pull_request:47143|pull_request:47298", "pull_request:47163|pull_request:47298" ], - "prepared_review_unit_hash": "eac99e880ecd9b7be1e819216180da53518c70eadd33115c58446624269c7bec", + "prepared_review_unit_hash": "6d4cc8a24bd4816b60f3ea5c9329c41301d0f7ebf903bc6578e4953b9443119f", "component_budget": { "node_count": 71, "item_count": 71, "soft_pair_count": 198, - "serialized_chars": 246980, - "estimated_input_tokens": 61745, - "estimated_eval_tokens": 123746 + "serialized_chars": 246971, + "estimated_input_tokens": 61743, + "estimated_eval_tokens": 123742 }, "budget": { "node_count": 35, "item_count": 35, "soft_pair_count": 63, - "serialized_chars": 104562, - "estimated_input_tokens": 26141, - "estimated_eval_tokens": 52538 + "serialized_chars": 104550, + "estimated_input_tokens": 26138, + "estimated_eval_tokens": 52532 }, "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, + "summary": "Only the CohereASR training-loss fixes are true duplicates of the same underlying bug; the rest are broad-similarity matches across unrelated model additions, tests, docs, or exporter work and should not be merged.", + "confidence": 0.78, "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.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR double-shift bug: it states the exact training-loss mismatch, targets the same issue as the other two, and uses the most explicit fix semantics.", "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.", + "best_pr_reason": "PR 47090 is the best single PR to keep for the duplicate set because it most directly describes the concrete bug and fix path, while 46895 and 46958 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. Same broad area only, not the same change." + "reason": "Different changes: Falcon output-refactor vs a model-creation skill PR; only superficial transformer-internals overlap." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the model-creation skill draft; they touch different code paths and purposes." + "reason": "Mistral4 test fixes and a model-creation skill are unrelated; shared tooling context is not a duplicate signal." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different models and different fixes; only a loose shared theme of model code cleanup." + "reason": "Different models and different problems; both touch transformers internals but not the same bug or change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill draft; not the same underlying change." + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same files; these are variants of the same fix." + "reason": "Same CohereASR training-loss double-shift bug in the same files; these are alternative fixes for the same code path." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift bug and same code paths; clearly the same concrete fix." + "reason": "Both patch CohereASR loss computation for the same double-shift problem and could plausibly be merged into one PR." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both patch the same CohereASR double-shift training-loss issue in the same model files." + "reason": "Same issue target and same CohereASR loss bug; the implementation differs, but the underlying fix is identical." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU test updates, but for different models and different failures; broad platform similarity only." + "reason": "Both are XPU-oriented test updates, but they target different models and different failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and different models; not the same bug or change." + "reason": "Both adjust tests, but one is quantization coverage and the other is accelerator/device-coverage changes for different models." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Both are test/CI adjustments, but for unrelated models and unrelated numeric expectations." + "reason": "RoPE logic/test changes and Olmo3 CI expectation updates are unrelated; not the same bug." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Separate XPU test fixes for different models; not one shared underlying defect." + "reason": "Different test files, different model families, different failure modes." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Docs-only PRs for unrelated topics (MTP vs MPS graph cache); no shared concrete change." + "reason": "One adds MTP docs and the other tweaks MPS graph-cache docs; same docs area, different feature." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese translation work is unrelated to the MPS graph-cache docs update." + "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph-cache documentation edits." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Different new-model additions; same broad onboarding pattern, but not the same model or change." + "reason": "Both add new models, but Step3.7 Flash and Unlimited OCR are different model integrations." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA routing is a code change; MTP support is documentation for a different feature." + "reason": "Packed SDPA routing and MTP documentation are different features with no shared code-path bug." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Different model additions (Nemotron Omni vs NeuCodec); only similar repository boilerplate." + "reason": "Nemotron Omni and NeuCodec are distinct model additions, not duplicates." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are separate exporter changes with different targets." + "reason": "OpenVINO exporter work and Executorch exporter fixes are separate exporter changes affecting different backends." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Unrelated test updates for different features/models; not the same concrete failure." + "reason": "Paged-attention XPU tests and quantization test tweaks are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Both are test-only XPU changes, but they address different models and different expectations." + "reason": "Different test suites and hardware targets; no shared underlying defect." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni model addition and paged-attention XPU tests are unrelated changes." + "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "Docs on MTP and offloaded-model saving are unrelated topics and code paths." + "reason": "MTP docs and fully-offloaded save_pretrained behavior are unrelated changes." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Continuous-batching deprecation/config handling and AMD Quark config changes are different features." + "reason": "Generation config deprecation and AMD Quark config class rename are different issues." }, { "left": "pull_request:47163", "right": "pull_request:47292", "accept": false, - "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 changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46836", - "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions; same general onboarding pattern only." - }, - { - "left": "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 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": "New-model scaffolding and Quark config changes are unrelated." - }, - { - "left": "pull_request:47096", - "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": "Neuron experiment scripts and pipeline docs/device placement are unrelated." + "reason": "Paged-attention XPU tests and TipsV2-DPT XPU expectations are unrelated test updates." }, - { - "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", + { + "left": "pull_request:47304", + "right": "pull_request:47367", "accept": false, - "reason": "Exporter/model work and Neuron experiment scripts are not the same change." + "reason": "MPS graph-cache docs and pipeline device-placement clarification are different documentation topics." }, { - "left": "pull_request:47003", - "right": "pull_request:47298", + "left": "pull_request:47216", + "right": "pull_request:47301", "accept": false, - "reason": "OpenVINO exporter support and MI450 image-loading/model failures are unrelated." + "reason": "Compressed-tensors FP8 support and MTP docs do not address the same problem." }, { - "left": "pull_request:47003", - "right": "pull_request:47306", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + "reason": "Molmo2 and Unlimited OCR are different model integrations, even though both touch auto-mapping/docs." }, { - "left": "pull_request:47096", - "right": "pull_request:47143", + "left": "pull_request:46509", + "right": "pull_request:47301", "accept": false, - "reason": "Kimi export changes and NeuCodec model addition are different features." + "reason": "Nemotron Omni model support and MTP docs are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47143", + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "OpenVINO exporter support and NeuCodec support are unrelated changes." + "reason": "Nemotron Omni and Unlimited OCR are separate model additions." }, { - "left": "pull_request:47096", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:46509", "accept": false, - "reason": "Kimi export work and paged-attention test updates are not the same underlying bug." + "reason": "Molmo2 and Nemotron Omni are different model adds; shared registration files are too broad to imply duplication." }, { - "left": "pull_request:47143", - "right": "pull_request:47298", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "NeuCodec model addition and MI450 runtime/test fixes are unrelated." + "reason": "VibeVoice and Molmo2 are unrelated model additions." }, { - "left": "pull_request:47163", - "right": "pull_request:47298", + "left": "pull_request:43451", + "right": "pull_request:47175", "accept": false, - "reason": "Paged-attention XPU tests and MI450 fixes are different test/runtime issues." + "reason": "Molmo2 model addition and Olmo3 CI test adjustments are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Step3.7 Flash and NeuCodec are separate model additions with different scopes." + "reason": "Molmo2 model support and Step3.7 Flash work are separate model integrations." }, { - "left": "pull_request:46658", - "right": "pull_request:47322", + "left": "pull_request:47306", + "right": "pull_request:47367", "accept": false, - "reason": "Step3.7 Flash model work and Quark config changes are unrelated." + "reason": "Neuron experiments and pipeline device-placement clarification are unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models and NeuCodec addition are unrelated." + "reason": "Molmo2 and NeuCodec are distinct model additions." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "NeuCodec support and Quark config changes are different areas." + "reason": "Molmo2 model support and Kimi exporter work are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47243", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 addition and ExecuTorch exporter fixes are unrelated." + "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47243", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi exportability work and ExecuTorch exporter fixes are separate changes." + "reason": "Both touch export-related code, but one is OpenVINO exporter support and the other is Kimi exportability fixes; different concrete problems." }, { "left": "pull_request:43451", - "right": "pull_request:47291", + "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model addition and continuous-batching deprecation/config updates are unrelated." + "reason": "Molmo2 model addition and MI450 model-failure fixes are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47175", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 addition and OLMo3 CI expectation updates are unrelated." + "reason": "Molmo2 model support and AMD Quark config changes are unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47175", + "right": "pull_request:47298", "accept": false, - "reason": "Kimi export work and OLMo3 CI numeric updates are not the same change." + "reason": "Kimi exporter fixes and MI450 test/model failures are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:47096", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 and Step3.7 Flash are separate model additions." + "reason": "Kimi exportability work and Quark quantization config changes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 addition and Neuron experiment scripts are unrelated." + "reason": "Molmo2 model addition and Neuron experiments are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Exporter/model work and Neuron experimentation are unrelated." + "reason": "Kimi export fixes and Neuron experiments are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter and MI450 image/model failures are unrelated." + "reason": "OpenVINO exporter support and MI450 model-failure fixes are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter support and Neuron experiment scripts are unrelated." + "reason": "OpenVINO exporter work and Neuron experiments are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi export work and NeuCodec addition are different concrete changes." + "reason": "Kimi exporter fixes and NeuCodec model support are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support and NeuCodec addition are unrelated." + "reason": "OpenVINO exporter support and NeuCodec model addition are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi export work and paged-attention XPU tests are unrelated." + "reason": "Kimi exporter fixes 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." + "reason": "NeuCodec model addition and MI450 failure fixes are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47298", "accept": false, - "reason": "Paged-attention XPU tests and MI450 fixes are unrelated." + "reason": "Paged-attention XPU tests and MI450 failure fixes are unrelated." } ] }, @@ -24795,12 +24319,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "899e0e9d578224548bfae97cf06df7df285dfcd21e476da4d6c833edea50d0ea", + "prepared_review_unit_hash": "85215847ff810c17977fbebb151192452aed860b28b1dcf1e0639d2d73f7e171", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24808,7 +24332,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24817,18 +24341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate-based forecasting vs. DINOv3 image classification support. They should not be deduplicated or merged.", "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.", + "canonical_pr_reason": "PR #41224 is the better canonical representative only because it is a narrower, self-contained feature addition; the two PRs do not describe the same change.", "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.", + "best_pr_reason": "PR #41224 is the most suitable representative for the cluster because it is concrete and self-contained, whereas PR #40755 is a broader TimesFM capability spanning multiple files and a different model family.", "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." + "reason": "Different models and different capabilities: TimesFM forecasting with covariates versus DINOv3 image classification support. They do not fix the same code-path problem and are not mergeable as one PR." } ] }, @@ -24921,12 +24445,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7714e08a2a445b457d5e3c3bab5c9d494d68f7e97d7078ef652540fce08a3712", + "prepared_review_unit_hash": "95e79cf3bfabaa17786e396c32b21fda0c9676759f22986bf100b4d19bf718c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24934,7 +24458,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24943,18 +24467,18 @@ "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, + "summary": "These are separate GitHub Actions maintenance PRs: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow actions. The overlap in workflow files is too broad to treat them as the same underlying change.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No canonical PR: they target different action families and different upgrade goals, so they are not the same fix.", "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.", + "best_pr_reason": "42975 is the better representative of the cluster topic because it has a clearer compatibility goal (Node 24) and a broader workflow-wide action upgrade scope.", "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." + "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other actions. Shared workflow filenames alone do not make them the same PR." } ] }, @@ -24989,7 +24513,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "40cd3e67a93aaa529d397bfedb397aa659798e7e2586aea703c7b9417ab3e0c3", + "prepared_review_unit_hash": "0f4e8d886fd7455acdc0d11167742e6eab7992944f304c22a8b1f81c9bc64fb4", "component_budget": { "node_count": 4, "item_count": 4, @@ -25011,36 +24535,36 @@ "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, + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share generic integration boilerplate, but they do not describe the same underlying bug or change, so none of the soft duplicates should be merged.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "No canonical PR: the items are distinct model integrations for different architectures, so there is no single duplicate target.", "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.", + "best_pr_reason": "No global best PR for duplicate triage: each PR is a separate model addition, so none is a better representative of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared files are generic docs/auto-registry boilerplate, not the same code-path fix." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are generic 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." + "reason": "These add unrelated models (ViT NEPA vs CTSM) with different implementations and tests; overlap is only in shared model registry/docs plumbing." }, { "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." + "reason": "Molmo and CTSM are distinct architectures and code paths; similarity is limited to broad framework integration scaffolding." }, { "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." + "reason": "CTSM and Step3p7 are different model integrations; despite shared auto-mapping/docs/test updates, they are not the same underlying change." } ] }, @@ -25089,130 +24613,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "fe98cf200f32c5faea935a0c027582f5fbea81860714eb0cb41a190a80182c4d", + "prepared_review_unit_hash": "aca0d8221a2294f4105a7401477188d3bc2c877e364b60c1a9c1e95bc10f7667", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19586, - "estimated_input_tokens": 4897, - "estimated_eval_tokens": 10050 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19586, - "estimated_input_tokens": 4897, - "estimated_eval_tokens": 10050 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "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, + "summary": "Only the two YOLOS PRs look like the same underlying fix; the other PRs are unrelated test-only or subsystem-specific changes and should not be merged as duplicates.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it targets the same YOLOS device-mismatch issue as 46886, touches the same file, and includes the concrete device fix plus the supporting split-module update.", "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.", + "best_pr_reason": "pull_request:46922 is the strongest standalone representative because it contains the actual YOLOS runtime fix and the related model partitioning change for the same issue target.", "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." + "reason": "Both are unrelated test edits in different models; they do not fix the same concrete bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/tests versus FP8 dequantization; unrelated subsystems and unrelated failures." + "reason": "Whisper test cleanup and FP8 dequant changes are different changes with no shared bug path." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode changes are unrelated to generation watermarking / model-loading changes." + "reason": "Whisper test changes and generation-watermarking validation fixes are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer logic and YOLOS device-placement fixes are unrelated changes." + "reason": "Whisper test updates are unrelated to the YOLOS device-mismatch fix." }, { "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." + "reason": "These are test-only fixes for different models and CI behavior; not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different models and different fix areas; no shared concrete code-path problem." + "reason": "Different models and different code paths; one is test noise, the other is FP8 loading/dequant logic." }, { "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." + "reason": "CLIP/ViT test adjustments do not overlap with generation config/watermarking validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes do not match the YOLOS runtime device-mismatch fix." + "reason": "Model test fixes are not the same as the YOLOS runtime device-placement bug." }, { "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." + "reason": "FP8 dequantization fixes and Phimoe CI integration-test fixes are unrelated changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequantization changes and generation watermarking validation fixes are unrelated." + "reason": "These touch different subsystems and fix different problems." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different runtime problems; no shared underlying bug." + "reason": "FP8 quantization/dequant code is unrelated to YOLOS device mismatch handling." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI integration are unrelated changes." + "reason": "Generation watermarking validation and Phimoe integration CI changes do not address the same bug." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config validation is unrelated to YOLOS device placement." + "reason": "Different areas of the codebase and different failure modes." }, { "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." + "reason": "Both mention device-map-adjacent behavior, but one is CI/test infrastructure and the other is a YOLOS model code fix; not the same concrete change." }, { "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." + "reason": "Both PRs target the same YOLOS device-mismatch issue, share the same issue target and file, and the later PR adds the concrete device-placement fix alongside the related split-module update." } ] }, "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." + "feedback": "The analysis is grounded in the packet: the YOLOS pair clearly shares the same issue target and file, while the other pairs are different model/test/CI or subsystem changes and are conservatively rejected as non-duplicates. No pair is overstated as mergeable beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -25242,12 +24766,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "62c8ebb63e4a8b6651ae2ee681a7359654d2302df235b1370dd0b8c78000b78c", + "prepared_review_unit_hash": "0e969553c34cd36517227bb3d2a4b996bb612e0709a2878dceac7875f6440b96", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -25255,7 +24779,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -25264,30 +24788,30 @@ "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, + "summary": "These PRs are only superficially similar (all are \"don't merge\"/CI or test-related) but they change different workflows and code paths, so they are not duplicates.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 43532 is the most representative of the cluster only in the sense that it is the broadest infra/testing change and touches the most files; the other PRs are narrower and target different workflows.", "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.", + "best_pr_reason": "43532 is the least arbitrary single representative here because it spans multiple CI/test files, but it is still not a duplicate of the others.", "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." + "reason": "Different changes: 43488 tweaks setup/dependency metadata and a Vit test, while 46747 changes a security-gate workflow trigger. Same broad repo area, but not the same underlying fix." }, { "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." + "reason": "43488 is about setup/version/dependency checks; 43532 rewires self-comment CI and related test/notification files. They do not fix the same concrete bug or change." }, { "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." + "reason": "Both touch workflows, but they modify different CI jobs for different purposes: self-comment CI vs. security-gate trigger behavior. Not mergeable as one change." } ] }, @@ -25317,12 +24841,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f8696e2b0a8554e5a469a812e997edcf39448f881b1cf4894c228fe405a4790d", + "prepared_review_unit_hash": "f72cfb7221e26bc27559bc452dc61dc56ca5bf242e92b40d0b34a576f73be7fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25330,7 +24854,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25339,18 +24863,18 @@ "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, + "summary": "These are closely related feature PRs adding new segmentation pipelines, but they implement different user-facing tasks and different code paths, so they should not be treated as duplicates.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No canonical PR: 43612 is Promptable Concept Segmentation and 43613 is Promptable Visual Segmentation; they share scaffolding, but the underlying functionality, models, and tests differ.", "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.", + "best_pr_reason": "43613 is the broader and more complete-seeming addition, with more model integrations and tests, but it is still not a duplicate of 43612.", "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." + "reason": "Both add segmentation-pipeline plumbing, but one is for concept segmentation and the other for visual segmentation. They touch shared docs/framework files, yet the concrete task, model support, and tests are distinct, so they are not the same underlying change." } ] }, @@ -25380,7 +24904,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "62fe596d9ed535b4ec2f10288f2d78fa43f289b310aa516e8ce517ecbde6b7f2", + "prepared_review_unit_hash": "5e9b3e8a865c52e553c638884b158625eaf5703f807215d30346671fdef84f85", "component_budget": { "node_count": 2, "item_count": 2, @@ -25402,18 +24926,18 @@ "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, + "summary": "These are two unrelated Trainer PRs that both add overridable helper methods in src/transformers/trainer.py, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be treated as duplicates.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "No canonical PR: despite touching the same file and a similar extensibility pattern, the PRs fix different code paths and can be merged independently.", "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.", + "best_pr_reason": "PR 43651 is the more concrete user-facing behavior change because it fixes loss scaling during training; however, it is not a duplicate of 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." + "reason": "Reject: both modify Trainer internals, but one changes gradient-accumulation loss normalization and the other refactors signature-column filtering. Same file and similar helper-method pattern, but not the same underlying bug/change." } ] }, @@ -25443,7 +24967,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "fa67c09a48168cb279e3088f0687e44f6d8811641f2efbcead4e06db6aaa2a5e", + "prepared_review_unit_hash": "888321113025beb8b9d32d545e2c3ac8345877edb0aae4661b3a9f43f3b45372", "component_budget": { "node_count": 2, "item_count": 2, @@ -25465,18 +24989,18 @@ "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, + "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter NameError, but they appear to fix different runtime causes rather than the same underlying bug.", + "confidence": 0.86, "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.", + "canonical_pr_reason": "43842 is the more concrete fix: it explicitly guards the pydantic TypeAdapter import under TYPE_CHECKING and quotes the annotation, directly targeting the crash when pydantic is not installed.", "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.", + "best_pr_reason": "43842 is the strongest standalone PR because it names the exact failure mode and makes a narrow change tied to that import/annotation path.", "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." + "reason": "They share a file and similar wording, but 43656 appears to address annotation/type-hint NameError behavior more broadly, while 43842 specifically fixes the pydantic-not-installed path. Different concrete failure modes, so not a duplicate PR." } ] }, @@ -25669,12 +25193,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "cfe20fe5060a46a29bb38b0f33c682210512ed37fa88a81fabdc5d07582426d4", + "prepared_review_unit_hash": "37816c009cc32796180543ce99b816db18705fa4833855ed1ce3d25bbf170571", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, + "serialized_chars": 84509, "estimated_input_tokens": 21128, "estimated_eval_tokens": 42512 }, @@ -25682,363 +25206,345 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a 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.", + "summary": "This cluster is mostly an umbrella of model-by-model output-tracing refactors, not one single duplicate change. The only clear duplicate groups are within the same code paths: GPT-Neo and GPT-J/CodeGen. Most cross-model pairs should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No issue artifact is present in the supplied items; 43979 appears only as a shared external tracking target referenced by multiple PRs.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the repeated GPT-J/CodeGen tracing refactor: it is broad, concrete, and clearly aligned with the standardized decorator-based output handling change.", + "best_issue_reason": "No issue artifact is present in the supplied items, so there is no canonical issue to select from the cluster.", + "best_pr_reason": "PR 44722 is the best global representative because it captures the same concrete GPT-J/CodeGen output-tracing code-path change in the most complete form among the provided PRs.", "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." + "reason": "Different model families and code paths; sharing the same tracking theme is not enough for duplication." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor vs DeBERTa refactor; unrelated model implementations." + "reason": "Different model families and code paths; these are separate output-tracing refactors." }, { "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." + "reason": "Same GPT-J output-tracing refactor on the same code path; one PR is a broader variant of the other and they could plausibly be merged." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet; same umbrella issue only, not the same concrete fix." + "reason": "Different vision model implementations; same standardized-output theme but not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing; distinct code paths." + "reason": "Different model families and code paths; they only share the general tracing refactor pattern." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen work vs EfficientNet work; different model code." + "reason": "Different model families and code paths; the overlap is only the generic decorator migration." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 refactor vs DeBERTa refactor; separate model-specific changes." + "reason": "Different model families and code paths; same umbrella issue does not make these duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same underlying change." + "reason": "Different model families and code paths; both are tracing refactors, but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MPT refactor; different model code paths." + "reason": "Different model families and code paths; the similarity is only the shared output-tracing pattern." }, { "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." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/tests and look like the same underlying 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." + "reason": "Different model families and code paths; GPT-J/CodeGen is not the same change as GPT-Neo." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; distinct architectures and implementations." + "reason": "Different model families and code paths; same refactor style, not the same bug or change." }, { "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." + "reason": "Different model families and code paths; the shared output-tracing umbrella is too broad to merge these." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; no shared concrete code path." + "reason": "Different model families and code paths; no concrete code-path overlap." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "Different model families and code paths; both alter tracing, but not the same implementation." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; not the same change." + "reason": "Different model families and code paths; only the general tracing migration is shared." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "Different model families and code paths; GPT-Neo is separate from GPT-J/CodeGen." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different model code." + "reason": "Different model families and code paths; same refactor pattern, not the same change." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo refactor and Flaubert/XLM refactor are unrelated." + "reason": "Different model families and code paths; GPT-Neo is separate from GPT-J/CodeGen." }, { "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." + "reason": "Different model families and code paths; only the broad tracing refactor theme overlaps." }, { - "left": "pull_request:44018", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated changes." + "reason": "Different model families and code paths; not the same concrete refactor." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 refactor vs MGP-STR refactor; different code paths." + "reason": "Different model families and code paths; both touch tracing, but in unrelated models." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; separate model-specific refactors." + "reason": "Different model families and code paths; the shared output-handling work is too broad." }, { "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." + "reason": "Different model families and code paths; GPT-2 is not the same change as GPT-J/CodeGen." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5; same umbrella refactor style only." + "reason": "Different model families and code paths; these are separate standardized-output migrations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are unrelated model implementations." + "reason": "Different model families and code paths; same refactor family, not the same bug." }, { "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." + "reason": "Different model families and code paths; only the umbrella tracing effort matches." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT vs MGP-STR; different concrete implementations." + "reason": "Different model families and code paths; not mergeable as one concrete fix." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs LongT5; same refactor theme, but not the same change." + "reason": "Different model families and code paths; same standardized-output theme only." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; separate model-specific work." + "reason": "Different model families and code paths; not the same underlying implementation change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are different model families." + "reason": "Different model families and code paths; only the generic tracing migration is shared." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs LongT5; unrelated implementations." + "reason": "Different model families and code paths; these are separate refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; no shared concrete bug or change." + "reason": "Different model families and code paths; same umbrella issue target is not enough." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model code paths." + "reason": "Different model families and code paths; no concrete overlap." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families and code paths; they share only the broader output-tracing migration." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths; not the same concrete change." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; different model refactors." + "reason": "Different model families and code paths; same refactor pattern, not the same bug or change." }, { "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; these are separate standardized-output refactors." + }, + { + "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "MPNet vs GPT-Neo; only the refactor pattern matches, not the change." + "reason": "Different model families and code paths; only the umbrella output-tracing work overlaps." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs SpeechT5; unrelated model implementations." + "reason": "Different model families and code paths; not a duplicate change." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families and code paths; same broad subsystem only." + }, + { + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5; different model code paths." + "reason": "Different model families and code paths; not the same underlying fix." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "CVT/FNet and SegFormer are separate model-specific refactors." + "reason": "Different model families and code paths; both are tracing refactors, but unrelated models." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT vs DeBERTa; not the same underlying change." + "reason": "Different model families and code paths; same umbrella migration only." }, { "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." + "reason": "Different model families and code paths; not the same concrete bug or change." }, { "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." + "reason": "Same GPT-J/CodeGen output-tracing change set; 44722 is a broader version of the same refactor and could be merged with 44066." }, { "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." + "reason": "Same GPT-J output-tracing refactor on the same code path; these are plausibly mergeable into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J refactor vs SpeechT5 refactor; different code paths." + "reason": "Different model families and code paths; only the broad output-tracing theme matches." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; not a duplicate fix." + "reason": "Different model families and code paths; the shared tracing umbrella is too broad." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; separate model-specific changes." + "reason": "Different model families and code paths; these are separate refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5; different concrete changes." + "reason": "Different model families and code paths; no concrete overlap." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs ViLT/VITS-related refactor; unrelated models." + "reason": "Different model families and code paths; the overlap is only the standardized output-handling pattern." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; different model implementations." + "reason": "Different model families and code paths; same refactor style, not the same change." } ] }, "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." + "feedback": "The summary is grounded in the packet: there is no issue item, and the repeated pattern is indeed model-by-model output-tracing refactors. The conservative rejections are appropriate, and the accepted pairs are confined to the same concrete code paths (GPT-Neo and GPT-J/CodeGen), which look mergeable into single PRs for the same fix." }, "evaluator_used": true, "retried": false, @@ -26073,12 +25579,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "9d2985d1c1b9e5ee4b2799377e21356c794edabb10c8797003bd8f41016479bb", + "prepared_review_unit_hash": "717c63252e32298248d6c4d1a38ada6c452978d19a9845d3c0ebfde58c582019", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84510, + "serialized_chars": 84509, "estimated_input_tokens": 21128, "estimated_eval_tokens": 42512 }, @@ -26086,51 +25592,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13070, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific 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, + "summary": "These PRs all follow the same broad output-tracing migration pattern, but they target different model implementations and code paths, so they are not duplicates or mergeable into a single fix.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "44129 is the strongest standalone representative: it has an explicit issue target, a concrete SpeechT5 output-tracing refactor, and enough scope to stand on its own without being just a generic template migration.", "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.", + "best_pr_reason": "44129 is the best cluster anchor because it is the most self-contained and clearly scoped PR in this set, while the others are separate per-model migrations rather than the same underlying change.", "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." + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different forward paths; they are 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." + "reason": "MPNet and VisualBert have distinct implementations and output-capture wiring, so these are separate per-model refactors, not one duplicate 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." + "reason": "Same migration theme, but different model code paths and no shared bug/change to merge into one PR." }, { "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." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar decorator migration does not make them duplicates." }, { "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." + "reason": "These touch different models and different output-tracing internals; they are not the same underlying bug or fix and would not plausibly be merged together." } ] }, @@ -26209,268 +25715,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "3f0a3d76a421a6d3cf98d9184ad4ccc00ae9a2e8148eab678fbe3bfc24fedc06", + "prepared_review_unit_hash": "7c76f3d680a409e36f3faa0478cb87c8188da9d26ce4b3342dcb0092956b3109", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39787, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39796, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39787, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39796, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "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, + "summary": "These are thematically similar PRs for output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 44003 is the best cluster anchor: it is one of the broader refactors, touches multiple model files, and introduces the output-capture plumbing that matches the shared theme.", "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.", + "best_pr_reason": "PR 44003 is the most representative example of the tracing refactor pattern in this set, with the widest scope and clearest reuse of the new helper infrastructure.", "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." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only, 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." + "reason": "Different architectures and files; both refactor output handling, but not the same concrete bug or mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone vs univnet are unrelated implementations; this is a thematic match only." + "reason": "Unrelated model implementations; similarity is limited to generic output-tracing cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and refactor scopes; not plausibly one merged PR." + "reason": "Different model families and code paths; shared utilities do not make this the same fix." }, { "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." + "reason": "timm_backbone and rwkv are unrelated model paths; broad output-refactor similarity is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; no shared underlying bug or identical fix." + "reason": "MobileNetV1 and UnivNet are different models; this is only a parallel refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and output contracts; only the refactor style overlaps." + "reason": "Different subsystems and behavior changes; not the same underlying bug or patch." }, { "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." + "reason": "Distinct model families; both alter tracing annotations, but the concrete code paths differ." }, { "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." + "reason": "MobileNetV1 vs VisionEncoderDecoder are unrelated implementations; not mergeable as one fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder is a broad thematic similarity only." + "reason": "Different model code paths; shared refactor wording is not sufficient for duplication." }, { "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." + "reason": "VisionTextDualEncoder and UnivNet are unrelated code paths; same cleanup style only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different code paths in different model families; not one fix." + "reason": "Different model architectures and files; no shared concrete bug." }, { "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." + "reason": "VisionTextDualEncoder vs Falcon/Mamba are separate implementations; only thematic similarity." }, { "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." + "reason": "Different models and APIs; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated code paths; no shared underlying issue." + "reason": "UnivNet and UperNet are unrelated; output-tracing refactor alone is too broad." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; not the same concrete change." + "reason": "Different code paths and model families; no evidence of a shared fix." }, { "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." + "reason": "Distinct model implementations; the overlap is only in refactoring style." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated subsystems, so this is not one duplicate fix." + "reason": "UperNet and RWKV are different model paths; similar output handling cleanup is not duplication." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different output-capturing logic; no mergeable overlap." + "reason": "Separate architectures and modules; not the same concrete bug or change." }, { "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." + "reason": "Falcon/Mamba and CodeGen are unrelated code paths; similar tracing refactors are not mergeable as one PR." }, { "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." + "reason": "timm_backbone and CodeGen differ in model behavior and implementation; only the refactor theme matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are separate implementations with different output tracing needs." + "reason": "UnivNet and CodeGen are unrelated; output-tracing cleanup does not imply duplicate changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen fix different models and call signatures; not the same change." + "reason": "Different model families and code paths; not the same patch." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "VisionTextDualEncoder and CodeGen are unrelated code paths." + "reason": "VisionTextDualEncoder vs CodeGen are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families; same refactor motif only." + "reason": "DepthAnything and VisionEncoderDecoder are different model paths; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are distinct implementations with no shared bug." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated; not one underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different models and different forward/output contracts." + "reason": "DepthAnything and SuperPoint are different models; no shared concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated code paths; not one concrete issue." + "reason": "Different model implementations; similar tracing refactor only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct model families with different output behavior." + "reason": "DepthAnything and DPR are separate code paths; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated; this is only a generic tracing refactor similarity." + "reason": "VisionEncoderDecoder and RWKV are unrelated model families." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate encoder-decoder wrappers, but not the same code path or fix." + "reason": "Different encoder-decoder wrappers and code paths; only the broad refactor theme is shared." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output-tracing implementations; not mergeable into one PR." + "reason": "VisionEncoderDecoder and SuperPoint are different model implementations; not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different model families and different bugs/changes." + "reason": "Different model code paths; no concrete shared bug or patch." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; same refactor style is insufficient." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; same output-tracing cleanup pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different model paths with no shared concrete defect." + "reason": "Different model families and behaviors; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated implementations." + "reason": "SpeechEncoderDecoder and DPR are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model families; not the same underlying change." + "reason": "SuperPoint and RWKV are separate implementations; no shared concrete issue." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR do not share a concrete code-path issue." + "reason": "Different model families and APIs; output-tracing refactor is too broad to treat as duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations; same broad tracing cleanup only." + "reason": "RWKV and DPR are unrelated model code paths; only the generic refactor motif matches." } ] }, @@ -26500,7 +26006,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ae495b178e2ddaa4ed9537e71ae234780ed8530f67001711e909bb45132f3f64", + "prepared_review_unit_hash": "20a49e32b346e4d4d9c2b4d2be29179d43cfdfa29ab0a4fd529c40b4c455ce71", "component_budget": { "node_count": 2, "item_count": 2, @@ -26522,18 +26028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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.", + "summary": "Two separate model-implementation PRs that both add new Transformers model support and touch shared registry/auto-doc files, but they target different models and code paths (PenguinVL vs Voxtral TTS).", "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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": "45401 is the more focused and better-scoped PR, with an explicit issue link, but it is still a distinct model addition and not a duplicate of 44662.", "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." + "reason": "Shared auto-registration/docs files are boilerplate; the PRs implement different models with different files, tests, and functionality, so they are not the same underlying change." } ] }, @@ -26563,12 +26069,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0adafc58be7c8d13230df2f6cc20a56063cc8be5f310015aa45c41787b4fb3dc", + "prepared_review_unit_hash": "9f6c21ec06135d44a43b0f0a14fa8fa18cd3faac99385a4a1752d739b8f19607", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26576,7 +26082,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26585,18 +26091,18 @@ "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. They are not duplicates.", - "confidence": 0.92, + "summary": "These are related fusion-feature PRs, but they target different layers: one introduces a generic module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration changes. They are not the same underlying change.", + "confidence": 0.84, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end feature implementation and best represents the cluster\u2019s practical fusion work.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR #45363 has the clearest user-facing scope and touches the core integration/config path for actual kernel fusion, making it the strongest representative PR.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "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." + "reason": "Related fusion infrastructure, but different concrete changes: #44979 adds a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across integration/modeling code. They would not plausibly be merged as one PR." } ] }, @@ -26626,12 +26132,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "98aadac6ccf5cc58cdb7fbf8cd3cc3df27f12b6ac7f1abbe6c1a4307413ea7d3", + "prepared_review_unit_hash": "9523627ad2dac9eceea17d81f04b9379fbbd8d99cba42aeefc4c378f049395a8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -26639,7 +26145,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -26648,18 +26154,18 @@ "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, + "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; they differ mainly in test coverage and wording, so they belong in one duplicate cluster.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same core fix plus accompanying test coverage, making it the more complete representative of the change.", "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.", + "best_pr_reason": "PR #45317 is the best PR overall since it implements the same bug fix as #45086 and adds tests, so it is the strongest standalone candidate for merge/reference.", "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." + "reason": "Same underlying AttributeError fix in the same code path and same file, with the later PR adding tests rather than changing the substantive fix." } ] }, @@ -26689,12 +26195,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "8575a6dd3eade55ca93a02f633220eb8c20f462a947f6f6a5d13c59a55c28a0b", + "prepared_review_unit_hash": "1a196bd3288bfd319c60cd48fb2bf516cf5c09a281f2c533f5b98626fbd98717", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26702,7 +26208,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26711,18 +26217,18 @@ "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, + "summary": "Two open PRs target the NemotronH family, but they are different changes: one is an internal inheritance/conversion-mapping refactor, the other splits the architecture into NemotronH Dense/Sparse with docs and tests. I would not deduplicate them.", + "confidence": 0.82, "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.", + "canonical_pr_reason": "PR #45569 is the broader, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR #45115 is a narrower refactor/conversion-mapping adjustment.", "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.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it is the more substantive user-visible architecture update and the filenames/diffs show a coherent feature expansion rather than just an internal refactor.", "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." + "reason": "Shared NemotronH files alone are not enough: #45115 focuses on inheritance and conversion key renaming, while #45569 splits NemotronH into dense/sparse variants and adds docs/tests. Different concrete changes, so not duplicates." } ] }, @@ -26752,7 +26258,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "87c11a521b6b86157028da9b37e3a5e16ba024a61030c11992dcdecf5caa3637", + "prepared_review_unit_hash": "f359c32fb4b1ae18bb15c69009f1652f2478b3d54af50e7f0a949baa53182591", "component_budget": { "node_count": 2, "item_count": 2, @@ -26774,18 +26280,18 @@ "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, + "summary": "Both items are typing-related PRs and share a few files, but they address different scopes: PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 is a narrower typing-infrastructure change centered on `_typing.py` and `modeling_utils`-related protocols. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.88, "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.", + "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a tighter, more concrete typing-focused scope; PR 45415 is a much broader type-checking cleanup across many modules and config.", "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.", + "best_pr_reason": "PR 45425 is the best fit for the cluster because it is the more specific change with a clearer code-path focus, whereas PR 45415 is a wide typing sweep that overlaps only partially by subsystem.", "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." + "reason": "Shared typing-related files are not enough here: 45415 is a broad type-checking pass across many transformers modules, while 45425 adds typing protocols/aliases and related modeling_utils support. Different concrete changes, not one mergeable fix." } ] }, @@ -26815,7 +26321,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "88a5c1bf67d64b06a113608636d9b3e7f490aeba1d81c14983786b3b9877b088", + "prepared_review_unit_hash": "16639369aa45b53d279d19133c04cf63f4e1a954941628b65f8d0dc6a0b40d88", "component_budget": { "node_count": 2, "item_count": 2, @@ -26837,18 +26343,18 @@ "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, + "summary": "These are related to expert-parallel loading, but they address different concrete bugs: one fixes distributed_config serialization and EP detection for accelerate/ZeRO-3 loading, while the other fixes expert parameters being overwritten during FSDP2 rank-0 broadcast by applying post-shard wrapping.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it tackles the more concrete distributed loading failure path for expert parameters and has the broader code changes around actual sharded parameter handling.", "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.", + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific correctness bug in expert parameter loading under FSDP2 and directly adjusts the loading path rather than only metadata/serialization behavior.", "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." + "reason": "Do not merge: they share the EP/loading theme, but the bugs and fixes are different. 45548 is about preserving distributed_config and detecting EP during serialization/loading, while 45662 is about preventing expert weights from being overwritten during sharded loading via post_shard_wrap." } ] }, @@ -26878,40 +26384,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1247742a8dab7f93ba3a560aca59bdce5041cccb8af75e51fb96692cba3e3a24", + "prepared_review_unit_hash": "964e44d7070f9f46c1f70eab50823400fceb3718c0113333b163b44c72f88ead", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "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.", + "summary": "Both PRs target the same xdist-related captured_info collision problem in testing_utils; PR 45645 is the broader, more complete version because it also updates CI log collection to handle the new per-worker files.", "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.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix plus the necessary CI workflow adjustment to preserve captured debug artifacts.", "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.", + "best_pr_reason": "PR 45645 is the best standalone PR for this cluster: it covers the underlying code-path change and the downstream artifact-consumption change, so it most completely represents the fix.", "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." + "reason": "Same underlying bug: xdist-safe handling of captured_info logs in testing_utils. PR 45645 extends the same fix with workflow support, so these could plausibly be merged into one PR." } ] }, @@ -27007,12 +26513,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "75429e9d3dadfe564e24c225432604ac15bde8f88487261b86ef031eec541047", + "prepared_review_unit_hash": "fb29ff6a44711df97867054d6c69520f3d2e292b1908efca7df5f96780cdbbd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27020,7 +26526,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27029,18 +26535,18 @@ "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, + "summary": "Two open PRs overlap in a few distributed/MoE files, but they are not the same change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch base that spans many unrelated distributed and CI areas.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR #46126 is the better canonical representative because it is narrowly scoped to one concrete feature path (EP routing + trainer integration) and is easier to reason about than the much broader branch-base PR.", "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.", + "best_pr_reason": "PR #46126 is the best PR to anchor the cluster because it has a specific, self-contained change set and a clear code-path focus; PR #46269 is too broad and includes many unrelated distributed refactors and CI changes.", "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." + "reason": "Do not merge as duplicates: despite shared distributed filenames, #46126 is a targeted EP/trainer integration change, while #46269 is a large distributed base branch touching FSDP, CI, loading, integrations, and model code. They do not look like the same concrete bug or mergeable fix." } ] }, @@ -27108,196 +26614,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "ef429c53200ce1aabe827f05889619aa172a4df7530c373c7294c103e28c8d0e", + "prepared_review_unit_hash": "920688e88a2a005d6c8cb1ae035b33c291d69e4f423dfb5c86f3e615ec94bbdb", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26666, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26666, - "estimated_input_tokens": 6667, - "estimated_eval_tokens": 13590 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "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, + "summary": "These PRs are mostly unrelated workflow chore changes. The only tightly related subgroup is the pr-ci-security-gate.yml edits, but they are still distinct hardening/documentation tweaks rather than the same concrete fix, so no soft duplicates are accepted.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "pull_request:46554 is the strongest representative of the security-gate subgroup because it makes the substantive behavior change; the other pr-ci-security-gate PRs are narrower permission/secret/comment adjustments, and the rest of the cluster is unrelated workflow maintenance.", "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.", + "best_pr_reason": "pull_request:46554 is the best standalone PR in this set because it addresses the actual gate logic, while the others are either orthogonal workflow changes or minor follow-ups.", "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." + "reason": "Different workflows and different problems: self-comment CI input handling vs PR security-gate behavior." }, { "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." + "reason": "Different workflow files and unrelated changes." }, { "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." + "reason": "Different workflow files; one updates comment CI invocation, the other only comments a security gate." }, { "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." + "reason": "Different workflow files and unrelated changes." }, { "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." + "reason": "Different workflows: self-comment CI vs build-ci-docker-images." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark_v2 dispatch enablement are unrelated workflow changes." + "reason": "Different workflow files and distinct changes: SSH runner hardening vs benchmark trigger logic." }, { "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." + "reason": "Different workflows: SSH runner hardening vs anti-slop permissions." }, { "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." + "reason": "Different workflows and separate changes." }, { "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." + "reason": "Different workflow files and different security concerns." }, { "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." + "reason": "Different workflow files and different security concerns." }, { "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." + "reason": "Different workflow files; anti-slop permissions vs benchmark dispatch trigger." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow YAML, but they fix unrelated issues in different jobs/files." + "reason": "Different workflows and unrelated edits." }, { "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." + "reason": "Different workflow files and separate CI behavior changes." }, { "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." + "reason": "Anti-slop workflow permissions is unrelated to PR security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark_v2 trigger behavior." + "reason": "Different workflows and different behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; no same underlying problem." + "reason": "Different workflow files; reviewer assignment vs Docker image build trigger." }, { "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." + "reason": "Different workflows and unrelated concerns." }, { "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." + "reason": "Different workflows and different triggers." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behaviors; only superficial YAML similarity." + "reason": "Benchmark workflow dispatch change is unrelated to PR security-gate logic." }, { "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." + "reason": "Different workflow files and different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes; no plausible single merged PR." + "reason": "Different workflow files and unrelated changes." }, { "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." + "reason": "Same file, but different concrete fixes: file-change checks vs permissions/approval gating; not the same underlying bug." }, { "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." + "reason": "One adds enforcement logic, the other only adds explanatory comments; not the same change." }, { "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." + "reason": "Different hardening actions in the same workflow file: gate logic vs secrets handling." }, { "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." + "reason": "Permissions/approval gating is a different change from documentation comments." }, { "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." + "reason": "Different concrete fixes: job permissions/approval vs replacing 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." + "reason": "Comments-only update is not the same as changing secret propagation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." } ] }, @@ -27390,7 +26920,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "2fddc831d46a26b413fad207d88c9b1519d3ef7214d13fd3a3b0299dc56c93cd", + "prepared_review_unit_hash": "a41b3efa28decae80deb536522d5c92b415864aea44dc6bafd29e87ff33f2927", "component_budget": { "node_count": 2, "item_count": 2, @@ -27412,18 +26942,18 @@ "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, + "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming right-side sliding window mask; PR #47162 is the broader, more complete change and also updates Gemma4 plus tests.", + "confidence": 0.9, "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.", + "canonical_pr_reason": "PR #47162 is the better canonical PR because it includes the MoonshineStreaming off-by-one fix, adds the corresponding test coverage, and also applies the same bug fix to Gemma4.", "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.", + "best_pr_reason": "PR #47162 is the strongest representative of the change set: it fixes the same MoonshineStreaming bug as #46310 but is more complete and validated by tests.", "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)." + "reason": "Same underlying MoonshineStreaming right-window off-by-one in the sliding_window_mask_function; #47162 contains that fix and extends it to Gemma4, so they are close enough to treat as the same change family." } ] }, @@ -27453,7 +26983,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "2337f76efaa5510e4ddc01130fc903cc52c8fe880c6be4527a7410d6c0b886ef", + "prepared_review_unit_hash": "a3187867c1e7f1882a9e7c9948808293c7cd503877d1f9d28ae993bc1bcf779c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27475,18 +27005,18 @@ "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.", + "summary": "These two PRs are unrelated fixes in different tokenizer paths: one changes CodeLlama decode behavior to preserve real leading spaces, the other changes AutoTokenizer routing for specific DeepSeek checkpoints that load the wrong tokenizer class.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46574 is the 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.", + "canonical_pr_reason": null, "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.", + "best_pr_reason": null, "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." + "reason": "Different bugs and code paths: CodeLlama decoder stripping on decode vs DeepSeek checkpoint-to-tokenizer-class selection. They do not look mergeable into one PR." } ] }, @@ -27516,7 +27046,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "35ed2937ea5d679c572b52af1c2bbb3ff46662b3ec2da0828ed7087b6c1058ea", + "prepared_review_unit_hash": "67dd7bd514da74d2411ad0bbbddb025d4ad06d976923b9db133d3304905f6a00", "component_budget": { "node_count": 2, "item_count": 2, @@ -27538,18 +27068,18 @@ "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, + "summary": "These PRs are related by masking logic and one shared file, but they fix different bugs in different execution paths: batch-size-1 padding mask handling in linear-attention models vs. continued-forward/cache padding mask handling in recurrent layers.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No single canonical PR: the two changes address distinct masking defects and should not be merged into one duplicate.", "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.", + "best_pr_reason": "PR 47087 is the better standalone representative because it has an explicit issue target, a clearly scoped root cause, and broader masking-utils/test coverage.", "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." + "reason": "Different bugs and code paths: 46773 fixes a batch-size-1 guard in linear-attention padding masks, while 47087 fixes recurrent-layer masking during continued forwards/cache continuation. Shared subsystem alone is not enough." } ] }, @@ -27581,46 +27111,46 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "e2e0cd66a14c327ee391ecd15546a2dc943ddea601f5afec7710ffc9e2d44cfe", + "prepared_review_unit_hash": "b87de485b2cb66093e4b10fee5833bf7f66a30a0066e5dc65cb57058c7326655", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, - "estimated_input_tokens": 1609, - "estimated_eval_tokens": 3474 + "serialized_chars": 6431, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, - "estimated_input_tokens": 1609, - "estimated_eval_tokens": 3474 + "serialized_chars": 6431, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 }, "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, + "summary": "The three pull requests touch different code paths and address unrelated fixes: multimodal pipeline key normalization, Gemma4 placeholder validation, and prompt lookup decoding length capping. No duplicate or mergeable PR pair is evident in this cluster.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "No clear canonical PR for duplication triage; PR 47074 is the broadest and most discussion-heavy, 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.", + "best_pr_reason": "PR 47074 is the most central-looking standalone change in the cluster, with the broadest surface area and highest activity, but it should not be conflated with the other PRs.", "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." + "reason": "Different bugs in different components: AnyToAnyPipeline input-key normalization versus Gemma4 processor placeholder validation. They do not look like the same underlying fix and would not plausibly merge into one PR." }, { "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." + "reason": "Unrelated changes: multimodal pipeline key normalization versus generation candidate length-cap logic. They target different code paths and are not the same concrete bug." } ] }, @@ -27650,7 +27180,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "e04bccd6203a65ce50eb0e3574f0664ab075b93c3d1758e16a55359d9f2e5bc5", + "prepared_review_unit_hash": "b3d8104a0036449c8a56595cc8e7ce7cdc5e370b54e5edff4432cd3e261e28ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -27672,18 +27202,18 @@ "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.", + "summary": "These pull requests are not duplicates: one re-enables a VITS model forward test, while the other fixes the RT-DETR v2 weight converter. They touch different subsystems, different files, and different kinds of changes.", "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.", + "canonical_pr_reason": "No single canonical PR for the cluster, since the two PRs fix unrelated problems. If one must be chosen as the more substantive change, PR #47129 is the better representative because it fixes a concrete converter code path rather than only updating a test.", "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.", + "best_pr_reason": "PR #47129 is the better standalone representative because it addresses an actual model-conversion bug in production code. PR #47105 is primarily a test re-enable and does not represent the same underlying change.", "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." + "reason": "Reject: they are unrelated fixes in different areas (VITS test re-enable vs RT-DETR v2 converter key mapping). They do not appear to fix the same underlying bug or belong in one merged PR." } ] }, @@ -27705,7 +27235,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47122-10", + "cluster_id": "cluster-47122-11", "nodes": [ "pull_request:47122", "pull_request:47123", @@ -27716,7 +27246,8 @@ "pull_request:47280", "pull_request:47281", "pull_request:47282", - "pull_request:47310" + "pull_request:47310", + "pull_request:47380" ], "soft_pairs": [ "pull_request:47122|pull_request:47281", @@ -27731,219 +27262,243 @@ "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:47124|pull_request:47380", "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:47380", "pull_request:47150|pull_request:47224", "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", "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:47280|pull_request:47380", "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", "pull_request:47282|pull_request:47310", - "pull_request:47280|pull_request:47282" + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "e6d78c4c386ed673ecc690e885a1cc097e1dbd3b0d063e225379ceb5465367a5", + "prepared_review_unit_hash": "2809500110e7ff291a7ceb917bc0e80f8a647bf47648a6d4a4756db04f65f4ee", "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 27, - "serialized_chars": 29378, - "estimated_input_tokens": 7345, - "estimated_eval_tokens": 14946 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 30, + "serialized_chars": 32513, + "estimated_input_tokens": 8129, + "estimated_eval_tokens": 16514 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 27, - "serialized_chars": 29378, - "estimated_input_tokens": 7345, - "estimated_eval_tokens": 14946 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 30, + "serialized_chars": 32513, + "estimated_input_tokens": 8129, + "estimated_eval_tokens": 16514 }, "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, + "summary": "This cluster is mostly a bundle of unrelated serge-generated integration-test fixes across different models, with only a few true duplicate families: edgetam, minimax_m3_vl, and mamba2. I would not treat the whole set as one duplicate group.", + "confidence": 0.66, "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.", + "canonical_pr_reason": "PR 47224 is the broadest umbrella fix and includes the edgetam code-path change that overlaps with 47122, so it is the best single anchor for the cluster even though the overall set is heterogeneous.", "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.", + "best_pr_reason": "47224 is the most representative cluster anchor because it spans multiple serge-fix edits and subsumes one of the clearest overlapping code-path fixes, whereas the other PRs are mostly separate model-specific changes.", "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." + "reason": "Different models and bugs: edgetam import_or_config handling vs glm46v test/model changes." }, { "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." + "reason": "Different model-specific failures; one fixes edgetam kwargs, the other fixes minimax_m3_vl loading." }, { "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." + "reason": "Same general test-failure theme, but different model and different fix path." }, { "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." + "accept": true, + "reason": "Same underlying edgetam backbone-kwargs bug: both remove/pass through `original_sizes` before calling the backbone." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "EdgeTam kwarg cleanup is unrelated to Gemma3 cache_implementation behavior." + "reason": "Different subsystems: edgetam backbone kwargs vs generation cache handling in gemma3." }, { "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." + "reason": "Same minimax_m3_vl load_error fix: both add a temporary offload folder for `device_map=\"auto\"` loading." }, { "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." + "reason": "Both are load_error test fixes, but for different models and different loading issues." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different models and failures; no shared code path." + "reason": "Different models and unrelated fixes." }, { "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." + "reason": "Minimax_m3_vl load_error vs falcon_mamba output_mismatch are unrelated." }, { "left": "pull_request:47124", - "right": "pull_request:47310", + "right": "pull_request:47150", "accept": false, - "reason": "Different model-specific issues: Falcon-Mamba generation expectation vs Gemma3 cache handling." + "reason": "Different models and failure modes: falcon_mamba output mismatch vs whisper generation length handling." }, { "left": "pull_request:47124", - "right": "pull_request:47150", + "right": "pull_request:47266", "accept": false, - "reason": "Both are output-related but for different models and different root causes." + "reason": "Different model/test failures with no shared code path." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Falcon-Mamba test expectation changes are unrelated to Mamba2 OOM mitigation." + "reason": "Falcon_mamba output mismatch is unrelated to mamba2 OOM/test setup." }, { "left": "pull_request:47124", - "right": "pull_request:47281", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths; only broad generation-related similarity." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", "accept": false, - "reason": "Different models and fixes; only superficial test-failure similarity." + "reason": "Unrelated model failures: falcon_mamba output mismatch vs mamba2 OOM." }, { "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." + "reason": "Both touch generation logic, but they fix different bugs in different code paths (whisper max_length vs gemma3 cache_implementation)." }, { "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." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47150", "right": "pull_request:47282", "accept": false, - "reason": "Different failure modes and models." + "reason": "Whisper generation bug vs mamba2 OOM/test behavior are unrelated." }, { "left": "pull_request:47150", - "right": "pull_request:47281", + "right": "pull_request:47380", "accept": false, - "reason": "Whisper generation fix is unrelated to GLM46V model changes." + "reason": "Different models and different failure modes." }, { "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." + "reason": "Same umbrella area, but no clear evidence the whisper fix is the same concrete change as the one in 47150." }, { "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." + "reason": "Both are load_error fixes, but for different models and different root causes." }, { "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." + "reason": "Deepseek_v32 loading setup vs glm46v model changes are unrelated." }, { "left": "pull_request:47266", - "right": "pull_request:47310", + "right": "pull_request:47380", "accept": false, - "reason": "DeepSeek-V3.2 loading issue is unrelated to Gemma3 generation cache behavior." + "reason": "Different models and unrelated fixes." }, { "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." + "reason": "Minimax_m3_vl load_error fix vs glm46v model changes are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different model families and different generation/loading issues." + "reason": "Different bug classes: load_error workaround vs generation cache default handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model/test failures and different code paths." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "GLM46V change is unrelated to Mamba2 OOM/test tuning." + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same mamba2 OOM/test-stability family: both adjust the integration test to reduce memory pressure and clean up device state." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Mamba2 OOM mitigation is unrelated to Gemma3 cache handling." + "reason": "Mamba2 OOM/test memory handling vs gemma3 generation config are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Both are load/test fixes, but for different models and unrelated bugs." + "reason": "Both are memory/load related tests, but for different models and different fixes." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different root causes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The accepted pairs are supported by direct diff overlap and look mergeable as single bugfix PRs (edgetam, minimax_m3_vl, mamba2). The rejected pairs are mostly different models or different root causes, and the analyst does not overclaim similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -27966,7 +27521,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "a04813bbdfa4e497844da239ec279c426bdef338824899bc64f473aa31d8990a", + "prepared_review_unit_hash": "58a659b56720c7d87edbca14ef6c8c1be63c95346aef26223b8799b1bbb99392", "component_budget": { "node_count": 2, "item_count": 2, @@ -27988,27 +27543,24 @@ "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, + "summary": "These PRs are closely related chat-CLI URL fixes, but they target slightly different implementation patterns and issue links, so I would not treat them as duplicates.", + "confidence": 0.84, "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.", + "canonical_pr_reason": "PR #47303 is the better representative because it explicitly frames the bug as routing chat management calls to the service root, has a clearer scope, and is linked to the issue it claims to fix (#47138).", "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.", + "best_pr_reason": "PR #47303 is the strongest standalone candidate: it directly addresses the management-endpoint routing problem, includes the relevant call-site change, and has the cleaner issue linkage. #47140 is narrower and tied to a different issue.", "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." + "reason": "Both touch chat CLI URL handling, but #47140 normalizes the constructor base URL for all management calls while #47303 specifically reroutes the load_model management request to the service root. Related bug family, but not the same concrete change or code path." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -28032,12 +27584,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "93ff880f687899d789da82349855a1afb24242420bde77899aaee289a2dbde18", + "prepared_review_unit_hash": "bea4a7468657eacd434c97d2618256f9cc2b444da371be73ecf0dc12bc80fb56", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28045,7 +27597,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28054,18 +27606,18 @@ "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.", + "summary": "The two PRs are unrelated: one fixes loss scaling under gradient accumulation with label smoothing, the other adds/validates `min_tokens_to_keep` in `TopHLogitsWarper`. They do not appear to address the same underlying bug or change.", "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.", + "best_pr_reason": null, "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." + "reason": "Different code paths, different subsystems, and different bugs: trainer loss computation vs generation logits warping. They are not mergeable as one PR and share only weak topical similarity." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 329e7daac1d838730d3a1d6ebbf1d5f2a43b75fb..8a4c9aebb70e688710adf8bd02396f2941b74263 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260717t000052z", + "analysis_id": "hybrid-model-20260717t060031z", "archived_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" + "hybrid": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-17T00:15:29Z", + "published_at": "2026-07-17T06:13:06Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260717T000052Z", + "snapshot_id": "20260717T060031Z", "variant": "hybrid" } diff --git a/snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json b/snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..42adc4b771d8964e340b0a8a4de028defade1817 --- /dev/null +++ b/snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json @@ -0,0 +1,4471 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260717T060031Z", + "generated_at": "2026-07-17T06:13:04Z", + "evidence_quality": "full", + 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"Different backends and symptoms: MPS histogram op error vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: FSDP/activation-checkpointing mismatch vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class of model, but the concrete bugs differ: CPU-offload incompatibility vs uninitialized-memory after meta materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: Bert ZeRO-3 index error vs GPT-OSS MoE tensor-parallel-only failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs and models: Bert ZeRO-3 loading error vs GPT-OSS MoE TP-only issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different errors: Qwen-3-8B-NVFP4 runtime failure vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal issues: expensive reverse embedding lookup vs video feature/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions: Gemma3 config missing sliding_window_pattern vs Mistral tokenizer regex patch crashing." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1 incompatibility, but one is specifically tied to transformers 5.8.0 and the other is too generic to confirm the same bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 issues: device mismatch under auto device-map vs reverse embedding lookup on inputs_embeds." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training/device-map failures: FSDP checkpointing mismatch vs Qwen3 cudaErrorAssert on A800." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different incompatibilities: generic Torch 2.10 issue vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: Phi-tiny-MoE autocast dtype mismatch vs GPT-OSS MoE TP-only failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model/runtime errors: Mixtral grouped_mm tracing failure vs Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast dtype mismatch in Phi-tiny-MoE vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and models: Mistral-3 dtype mismatch vs MPS Int histogram not implemented." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: GraniteMoEHybrid invalid method call vs MPS histogram op unsupported for Int." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different training/inference problems: Qwen-3-8B-NVFP4 runtime error vs TRL SFT unpacking embeddings failure." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: image-preprocessor dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: TRL SFT embedding unpacking vs GPT-OSS only-TP failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: Liger Kernel cross_entropy invocation vs Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Different model-loading bugs: Gemma3 ZeRO-3 zero-sized tensor index error vs Bert ZeRO-3 index error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is well supported by the nearly identical ZeRO-3/BertModel index-out-of-bounds titles. The other soft-edge rejections are conservative and do not overstate equivalence." + }, + "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:43901|issue:44512", + "issue:41762|issue:43596", + "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", + "issue:43792|issue:45070" + ], + "prepared_review_unit_hash": "956893b6fb64970a97045fcd8f7ca5584b677e571757f9bc600b5abf71dc5891", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37818, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a lexical near-match set with many unrelated bugs. I\u2019d consolidate only the shared AutoTokenizer v5 regression reports, and likely the two ZeRO-3 size-0 IndexError reports; the rest look like distinct issues or doc/model-specific failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and most representative bug report: it describes the AutoTokenizer wrong-token-IDs v5 regression across multiple model families, which subsumes the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the cluster because it states the regression in the widest, most reusable form and is the clearest duplicate target for the narrower tokenizer report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they target different removed/deprecated APIs and different documentation sections; not the same underlying change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different code paths: autocast dtype mismatch vs MPS int histogram op not implemented." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "One is Liger kernel cross_entropy being called, the other is an autocast dtype mismatch; unrelated symptoms and fixes." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "ZeRO3 collective mismatch and CustomTrainer loss signature mismatch are unrelated training errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation error and GenerationMixin import failure are different issues." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are completely different problem types." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger cross_entropy path vs mask/tensor length mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/version compatibility, but one is a general torch-transformers incompatibility while the other is a USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and pytorch USE_DISTRIBUTED=0 support are unrelated failures." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption vs text encoder weights not loaded are not the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific errors: missing sliding_window_pattern in Gemma3TextConfig vs cudaErrorAssert in Qwen3 auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different APIs and different pages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 size-0 index-out-of-bounds failure during model loading/init; the model names differ, but the concrete code-path bug appears the same." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "An AMD GPU model-compatibility issue and a table QA task crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and distributed build support regression are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross_entropy call and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model/runtime mismatches, but one is a PLE device placement bug and the other is a video feature/token template mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and outdated docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are not the same bug." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both are multi-GPU/distributed related, but the concrete failures differ: iterable dataset length mismatch vs example script startup failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "These are the same AutoTokenizer v5 wrong-token-ID regression, with 45920 being the broader report and 45812 the narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared concrete failure mode." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and distributed support regression are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE sliding_window issue; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask length mismatch during indexing and ZeRO-3 size-0 index errors are distinct 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 loading failure and checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig regression are not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compile/tracing regressions, but they affect different models and ops; not mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the conservative calls look reasonable. The AutoTokenizer v5 regression pairing is well supported, and the ZeRO-3 size-0 IndexError pair is a cautious but defensible match. The rest of the soft-edge rejections stay on the safe side by avoiding over-merging unrelated model-, docs-, or runtime-specific bugs." + }, + "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": 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: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:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "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": "5bb8bc8749cd34ceaff7041cb2ca516a10d051f1ecaf69f0e55fd9c8b3358e47", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38433, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate edges are false positives across unrelated bugs; the only plausible duplicate is the Qwen3.5 video-input regression pair. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the best issue representative: it is a concrete, broad regression covering the same video-input failure path and is the more general report compared with the Qwen3.5-specific follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest, broadest bug description and the strongest duplicate linkage among the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5/chat failures, but one is a general crash in transformers chat while the other is a streaming chat/completions API issue on a different model size; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Completely different subsystems and failures: grouped_mm tracing in Mixtral versus multi-GPU device-map behavior in YOLO." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated models and errors; NVFP4 loading failure is not the same bug as a table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Gemma3 text config missing an attribute versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "No shared code-path: Qwen3.5 streaming chat failure versus an MPS histogram implementation error in MoE code." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding-window config errors are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different runtime failures; not mergeable as one fix." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-related at a high level, but one is grouped_mm tracing and the other is an autocast mismatch on a different model." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to a template compilation TypeError." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different bugs in different model stacks: GraniteMoEHybrid invalid method call versus YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing-style runtime errors, but they affect different code paths and different failure conditions." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "One is flash-attn2 fallback logic, the other is remote-code model_class metadata; only broadly related to loading." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and a pydantic PretrainedConfig field break are different compatibility issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A general torch/transformers version incompatibility is not the same as a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init argument incompatibility and a Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are tensor-shape related, but one is a mask/index mismatch and the other is a TRL embedding unpacking failure on Qwen3.5." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are different errors and code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated feature/compatibility requests." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Different models and regressions: Mistral-3 image dtype mismatch versus Sam3 bf16 compilation." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig issues are distinct breakages." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory growth and tied-weights translation issues are not the same bug." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO device-map failure and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both involve version compatibility, but one is about remote_code models broadly and the other is a specific torch/transformers pair." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal-input issues, but one is dtype mismatch and the other is video feature/token count mismatch; different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both mention index errors with zero3-like setups, but the reported failure modes and affected models differ." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression around chat-template/video token handling; 46294 looks like a specific manifestation of the broader issue in 44479." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP-related, but one is text-embedding quality and the other is nonsensical AutoModel/pipeline results; not the same defect." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different composite-config problems: AutoModel.from_config unwrapping text_config versus uninitialized inv_freq after to_empty(cuda)." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class failure are different loading-time problems." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error and resuming remote-code training are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is not the same as Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 TRL embedding unpacking are different training/runtime failures." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model Jupyter initialization and flash-attn2 fallback gating are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:44479 is the broad video-input regression, issue:46294 is the narrower Qwen3.5 manifestation, and the no-PR note matches the packet. The soft-edge verdicts are generally conservative and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:42915|issue:45399", + "issue:45632|issue:45698", + "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:39692|issue:43054", + "issue:46489|issue:46491", + "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": "cea3539d62717719e3f8fd95eda3b5c6f2fb7401bf4751362d62cd67a8badc12", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37115, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports with a few real duplicate subclusters: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, cache `get_seq_length()` returning tensors, and disk-offloaded Qwen3 save failures. Most other soft edges are same-area similarities only and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "Best representative of the confirmed duplicate cluster around v5 non-persistent-buffer corruption; #43950 is the most specific report and subsumes the near-identical #43644/#44534 variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Cleanest and most informative issue in the cluster for triage, with the strongest duplicate fan-in among the issues that actually describe the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are perplexity/model-quality complaints, but they describe different models and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: one is FP8/Qwen3MoE failure, the other is flash-attn2 fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading paths, but the symptoms are distinct: cache-path collision vs wrong module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they concern different model families and different breakages." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated topics: DSA discussion vs docs mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading complaint vs tied-weights regression; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Typo in docs vs removed-command documentation drift; not the same underlying issue." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Different training failures: iterable-dataset multi-GPU crash vs custom trainer signature mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache Qwen3.5 crash is unrelated to tied-weight handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with different code paths." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Different validation bugs in different model families." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression vs Qwen NVFP4 runtime error; not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Model loading failure vs tied-weights regression; unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Both are training/runtime issues, but the concrete bugs are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors vs model embedding quality discrepancy; different problems." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer issues, but for different models and different symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers (`persistent=False`) are mishandled and end up corrupted/junk-filled during load." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg vs DeepSpeed ZeRO-3 loading IndexError; unrelated." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2-family logic, but they are different recurrence bugs in different implementations." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying bug in the v5 non-persistent-buffer loading/materialization path; #43950 is the more detailed repro." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Multi-GPU training is too broad here; one is a model request, the other a specific IterableDataset crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage compatibility failures with different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly states it is the same fix." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different reports about model output/tokenization quality; no clear shared code-path bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is embedding quality; different underlying issues." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading save failure on disk-offloaded Qwen3 variants; only the model variant changes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different dtype/shape failures: autocast mismatch vs 3D position_ids causing SDPA fallback and NaNs." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API contract regression: `get_seq_length()` returns a tensor instead of an int, with 46858 being the backend-specific manifestation." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention non-persistent buffers, but the titles point to different code paths and symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is embedding quality and the other is implementation discrepancy vs JAX." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The accepted soft edges are supported by near-identical titles or explicit same-fix language, and the rejections avoid over-merging broader same-area reports. Canonicalizing #43950 for the v5 non-persistent-buffer regression is reasonable, and the other subclusters called out in the summary are also supported." + }, + "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:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:41553|issue:43883", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:41553|issue:43881", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "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": "2423ed3a6bbca9bc5c35384cc552128e71c6dfafc2033cdd5b2067016c56af9e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "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": "This set is mostly a collection of unrelated transformer regressions that only look superficially similar. The only clear duplicate-like pairs are the v5 docs cleanup around removed pipelines and the repeated training-loss double-shift bug report.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest and most central representative: it frames the recurring 'recent transformers versions break remote_code models' regression family that several other items resemble.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best overall issue anchor because it is the most general, most reusable summary of the loading/remote-code regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3-related, but they describe different failures: Flash Attention illegal memory access vs CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized memory are different code paths and symptoms." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is LoRA gradient checkpointing ineffectiveness; the other is int4 quantization memory growth. Same area, not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; no shared concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric handling are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU model support failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model loading, but one is logging noise and the other is a specific model load failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both mention loading problems with DeepSpeed-like setups, but the concrete failures and models differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code and broad remote_code breakage are too general to treat as the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for one model and flash-attn fallback blocking are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and MoE memory usage are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback gating are different tokenizer/attention problems." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys in Molmo are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram Int error in MoE and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only failure and GLM5 are not the same code-path problem." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage and Gemma4 device_map forward mismatch are not the same defect." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failing on TOKENIZER_MAPPING_NAMES is a registry edge case, not the same as remote_code model loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex issues are different tokenizer problems." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad Voxtral tokenizer error messaging and glm-4v-9b load failure are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility between hf4.x and hf5.x is a versioning issue; the warning about tie_word_embeddings is separate." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrapping and remote-code model_class config_class errors are similar only at a high level." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different methods and likely need different fixes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer regressions in DeepSeek-family models, but the specific mechanism and affected models differ." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "General remote_code breakage and a specific config_class AttributeError are too broad vs specific to merge confidently." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale summarization/translation pipeline references removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tie-weight bug in Mistral3 and non-persistent buffer corruption are different state-loading issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and Molmo missing all_tied_weights_keys are different model-specific bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug pattern; only the model family differs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats most pairs as unrelated, and the two accepted pairs are supported by the issue titles/body patterns (docs cleanup; training-loss double-shift bug family)." + }, + "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": 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:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "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:42617|issue:43366", + "issue:44560|issue:45685", + "issue:41553|issue:44488", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "fca67609e7eb3922d99c29b52620ee7704bf5c5b95b3dbf9f37bda952a7be7b0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36767, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but it contains a small de-duplication core around repeated error reports for the same regression. The strongest theme is model-loading/training regressions, especially DeepSpeed and Transformer 5.x behavior; only a couple of soft pairs look like true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single issue cleanly represents the whole set, but issue:45313 is the best anchor because it is a concrete, reproducible DeepSpeed ZeRO-3 weight-loading failure on a specific Qwen3.5 model and matches the largest recurring subgroup in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45313 is the strongest standalone issue: it is specific, actionable, and describes a clear model-loading failure with a crisp failure mode, making it the best representative among mostly unrelated or broader reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio loading, but one is a broad \"can't run\" report and the other is a specific fbank-feature function issue; same area, not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different failures: one is Qwen3 MoE weight conversion under accelerate+deepspeed, the other is gradient averaging with GAS and loss kwargs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different error classes and code paths: custom trainer loss-signature mismatch vs tensor mask/index shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA checkpointing being ineffective and the other is a missing capability flag on a trust_remote_code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures on Qwen models, but the affected model families and reported failure details differ enough to keep them separate." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading failures, but they concern unrelated architectures (GLM-4.7-Flash vs NemotronH) and different root causes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight error vs image processor segmentation-map handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions in Qwen-family models, but the first is a broad multi-model input regression while the second is a specific StopIteration in Qwen3-vl-embedding; not enough evidence of one root bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic index/mask shape mismatch error pattern, likely duplicate reports of the same underlying indexing bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: RLHF gradient explosion from 3D position_ids/SDPA fallback vs a flash-attention AttributeError on s_aux=None." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures: image preprocessor dtype mismatch vs broken official Nemotron example loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are weight-loading problems, but they affect different model implementations and different missing components." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems: PagedAttentionCache linear_attention failure vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different requests/issues: GGUF gpt-oss support vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A DeepSpeed ZeRO-3/Bert index error is unrelated to a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and different failure modes; one is an error message issue, the other is an actual load failure." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL rope position scaling vs uninitialized inv_freq after meta-to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No real overlap: GGUF architecture support vs missing Float8 storage type." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO-3/Bert initialization failure vs torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct bugs: per-layer shared_kv_states rebuild vs device-map mismatch in PLE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both touch audio generation, but one is cross-track embedding/token leakage and the other is empty-transcription handling after special-token alignment." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different modalities and failures: image preprocessor/model dtype mismatch vs video StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "One is a Qwen3MoE FP8 configuration failure; the other is a broad meta-device loading regression affecting different models." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: missing exported class vs model-loading breakage on meta device." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: non-persistent buffer corruption during from_pretrained vs OCR long-input index error." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: inability to run a script vs GGUF support for a model architecture." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-processing regression vs MPS histogram limitation in MoE; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the affected models and described symptoms differ." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Clearly the same Transformer 5.0 custom-model initialization regression; one report is just the Jupyter-notebook variant of the other." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous and only identifies a small number of likely duplicates. The two accepted soft pairs are conservative and well supported by the titles, and the rejected pairs avoid overstating similarity. The anchor choice of issue:45313 is also reasonable given the available 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": 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:45823|issue:46515", + "issue:45812|issue:46489", + "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": "0b61597f336b345b9dba12fd96a2a2752ab7dfdd4a134de59b48aa26fecb1890", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36060, + "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 mixed bag of unrelated Transformers bug reports, with a few clear duplicate pairs: the v5 non-persistent-buffer corruption, SigLIP2 inference regression, and Gemma4 4-bit multimodal dtype/quantization failure. Most other soft pairs are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43644 is the cleaner, earlier report of the Transformers v5 non-persistent buffer corruption; it captures the core regression and is the better anchor for the duplicate pair with issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global representative because it is an early, clearly stated regression with a broad impact and a later near-duplicate exists.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but one is a video/embedding StopIteration error and the other is an SFT/trainer embedding unpacking failure; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is a compiled flex_attention regression on torch>=2.9 and the other is a generic torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An ImportError for GenerationMixin is unrelated to a Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Flash-attention on Qwen3.5 with 3D position_ids is a different bug from static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile+SDPA and Qwen3.5 flash-attention illegal memory access are separate model/backend failures." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 checkpoint error; too different to merge." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch with device_map=auto is unrelated to a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "A model-in-TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: Qwen3-vl StopIteration versus a generic mask/tensor shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model/regression class: zero probabilities versus nonsensical outputs with AutoModel/pipeline point to the same underlying broken inference behavior." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading problems, but they concern different models and different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error for BertModel is unrelated to add-new-model-like / tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "A zero-sized index error during ZeRO-3 init is not the same issue as add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping logic and a mask/tensor shape mismatch are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility and BitNet packed-weight loading are distinct code paths." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 4-bit multimodal quantization dtype-cast bug, with 45672 as the specific audio-module symptom and 46899 the broader root issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The _is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model loading with device_map=auto is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but one is model inference producing zero probabilities and the other is a docs example with model/processor mismatch and quantization errors; not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config are different failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same underlying regression: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "A Qwen3_moe LoRA compatibility issue is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model-specific bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT-like checkpoints, but there is no evidence they share the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP plan missing linear_attn entries are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and incorrect save_pretrained visual encoder keys are different regression surfaces." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored during checkpoint loading; the other is model.config.dtype staying stale after from_config. Related theme, but not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical choice of issue:43644 over issue:44534 is well supported by the identical titles, and the accepted soft pairs are plausible duplicates from the titles alone without overstating certainty. Most other pair rejections are appropriately cautious given the limited 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": 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:44488|issue:44991", + "issue:43644|issue:43645", + "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:39692|issue:44960", + "issue:44910|issue:45588", + "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": "d6596c6d9018141bb88db05b3811efdfff7349a11db1afd46cab6ff8cb6f7fdd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37161, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer bug reports were grouped together; only the Gemma4 resize_token_embeddings reports look like a true duplicate pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45276 is the strongest anchor: it states the full Gemma4 resize_token_embeddings failure and includes both affected embedding paths, making it the more complete canonical issue over the narrower 45292 report.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the best issue to keep because it most completely describes the underlying bug and subsumes the smaller follow-up symptom in 45292.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash load issues." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example plus quantization failure while the other is nonsensical inference output; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer-loading regressions for different models; similar symptom, but not the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated regressions: junk-filled non-persistent buffers vs Jupyter custom-model initialization failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is offloading behaving incorrectly with quantization." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading bugs for different models; one is a unit-test load failure, the other is a shape-mismatch error." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different code paths for embedding propagation; not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Same as above: related in theme, but not the same underlying defect." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math is unrelated to SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory pressure, but one is training efficiency while the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the init_empty_weights _is_hf_initialized argument mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "A broad GLM5 issue and a specific sinq save/load regression are not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different failure signatures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but Gemma4 and t5gemma expose different model-specific code paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate multimodal/runtime issues." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same loss-shift pattern, but different model families and no evidence they share one concrete code path." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init argument on init_empty_weights is unrelated to mmap behavior on Strix Halo." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch for one model is not the same as a separate model-loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert with auto device mapping and AudioFlamingo3 token/embedding leakage are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states failure and Qwen config unwrapping are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference problems are unrelated to the GLM5 loading issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash Attention illegal memory access on Qwen3.5 and s_aux=None AttributeError are distinct failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but on different model classes with no clear shared concrete defect." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are different root causes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and different runtime issues: FSDP2 key error vs CPU-offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and failures: NVFP4 model run error vs MXFP4 load fallback to bf16." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment logic is unrelated to VideoPrism output-field misrouting." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap-related OOM are distinct 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": 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:44479|issue:44877", + "issue:44387|issue:44756", + "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:45684|issue:45698", + "issue:43645|issue:44164", + "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:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:39404|issue:46665" + ], + "prepared_review_unit_hash": "217a8198d20a487ae68abadc22af731234314e6d1430fceadac20ef801001f18", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36617, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regressions: loading/saving custom models, tokenizer regressions, config/model-shape issues, backend compatibility, and training-time bugs. Only the resize_token_embeddings reports form a clear duplicate family; most other soft pairs are just same-subsystem or same-model-name similarity, not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical representative for the only clear duplicate family here: a generic resize_token_embeddings regression affecting output embeddings, with a near-identical follow-up in 45335 and a closely related variant in 45276.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best issue anchor for dedup triage because it is broad, concrete, and directly representative of the shared embedding-resize failure pattern across multiple model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer construction vs FSDP2 attention-state handling." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to 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 the same failure." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to Granite Speech config loading strictness." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs mmap on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug family; 45276 is the Gemma4-specific variant, while 45292 states the broader output_embeddings failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 NaN/SDPA fallback issue." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device model loading failures are different from disk-offloaded save behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling is unrelated to mmap-induced OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are distinct tokenizer issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permission propagation is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to extra_state save/load handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch 2.10 compatibility and Sam3 bf16 compilation regression are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug; the affected target differs, but the failure is the same." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to disabling mmap for OOM." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as the ScandiBERT load failure." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression is unrelated to Trainer max_steps recalculation on resume." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "General Torch 2.10 incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe double-shift training loss, but the titles point to separate model implementations with no evidence of one shared code path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "convert_tokens_to_ids slowdown is unrelated to CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are different tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device_map behavior are different problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is unrelated to compile-non-template-nodes errors." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language failure is unrelated to the tokenizer-version behavior change." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom-model loading, but base_model_prefix loading and Jupyter notebook class initialization are different failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The accepted duplicate family around resize_token_embeddings (45292/45335/45276) is well supported by the issue titles, and the other pair rejections are cautious and mostly justified by clearly different problem statements. The canonical/anchor choice is reasonable, with no obvious overclaiming from 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": 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:44991|issue:45081", + "issue:46050|issue:46326", + "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:36032|issue:42915", + "issue:43632|issue:47050", + "issue:43299|issue:43931", + "issue:45479|issue:46897", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "2c5628548ab090ab47615917a997577907b959cfb6e6f0ed89e0f7cebd31b532", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36710, + "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 a set of unrelated Transformers v5 regression reports and doc issues that only share broad language around loading/tokenizers/model behavior. I would not merge any of the soft-edge pairs as duplicates; they describe different code paths or different concrete failures.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 43611 is the best broad anchor: it describes a generic Transformers v5 model-loading regression with clear scope and a reusable failure pattern, making it the most representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the strongest global representative because it is broad, concrete, and centrally about the v5 loading regressions that dominate this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: a Qwen2.5/3/3.5/3.5-MoE video input regression versus a generic mask-shape IndexError. No same code path." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated errors: missing Float8 storage lookup versus a compiler/template-node TypeError. Not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different pipeline APIs and different v5 removals. Not one underlying change." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Completely different areas: perplexity on gpt-oss-20b versus Metal quantized batched generate corruption." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs versus ModelOutput key assignment semantics." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both affect loading, but one is a T5Tokenizer method conflict and the other is gguf_file handling for AutoTokenizer/AutoModel. Different root causes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Separate loading/saving bugs: extra_state serialization versus composite Qwen text_config unwrapping." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation on non-default image sizes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load regressions, but for different models and different failure mechanisms. Not mergeable as one fix." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: quantized save/load corruption versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated repro of another issue is not the same bug as the mistral_common continue_final_message regression." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No shared code path: isolated repro of issue 38071 versus PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked LM prediction correctness for CamemBERT is unrelated to tokenizer loading failure for EMBIDDIA/est-roberta." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma4 bugs: PLE device placement versus 4-bit multimodal embedder dtype casting." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap/OOM workaround is unrelated to disk-offloaded Qwen3-30B saving." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load failure and TimesFM window_size AttributeError are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency for Qwen3 MoE is not the same as mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading a specific model/tokenizer versus a version-specific failure on another repository; no common bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with unrelated root causes." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss in sequence classification and ASR double-shift training loss are different model families and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Reiterating: these are distinct loading bugs, not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag handling and ONNX fp16 attention dtype mismatch are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a broad v5 loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs in different model families; not the same underlying issue." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local checkpoint loading is unrelated to Metal quantization batch corruption." + }, + { + "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. Different fixes." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are separate 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:32090", + "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: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:32090|issue:39404", + "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": "a6290b3d624952ea06d7c41f1e1ee9692488d61af4465d9aa8be0c7a299ff577", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad subsystems or vague version regressions, but not the same concrete bug/change. No PRs are present, and there is no clear duplicate set strong enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy report here, so it is the best single issue to anchor this mixed set if one representative is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and strongest signal (many references/discussion) among these issues, making it the most useful representative artifact overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and different failure points, so they are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to compilation/template-node errors; same general model area only." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "One is a CLIP structure change and the other is Sam3 text-encoder weight loading; different model families and distinct failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "These are separate framework issues: tokenizer-mapping failure versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they affect different repositories/models and do not indicate one underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing errors are unrelated to template compilation failures." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offload, but one is generic offloading behavior and the other is a specific batched-generation bug in MetalConfig." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are different code paths and bug types." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as cache group-type crashes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset training failure is a different bug from mistral_common continue_final_message handling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and Jupyter custom model initialization breakage are distinct regressions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count update bug is unrelated to Qwen2.5-VL multi-image dataset failures." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "They are both v5 custom-model regressions, but one is non-persistent buffers and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device placement/offload, but the actual bugs are different model-specific rotary-embedding/CPU issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission for tensorflow in one case and an unsupported tensorflow_text backend mapping in the other are different problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features issues are related but not clearly the same concrete failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions under transformers v5, but they affect different models and likely different tokenizer assumptions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation errors and GraniteMoEHybrid invalid-method calls are separate code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loader breakage and Qwen2.5-GGUF v5 loading failure overlap in theme, but the titles indicate different loader failures and not one shared bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading and kernels 0.16 incompatibility are unrelated issues." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Both are Apple/Metal-related, but one is allocator warmup TypeError and the other is batched quantized generation corruption." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skipping special tokens and empty transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT-local-checkpoint loading and mistral_common continue_final_message are unrelated loading/tokenization paths." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MetalConfig batched quantization corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM training issues, but one is about multiple bugs below 7B and the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload load failure for dequantized models and Qwen2.5-GGUF v5 loading failure are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:40444", + "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:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "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:42915|issue:44291", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:43404|issue:44466", + "issue:44062|issue:44987", + "issue:44849|issue:45325", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:36032|issue:41720", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43531|issue:44877", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43296|issue:43531", + "issue:40444|issue:45325" + ], + "prepared_review_unit_hash": "054f442654580ec0fc127d4c8e38025c8b9a3782bf96772c2b03e00cf7cd6fe2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share broad subsystem keywords but not the same concrete bug. I found no pair that is safe to merge as a duplicate with the available evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the broadest, most generic representation of the v5 custom-model initialization breakage theme, so it works best as an umbrella issue among the similar initialization-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the clearest general-purpose representative for the cluster because its title captures a common regression pattern without being tied to one narrow model or notebook-only symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: noisy load logging vs a Mistral regex patch crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom models, but one is a Jupyter init regression and the other is a remote-code config_class attribute error." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch/padding-mask mismatch are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading and template-node compilation errors are not the same underlying issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is separate from non-persistent buffer corruption." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for a specific repo and a tokenizer regex patch crash are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask behavior and DAC STE mismatch are unrelated implementation issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized arg handling are different failures." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and TrainerState token counting do not share the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict and MobileLLM loading KeyError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and device-dependent serialization inconsistency are related only at a very high level." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken kwarg duplication and a model loading failure are different concrete problems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states output bug and still-image temporal position scaling are both Qwen-related but not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet processor/model image-size mismatch are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure and Mistral regex crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer API conflict and Qwen3 auto device-map CUDA assert do not match." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage object are different low-level errors." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to an image preprocessor size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and strict Granite Speech config loading are separate bugs." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 quantization dtype casting are different multimodal issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing metadata and a PEFT/DeepSpeed checkpoint error are not duplicates." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache return-type mismatch are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image temporal position_ids scaling bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a noisy load-message issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync overhead and cache length return-type mismatch are separate concerns." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different versioning/API problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Qwen VL rope scaling regression do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:44488", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "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:43883|issue:44488", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:43716|issue:46899", + "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:42796|issue:46710", + "issue:43632|issue:44756", + "issue:35707|issue:40444", + "issue:43531|issue:44291", + "issue:43883|issue:44991", + "issue:44079|issue:45663", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "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": "137340d6239d78f3b9390f129c0f40036cd7563f6e78bc58c775dd4abe2414b2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35900, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the only clear duplicate family is the v5 `_is_hf_initialized` loading regression. A couple of soft pairs are true duplicates, but most are only superficially similar by subsystem or model family.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43632 is the broadest root report for the `_is_hf_initialized` v5 regression, and it plausibly covers downstream reports like 43872 and 44291.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the strongest representative of that duplicate family: concrete failure, directly tied to the v5 `_is_hf_initialized` breakage, and it already has inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: missing tied-weights attribute vs tokenizer repository-file selection." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different code paths: fbank extraction vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root regression: v5 `_is_hf_initialized` kwarg breaks model loading/bitsandbytes init-empty-weights." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: incorrect visual encoder keys across versions." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer init." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs convert_tokens_to_ids slowdown are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic load noise vs a specific tokenizer loading regression." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but the underlying causes differ: dtype mismatch vs unsafe 4-bit cast." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: Granite ID mapping vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Missing gradient-checkpointing support flag vs eval-mode checkpointing behavior." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` kwarg vs float8 storage lookup failure." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen2-VL training/data bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression vs Whisper decode special-token handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the float8 storage error." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker bug vs DeepSeek accuracy regression." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "v5 `_is_hf_initialized` loading regression vs Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen-VL generation/training failures." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window MoE issue vs model-init kwarg regression." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights keys vs tokenizer loading issue." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP shared_kv_states bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Device-map assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures for different models/configs." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Backend post-processor sync bug vs special-token addition behavior." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same packaging/back-end omission: TensorFlow backend is missing when only the torch extra is installed." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Repository tokenizer.json selection vs Granite token ID regression." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load error vs TimesFM window_size attribute issue." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TF-backend packaging issue vs PaddleOCR-VL model load failure." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but they concern different documentation regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The chosen canonical/representative issues are supported by the packet titles and inbound-reference counts, and most soft-edge rejections are appropriately conservative. The accepted pairs are at least plausibly the same bug family from the packet; 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": 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:45325|issue:45834", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43818|issue:45357", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "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": "33beccd72ef421ef5fd2d33babea7312e208ac1763517a379ae5043b2ed989c4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate. These are mostly unrelated model, tokenizer, generation, or device-mapping regressions that only share broad subsystem or version themes.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target for this cluster; if forced to pick a representative, issue 43873 is the broadest and most active report, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest umbrella representative because it is open, has the most discussion/inbound references, and describes a broadly framed runtime/offloading problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: offload/load failure for a dequantized model vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Distinct model/runtime issues; one is ModelOutput key assignment, the other is non-persistent buffer initialization." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated areas: GGUF loading with v5 vs CLIPTokenizer model_max_length handling." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: model loading prefix handling vs custom model initialization." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and subsystems: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both touch vision inputs, but one is Qwen2.5-VL rope/position scaling and the other is a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but the concrete bugs differ: missing padding mask support vs NaN embeddings from all-padding windows." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Related multimodal Qwen VL area, but one is iterable-dataset multi-image finetuning and the other is video vision_position_ids regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and root causes: Video-LLaVA tower/temporal-attention issue vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different defects." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input positioning; not the same concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Completely different problems: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config regressions in v5, but they hit different mechanisms and error modes." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both mention VL prompt/image handling, but one is multi-image finetuning failure and the other is a generic image-placeholder-in-user-text failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied lm_head weights, but one is broken weight tying causing garbage generation and the other is inconsistent serialization by device." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training degeneracy reports, but the root causes differ: flash_attention_3 behavior vs num_labels=1 classification loss handling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Different topics entirely: quantized offloading vs tokenization changes across versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch in Bark vs export failure around torch_compilable_check." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve vision models and device issues, but they are distinct regressions with different models and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "No meaningful overlap: autocast dtype mismatch vs TimesFM window_size attribute error." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated regressions: perplexity issue on gpt-oss-20b vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different failure classes: inputs_embeds/past_key_values generation vs device-map auto cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export torch_compilable_check failure are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device_map=auto problems, but they affect different models and error signatures; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different audio model bugs: device mismatch under CPU offload vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/generation corruption is unrelated to Bamba torch.compile SDPA 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": 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:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43377|issue:44898", + "issue:36331|issue:42915", + "issue:46305|issue:46315", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "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": "79d3b39b58cbc85de18bafa0f2f9948520d7456e3f1c00cef2bef92412bfbed9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading themes. I found no convincing duplicate pairs; the strongest central issue is the broad quantization/offloading report.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set (offloading + quantization), with the most chance of serving as a hub for nearby loading/offload regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the clearest cluster-level relevance: it is broad, recent, active, and directly about a recurring systems-level failure mode rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: a script/runtime problem in 3d_parallel.py versus a Qwen3-MoE FP8 loading issue. No shared code path." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "One is a device-mapping forward mismatch in Gemma4; the other is a TimesFM window_size attribute error. Different models and bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated subsystems and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenizers, but one is about add_special_tokens not inserting BOS/EOS for a specific model, while the other is a broader wrong-token-id regression across multiple tokenizers." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization in AyaVision is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same underlying issue as PEFT LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-vs-single output drift from padding-mask support is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to the 3d_parallel.py execution problem." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being junk are both loading-related, but they are different concrete bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading affect different models and code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but 43317 is specifically about loading a dequantized model with gpu+cpu offload; 43873 is a broader offloading regression. Not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device map cuda assert and Llava Next segmentation fault are separate loading crashes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask output drift in MIMI and Perceiver non-default resolution failure are unrelated vision/audio bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature compatibility and Qwen3-MoE FP8 failure do not share the same code path." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine sliding-window off-by-one and slow convert_tokens_to_ids are completely different issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions in v5, but one is strict config handling and the other is tokenizer loading for a specific repo; different root causes." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A segmentation fault while loading Llava Next is not the same bug as sinq quantized save/load corruption." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is an auto-device-map CUDA assert and the other is a flash-attention generation bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression on one model is not the same as a general tokenization-change report." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory growth and an apex RMSNorm memory leak are different memory issues with different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping on Qwen3 and a 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bugs are unrelated to tokenization behavior changes." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they concern different models and there is no evidence of the same underlying implementation error." + }, + { + "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": "Both are save_pretrained regressions, but one is lm_head serialization/tied weights and the other is incorrect visual encoder keys; different artifacts." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume failure from an empty epoch iterator is unrelated to early stopping disabling due to missing eval metric." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to bfloat16 dtype mismatches in model inference." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "An MPS histogram kernel limitation is unrelated to a TimesFM window_size attribute 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": 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: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:43065|issue:46402", + "issue:44451|issue:47020", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:43881|issue:44488", + "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:44671|issue:44743", + "issue:44464|issue:46858", + "issue:45479|issue:47317", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "452933ff427b694e9116138ded360c86557ae850a0e02067c42d9fde403014b2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35285, + "estimated_input_tokens": 8822, + "estimated_eval_tokens": 17900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly superficial matches across broad transformer/model-loading themes, but they do not describe the same concrete bug or change. I reject all soft edges and do not see a true duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45701 is the broadest/most general report in the set, but the overall collection is still too heterogeneous to treat it as a safe canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the closest to a cluster anchor because it is broad and version-regression oriented, but it is still not a strong representative for the other unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/regression and tokenization-adjacent behavior, but one is a processor/tokenizer API regression and the other is a generic tokenization-change report; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: dummy Conv2d in Sam3PixelDecoder vs missing text encoder weights in Sam3Model loading." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading/tokenizer failures for BERT-like models, but the concrete failure modes and affected code paths differ." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache code, but one is beam-search cache reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated failures: torch.compile with SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/tokenizer-related, but one is tokenizer crashes on NER/padding and the other is a processor size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading patterns, but one is a Transformers 5.0 breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same concrete defect." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different root causes: SDPA/torch.compile failure vs CPU offload device mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2 loading; the other is Trainer resume/max_steps miscalculation after batch-size changes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Different products and failure modes: TimesFM window_size AttributeError vs YOLO multi-GPU device_map auto loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model regressions, but one is untied lm_head weights in Mistral3 and the other is incorrect visual encoder keys on save_pretrained in Qwen3.5." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading reports, but they affect different models and different loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading with special configs/offload, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing complaints, but they are distinct model-specific resolution mismatches." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are distributed/device-map-related, but one is a cudaErrorAssert on Qwen3 auto mapping and the other is TP not working for GPT-OSS MoE." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping/eval metric configuration is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the immediate causes differ: string `.to()` misuse vs missing `_tokenizer` on Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to kernels import/version metadata requirements." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config bugs: Qwen3-MoE sliding_window vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is wrong tensor indexing in serve KV-cache continuation and the other is device-tensor seq_length arithmetic in _prefill." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizers, tasks, and failure mechanisms." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile/cache wording, but the underlying bugs are different and not mergeable as one fix." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "A sequence-classification zero-loss regression is unrelated to the PPFormulaNet training-loss report." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection has no relation to void segmentation-map processing." + } + ] + }, + "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:43716", + "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:46665", + "issue:46821", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "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:43873|issue:45704", + "issue:43881|issue:44991", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43526|issue:43883", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "213d8ef658562cacf5757af532034b4d7192235d3bdb0a5a426dc36ca9c119a0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35972, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: mostly unrelated Transformers bugs that only share shallow theme overlap (tokenization, loading, multimodal processing, offload/quantization, and config mismatches). None of the soft pairs look like the same underlying bug/change, so no soft edges should be accepted.", + "confidence": 0.88, + "canonical_issue_reason": "No strong canonical issue for the full cluster; the items are too mixed. If forced, issue 43531 is the closest loose anchor because it appears in multiple Qwen3/MoE soft matches, but it still does not represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43531 is the best weak representative only because it recurs across several soft-similarity links and is a model-path/config bug, but it is still far too narrow to be a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different failures: local-model cache path collision vs read-only permission propagation during save_pretrained." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different loss-shift paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset handling are different code paths." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer/version behavior change is unrelated to FP8 frozen checkpoint weight_scale loading." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading regression is unrelated to XLMRobertaTokenizer passing a dict into Unigram." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different model/load paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure is not the same as tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto-device-mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo's missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight-conversion issue with accelerate/deepspeed is unrelated to PEFT+ZeRO-3 checkpoint errors." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch variables in multimodal token counting are different issues." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is not the same as TimesFM window_size raising AttributeError." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto-device-mapping cudaErrorAssert." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and Float8 storage lookup error are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark-small CPU offload mismatch and BigBirdTokenizer mask token registration 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": 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:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "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:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45759|issue:45859", + "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:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44625|issue:45479", + "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:30064|issue:36010", + "issue:44368|issue:45357", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:43673|issue:47337" + ], + "prepared_review_unit_hash": "e85bc3efdda484925b2dc5f1cad4d675fc67314e42ad8a33dd9f80ec2bcf42c3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36407, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "44514 and 44545 are near-duplicates describing the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False. The other candidate pairs remain unrelated and should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the clearest canonical representative: it describes the same crash as 44514 in nearly identical terms and is slightly more concise, so it works well as the shared issue record.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best overall issue candidate for this pair because it captures the same underlying bug with a cleaner title and no evidence of a different root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-duplicate / same bug: both reports describe Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False. The packet supports strong semantic overlap, but not an exact-title match or proven target-duplicate relationship." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair 44514/44545 is well-supported as a duplicate, but the writeup overstates the evidence: the titles are semantically identical, not exact matches, and the packet does not prove that 44545 is the target duplicate for 44514. Please soften that to \"near-duplicate\" or \"same bug\" and avoid claiming exact-title/target-duplicate status from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44857", + "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:43994|issue:44671", + "issue:45081|issue:45356", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43526|issue:43881", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43540|issue:46294", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "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" + ], + "prepared_review_unit_hash": "8863c5a1f5519dda1d9a1117e6b1b83f53be6cf7d49bb339196be93cc6ea56a6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly superficially similar but not true duplicates. They span many unrelated bugs across different models, tokenizer paths, generation/caching code, and docs/examples, so there is no single underlying issue to collapse them into.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, and the soft pairs do not converge on one concrete bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global duplicate target; the closest pairs still differ in model, failure mode, or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output problems, but they involve different models and different failure symptoms, so they are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex patching, but one is a crash on loading and the other is a regression/warning issue; not enough to treat as one bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled forward inconsistencies and ONNX export dtype mismatch are different code paths and different failures." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different multimodal input problems; they are not the same concrete issue." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is about post-processor refresh at runtime and the other is a LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but the stale indexer bug and the device-tensor seq-length arithmetic bug are distinct." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "A silent generation correctness bug and a decoder input validation error message are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression versus Hub file-listing API forwarding; no shared underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "These are different dtype/precision failures in different models and export paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A documentation/example issue is not the same as an offloading-plus-quantization runtime bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Docs/example errors and ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC latent conversion are different model implementation problems." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Beit label reduction and glm-4v loading failure do not share the same code path." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/Bert initialization and fbank feature extraction are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and OCR long-input index error are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different models and different template/processing failures." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A compile/attention bug and a tokenizer AttributeError are not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword handling and a model loading failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling and AutoConfig field loss are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs and long-context FA2 performance regression are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but in different models and execution/export paths." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "A specific model load failure and a Unigram constructor type mismatch are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during device mapping and tokenizer loading failure are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and trainer loss signature mismatch are completely different." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are model forward/output bugs, but they affect different components and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading behavior, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside 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": 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: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:44898", + "issue:44936", + "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:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:45987|issue:46829", + "issue:34634|issue:36010", + "issue:43540|issue:44008", + "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:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:44991|issue:46291", + "issue:44805|issue:44936", + "issue:45584|issue:45834", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "646266b89be65819943063fdd3d9452976066319f54ec4e45633ff476dbb04ac", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are broadly heterogeneous; none look like the same concrete bug/change, so no soft duplicates are accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set, covering recent-version regressions affecting remote_code models, so it is the most plausible representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest cluster-level framing and the widest scope among the issues, making it the best single issue to anchor the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: image processor loading from URL vs template compilation error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and code paths; tokenizer NER/padding crash is unrelated to Perceiver image resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration bug and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different bugs: offline model_info call vs backend_tokenizer attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA issue is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and defects; sparse-layer config bug is not the RoPE-layer count issue." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to VideoPrism output field wiring." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset behavior and a GenerationMixin import error are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the model/type causes differ and do not look like one underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "One is missing fields from trust_remote_code config loading; the other is strict config rejection for granite_speech." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors and OCR long-input index errors are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are separate v5 behavior changes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Audio mask attribute collision and cache sequence-length/device-tensor behavior are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader regression report." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash in NER/padding is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Separate model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache length contract bug is not the Gemma4 quantized-embedder dtype issue." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to pipelines import breaking on kernels dependency metadata." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape error is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-OCR index error are different code paths." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat-template input crash is unrelated to a flaky bbox-range test." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram not implemented for Int are unrelated runtime failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update bug after runtime token changes is not the same as Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different backend/compiler failures affecting different models and tensor types." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video chat-template regression and long OCR index error are distinct input-processing bugs." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video token/feature mismatch in Qwen3.5 is unrelated to T5 decoder-input validation messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "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:43782|issue:44977", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43716|issue:44008", + "issue:45563|issue:47276", + "issue:28218|issue:29159", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:43582|issue:46512", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:47276|issue:47337", + "issue:34634|issue:36331", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:43388|issue:46032", + "issue:47254|issue:47333", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:47254|issue:47332", + "issue:46697|issue:46728", + "issue:43742|issue:45020", + "issue:43577|issue:43582", + "issue:42915|issue:47333", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "43aebcc0f92bc9cb34abb1aa25edc0949683d7789957b2b1b5b2e40574f564b4", + "component_budget": { + "node_count": 529, + "item_count": 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I rejected all soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated regressions and no issue cleanly subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global best issue: the cluster is too broad and mixed for any one report to serve as a reliable duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different failures: dtype not propagated on BLIP2 load vs missing temporal attention/weight sharing in Video-LLaVA." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "One is a from_pretrained weight_only loading error; the other is a Qwen3.5 generation failure with flash-attention." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs a degenerate zero-loss bug 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not the same bug as nonsensical SigLIP model outputs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Model weight-shape mismatch on load vs missing TP plan entries causing OOM/shape errors." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in warmup is unrelated to stale model.config.dtype after from_config." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal video bugs affecting different models and different internal tensors/position ids." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output-size mismatch and bfloat16 dtype mismatches are separate issues." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale warning in continuous batching is unrelated to a flaky bbox-range test failure." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom-model instantiation, but they are different behaviors in different contexts and fixes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as a bf16 dtype mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 use_cache incorrect results are different bugs." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors are unrelated to disk-offloaded model save failures." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression and a generic tokenization-version change are not the same concrete defect." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation packaging and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Same general offloading/training area, but one is a checkpoint error and the other is a save failure for disk-offloaded Qwen3-VL." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Swin2SR over-padding and Aria patch-count miscalculation are different image-processing bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same as a broad remote_code regression." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different model-loading dtype issue vs Apple Silicon warmup TypeError; only loosely related by loading context." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe and save failure for disk-offloaded Qwen3 are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents mismatch are different subsystems and 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": 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:42175", + "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:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45325", + "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:43262|issue:47217", + "issue:43782|issue:45325", + "issue:44964|issue:47337", + "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:42175|issue:46291", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43526|issue:43697", + "issue:43819|issue:43927", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "1a30d6c76f0f24e8c493952a0d06f812dd452aab160b5859a9291ed8f1d49fe6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "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 subsystem keywords and do not look like the same underlying bug. I would not merge any of the proposed soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43825 is the most broadly framed, user-facing regression in the set and has the strongest discussion/inbound-reference signal, so it is the best available representative even though the cluster is not truly a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the least niche and most representative issue to keep as the cluster anchor; the rest are largely unrelated model-, tokenizer-, processor-, or training-path bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failure modes: storage-object TypeError vs PIL/image-processor torchvision dependency regression." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and VL image-placeholder parsing bug are unrelated code paths." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both involve VL models, but one is a load-time weight_only error and the other is a rope-index scaling bug; not the same fix." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "Model-loading failure and flaky bbox-range test are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Same broad pipeline-removal theme, but one is an error-message mismatch and the other is stale docs; not one concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access bug is unrelated to the CLIP text-model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are different code paths." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 relates to vision/embedder implementation, but one is a huge one-hot memory issue and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path regression for GenerationMixin is not the same as custom-model initialization issues in Jupyter." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common, but one is an import error and the other is tokenizer behavior; not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Completely different failures: missing import vs custom trainer compute_loss signature change." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA model failure and quantization fallback are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and PIL/torchvision dependency issue do not share a code path." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error in training is not the same as evaluate-after-train state handling." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency issue and kernels import failure are different dependency problems." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion bug and multimodal token-count video-branch bug are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from model loading, but gguf_file breakage and a specific tokenizer regression are not the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different tokenizer/processor failures." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RT-DETR output drift are separate vision-model issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent conversion mismatch and DiaConfig token-ID persistence bug are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen3 variants, but one is a concrete wrong-tie bug and the other is a fine-tuning warning; too weak to merge." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific inference failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and Whisper decode behavior are different processor 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": 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:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "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:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:42490|issue:43257", + "issue:45084|issue:45538", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:45859|issue:47050", + "issue:43257|issue:43696", + "issue:43526|issue:44554", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:44291|issue:45042", + "issue:39692|issue:44912", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:45459|issue:45803", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "b2d43aa3f0c53a7fb9c8470885510d212c4175cc4d49b13a2dfb2ddfa5bcad00", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36517, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster of many different Transformers bugs\u2014loading/configuration regressions, tokenizer issues, vision/video processor problems, cache/quantization bugs, and trainer-state issues. It does not look like a tight duplicate set, so no soft edge should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44987 is the best broad representative of the loading-regression subgroup: it is a concrete versioned model-loading failure, while the other items are more fragmented and model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "44987 is the most suitable anchor if one issue must be chosen, because it is a clear standalone regression report and broadly matches the cluster's recurring model-loading theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer max_length bug are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is AutoModelForCausalLM not unwrapping text_config; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal-token helper variables vs stale auto_mappings references are different failures." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to Canine ONNX dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and GPT-oss OOM are distinct problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but one is undefined helper variables in multimodal token counting and the other is a broader v5.3.0 video regression; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure and AutoImageProcessor-from-URL loading failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different load paths and symptoms: FP8 config handling vs MobileLLM key error." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal-token helpers and batched video output-shape bugs are not the same code-path issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and the torchvision requirement regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors and MXFP4 quantization fallback are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen loading issues, but one is weight conversion under distributed loading and the other is a shape mismatch for a different VL model; not mergeable into one fix." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Missing Float8 storage and disk-offload save failure are different failures." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "MXFP4 fallback to bf16 and FP8 frozen-checkpoint scaling omission are distinct quantization bugs." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex/backend_tokenizer crash and XLMRobertaTokenizer Unigram input-type bug are different tokenizer defects." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "General model-loading regression and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but in different components and with different root causes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels package import requirements are unrelated dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id missing and kernels import failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask unboundlocal error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder title and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is chunked-prefill recompilation and the other is max_cache_length scoping; different bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43540|issue:46701", + "issue:33357|issue:34567", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:43742|issue:44291", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:44479|issue:46693", + "issue:44589|issue:47332", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:39379|issue:44554", + "issue:42915|issue:45538", + "issue:44857|issue:46832", + "issue:44062|issue:44991", + "issue:43582|issue:47254", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:45538|issue:46869", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:43531|issue:44821", + "issue:43452|issue:43582" + ], + "prepared_review_unit_hash": "4ec689088f0553e6573b6d2c8d4e31a8b072bf28a80fb5a41930075b83b56569", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36635, + "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 highly heterogeneous; the soft-similarity edges mostly connect issues that share only a broad subsystem (tokenizers, loading, vision/video, distributed training) but not the same concrete bug. I rejected all soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the strongest representative issue here: it describes a clear, high-impact regression with a broad blast radius across multiple Qwen VL variants and a concrete version boundary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best global issue candidate because it is specific, regression-oriented, and spans multiple related models, making it a useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failure modes; both are vision/video-related but not the same underlying bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: MacOS bus error in CLIP vs TrainerState token counter not updating." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading problems, but one is FSDP CPU RAM loading and the other is Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer behavior, but they affect different models and different code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying bug vs dtype propagation bug; not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A model-specific key error while loading vs a generic init_empty_weights argument regression." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection issue vs missing exported model class; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is a Mistral3 lm_head tying bug and the other is a LoRA/extended-vocab collapse issue." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure vs TimesFM window_size attribute error; different subsystems." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to a PEFT version pin bump." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key regression are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input regression and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded model saving." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and different failures; no shared code-path bug is evident." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Both are model correctness issues, but they concern different architectures and different internal tensors." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Two different RT-DETR bugs: AMP crash in loss vs forward failure from feature-level mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer-loading regression are distinct tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + DeepSpeed checkpointing errors." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems entirely: FP8 config vs FSDP CPU RAM loading." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length behavior and YOLO auto device-map failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and different tokenizer mechanics." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3OmniMoe video processing." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input problems, but they target different Qwen variants and report different failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to AutoImageProcessor loading from URL." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage is unrelated to Apple Silicon allocator warmup TypeError." + } + ] + }, + "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: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:46512", + "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:43577|issue:46512", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:44849|issue:45701", + "issue:43257|issue:43756", + "issue:43742|issue:47333", + "issue:43756|issue:45325", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:45672|issue:45674", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "f0493c5642760a8c8885cf67878c34ba651a39a7dd40d6e8f801bd2d8dcb4778", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36272, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports across different models and subsystems. None of the soft pairs look like the same underlying bug/change closely enough to merge, so all soft edges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the most representative issue here: it is a concrete, well-scoped regression report with multiple affected models and a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it is detailed, specific, and broad enough to anchor a real duplicate cluster if one existed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token accounting/state update and a custom compute_loss signature error are different training bugs on different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen vision/video models, but one is a broad v5.3.0 regression and the other is a specific Qwen2.5-VL position-id bug; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model load failure and a repo_files revision-forwarding CI break are unrelated issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to a tokenizer/model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer AddedToken argument collision and a Mistral regex-patching AttributeError are different tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is BLIP2 modules staying float32 while the other is stale config metadata after from_config; different fixes and code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failures are different model-specific vision bugs." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3Moe FP8 loading and disk-offloaded save failures are unrelated offloading/quantization problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processors requiring torchvision and a tokenizer regex crash are unrelated subsystems." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failed janus generation test and a Phi-4-multimodal model load failure are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A MobileLLM key error and a missing Float8 storage type error are unrelated loading/runtime failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are different classes of bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model implementation bugs." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "MobileLLM loading and Qwen3-30B disk-offloaded save failures are different issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer selection and Qwen2.5-VL still-image temporal position scaling are unrelated rotary-position bugs." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "These both mention rotary-related code, but they are different models and failure modes, so they are not the same underlying bug." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "T5 decoder-input validation messaging and a synced_gpus warning message are unrelated; one is an error-path bug, the other is a warning-text issue." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "An image-preprocessor dtype mismatch in Mistral-3 and a DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump and a stale auto_mappings reference to removed configs are not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange placement and T5 decoder-input validation are unrelated code paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/BitsAndBytes-adjacent, but one is a torch.finfo uint8 failure and the other is a skip_modules/default-exclusion regression; not mergeable as one PR." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated repro of another issue and a FlashAttention2 long-context performance regression are not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: one affects add_special_tokens on mdeberta-v3, the other strips a leading space on CodeLlama round-trips." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape failure and BART generate() decoder_attention_mask initialization are unrelated errors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different inference paths; too broad to treat as the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config rejection for granite_speech are different configuration bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and a FlashAttention2 performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43742", + "issue:43749", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "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:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47332" + ], + "soft_pairs": [ + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "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:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:44737|issue:45588", + "issue:44361|issue:44442", + "issue:45357|issue:45920", + "issue:43994|issue:44898", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:44821|issue:46821", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:44756|issue:47332" + ], + "prepared_review_unit_hash": "949b2ebc2fc801d29b28ee5ba96f41f1dd553c8bc42fa51e636e77f88d958d07", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of closed issues spanning unrelated bugs in tokenizers, loading/saving, training, quantization, and multimodal models. None of the soft pairs look like the same underlying bug or change, so all are rejected. I picked the broad AutoTokenizer/AutoModel loading regression as the closest representative issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43452 is the broadest representative of the cluster\u2019s common loading-path failures: it affects both AutoTokenizer and AutoModelForCausalLM.from_pretrained and is more central than the model-specific or one-off regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best single representative because it is broad, actionable, and closest to the shared loading/tokenizer theme that appears in several of the soft candidates, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but one is a gguf_file regression in AutoTokenizer/AutoModel, while the other is a specific model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different failure modes: KeyError while loading MobileLLM vs inability to save a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Both are runtime errors, but one is a missing PyTorch import and the other is a Trainer GPU broadcast TypeError; no shared code-path." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and an isolated reproduction of another issue are unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights/save behavior, but they affect different model families and different serialization bugs." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas: T5 decoder input validation error message vs Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch AutoTokenizer loading, but one is a gguf_file breakage and the other is an offline-mode regression in mistral regex patching." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are unrelated trainer/loader issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config reload dropping rotary_pct and rope-validation type handling are different serialization/validation bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 inference mismatch vs VideoPrism output field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 TP plan missing linear_attn entries are distinct training/parallelism bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate loading of packed weights and Perceiver non-default resolution handling are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is inference output divergence and the other is Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both mention tokenizer behavior, but BigBird mask-token decode and MLuke task AttributeError are different code paths." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: unexpected position-id keys vs a quantized sinq model breaking after save/load." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both are regression-ish, but siglip2 zero probabilities and processor.tokenizer / image-passing breakage are not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange device bug and flash_attention s_aux=None crash are unrelated implementation errors." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related AttributeErrors, but they involve different tokenizers and different failure mechanisms." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 incorrect visual encoder keys on save_pretrained and broad wrong token IDs across many models are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: siglip2 nonsensical outputs vs Perceiver image classification failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code config field loss and Qwen3_5MoeVisionConfig strict-drop of a field are not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime issues." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL and TimesFM window_size AttributeError are different APIs and failures." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a Mac bus error on a CLIP model are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is offline model_info patching and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure and Whisper batch_decode skip_special_tokens are different multimodal/tokenizer issues." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Disable mmap to avoid OOM and inability to save a disk-offloaded model are different offloading/storage 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": 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:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45356", + "issue:45372", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "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:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "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:42898|issue:46491", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43688|issue:45440", + "issue:45405|issue:47254" + ], + "prepared_review_unit_hash": "203a77d4b5a6b5e85f88909bd61c0bf3b15a8d3511bf044bf0ed063b7c2c032e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35830, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the issues span unrelated regressions in tokenization, training, model loading, quantization, and architecture-specific behavior. All soft pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are not one underlying bug, but many unrelated reports grouped only by broad transformer/regression vocabulary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because none of the soft pairs are true duplicates; picking one would misrepresent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure surfaces: a mistral_common import problem for Gemma 4 vs a Windows/ROCm torch.distributed dependency issue." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both involve RT-DETR losses, but they are different crashes in different code paths and do not look mergeable as one bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer access and image passing, while the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "DiaConfig save/load token-id loss and a DiffusionGemma pipeline failure are unrelated bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a T5 apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different models and problems: Smollm3 RoPE-layer dropping vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE is not the same as a broad tokenization behavior change." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer specials, but BigBird mask-token registration and mdeberta BOS/EOS insertion are distinct tokenizer bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch TF backend handling, but undefined tf backend and tensorflow_text backend mapping errors are different issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration and DiaConfig token-ID persistence are separate mechanisms." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache, but chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different code-path bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression in Qwen models is not the same bug as num_labels propagation in Qwen3.5 configs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states output and xLSTM train-mode unpacking are different model-specific failures." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "One is missing hidden_states in CLIPVisionModel, the other mis-populates hidden_states in VideoPrism output." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but clean_up_tokenization_spaces behavior and CodeLlama leading-space round-trip are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype staying float32 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training, but _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are different distributed issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping and compiled chunked generation inconsistency are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve flash-attention, but one is a Qwen3.5 generation correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked compiled generation and flash-attention generation are not the same underlying defect." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading for Beit and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "A dependency version bump being unavailable on PyPI is unrelated to a PEFT + DeepSpeed checkpointing 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": 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:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "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:43643|issue:44561", + "issue:43278|issue:43688", + "issue:44734|issue:46612", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:44625|issue:47276", + "issue:43782|issue:46693", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:44484|issue:44704", + "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:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:44554|issue:46365", + "issue:43994|issue:46192", + "issue:45405|issue:47332", + "issue:42796|issue:44977" + ], + "prepared_review_unit_hash": "2221887afb0980c52750989a49591e3eee1aa904b7a51498d95efd4c89b46fe5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35318, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most soft edges are superficial matches on broad themes like tokenizers, loading, configs, or generation, but they describe different root causes and code paths. I would reject all listed soft duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the clearest standalone bug report in the set, but there is no true duplicate cluster here; the items span unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models; different failures." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs in different model families: dtype drift in evaluation vs auxiliary-loss normalization." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are generation-cache problems, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for specific architectures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading failures: legacy config field in Beit vs packed-weight unpacking in BitNet/accelerate." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "One is packed-weight loading during accelerate; the other is config save/load losing custom token IDs and causing generation errors." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs DiaConfig serialization losing token IDs." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 label propagation and a misleading continuous-batching warning are different issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different mismatches: Beit preset loading with a legacy field vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different failure modes in different models: BitNet packed weights vs MLukeTokenizer attribute errors on tasks." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard size defaults, the other about AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both touch model loading in v5, but one is base_model_prefix compatibility and the other is tensor-parallel plan entries for Qwen3.5." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs, different missing fields, and likely different fixes." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs Mac bus error on CLIP are completely different problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and an incorrect pipeline error message are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward with device_map=auto is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they affect different model components and scenarios." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes are not the same as a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert is unrelated to offline-mode breakage from an unconditional model_info() call." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failures due to datasets are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version pinning and disk-offloaded Qwen3-VL saving are different issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation failures do not share a concrete code-path 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:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "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:43824|issue:44589", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45245|issue:46710", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:42490|issue:43696", + "issue:42947|issue:43381", + "issue:29159|issue:32090", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "ae37e1401536d48dd601427a2767ae4a5583904b5340db67b93ec6b1e7d3fa55", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37224, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share only superficial theme overlap (tokenizer/model loading/generation/training) and do not look like the same underlying bug. No PRs are present. The strongest issue candidate is the Granite tokenizer regression because it is broad, concrete, and likely to attract duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:45812` is the most broadly scoped, concrete regression here: it affects all Granite models, has a clear tokenizer symptom, and is the most likely duplicate magnet.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45812` is the best representative issue for this cluster because it is high-impact, well-scoped, and actionable compared with the other mostly isolated model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config/loading, but one is a missing `pad_token_id` attribute and the other is `from_config` not unwrapping `text_config`; different code paths and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16 dtype drift in eval vs checkpoint resume key mismatch are unrelated training-state bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and `lm_head.weight` serialization inconsistency are different issues affecting different stages." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer bugs, but they concern different models and different failure modes; not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change in evaluation and gradient explosion with ZeRO-3 are distinct behaviors with different causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention pad-token-related config breakage, but they target different configs and compatibility problems." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer families and symptoms; Granite wrong IDs is not the same as mDeBERTa BOS/EOS omission." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "One is save/load losing custom token IDs, the other is a task-time AttributeError in MLukeTokenizer; no shared bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model parity issue, while the other is a training instability with DeepSpeed." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "GPU FP8 inference failure and DeepSeek accuracy regression after upgrade are different problem types." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are init/load compatibility regressions, but one is a missing config field and the other is an unexpected constructor argument." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading for BEiT and CPU offload device mismatch for Bark are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing import for a Qwen model class and a Float8 storage lookup failure are unrelated import/runtime errors." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage object lookup and `flash_attn` import key error are separate environment/runtime issues." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models, different forward-path errors, and no evidence of a shared underlying bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both are structural/model key regressions, but they affect different architectures and different missing/renamed fields." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality limit and accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is CPU offload mismatch and the other is a stale test override." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and position-id unexpected key warnings are different regressions." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Dtype mismatch in bfloat16 inference and RT-DETR feature-level mismatch are separate model-forward issues." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 `output_hidden_states` bug and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is hidden-state behavior and the other is incorrect save_pretrained key serialization." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different generation paths and models." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and save/load corruption after `sinq` quantization are related only broadly, not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript `GeneratorExp` scripting failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient instability and Phi-4 multimodal load failure are different subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one says it is ineffective with LoRA and the other says it cannot be used in eval mode; different fixes." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing and `num_input_tokens_seen` not updating are unrelated tokenizer vs trainer-state 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:45084|issue:45520", + "issue:45229|issue:45823", + "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:37428|issue:43957", + "issue:43065|issue:46369", + "issue:43295|issue:43450", + "issue:44977|issue:46701", + "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:43572|issue:46821", + "issue:45406|issue:46121", + "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": "eaef078c6d7c52aee3981664ab0a9988944d147b1904b41d8163fd0eece45d3b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36146, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly topical lookalikes, not true duplicates. They span unrelated failures across attention, multimodal serving, quantization, checkpointing, config, and model-specific regressions, so there is no safe single duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly subsumes the set; the apparent overlaps are mostly superficial (same model family or subsystem) but point to different code paths and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44977 is the strongest standalone report to anchor on because it is concrete, user-facing, and directly names a flash-attention generation failure; however, it still does not represent the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but one is a kernel-registration crash and the other is a TP-plan OOM/shape issue; different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A generic compile error is not the same as a Python 3.13 flash_attn import lookup failure." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but OOM during multi-GPU inference is distinct from a device-mismatch forward crash." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking and PEFT/DeepSpeed checkpoint errors are unrelated code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids behavior is unrelated to a multi-GPU CUDA OOM." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "A hidden-states regression is not the same as missing FP8 weight_scale application on load." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model attribute crash and sinq save/load corruption are different defects." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation drift and resume_from_checkpoint key mismatch do not share the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid generation config for GLM-5 is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A CUDA assert on auto device mapping is not an accuracy regression after upgrade." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a flex_attention import version check." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention utility import failure and meta-device loading breakage are different loading/initialization problems." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 dummy Conv2d structure and SAM3 LiteText memory overflow are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape handling are separate multimodal bugs." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the DiffusionGemma pipeline issue." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word-timestamp decoding and empty-chat-template handling are distinct crash paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "A flash-attention generation bug is not the same as an accuracy regression after a version upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI failures do not match Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention.py sinkless-model crash is unrelated to composite Qwen config unwrapping." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor regression and quantization offloading issues are different problems." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size access." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON-list handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Gemma4 text-only token-type defaults are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo producing the wrong input resolution." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape errors and Qwen2 TP OOM are different subsystems and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A config-field regression in StableLm is unrelated to meta-device model loading breakage." + } + ] + }, + "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:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894" + ], + "soft_pairs": [ + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "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:43824|issue:43975", + "issue:45381|issue:46209", + "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:44442|issue:45198", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:43526|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550" + ], + "prepared_review_unit_hash": "04c402b455ca670d7dd09730680a0eaa6ce22ead81717c3f764dcc601c622280", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36018, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share some vocabulary or subsystem areas, but none look like the same underlying bug or fix. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44521 is the best anchor in this set: it is active, broadly impactful, and describes a concrete regression in a core multimodal API with multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue here because it is open, well-scoped, and likely to attract the most direct follow-up work on a user-facing API regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training/model execution problems, but one is a torch.compile+SDPA model bug and the other is a DeepSpeed ZeRO-3 gradient issue; different code paths and fixes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they target unrelated symbols and models: a flash-attention utility import versus Qwen2.5-VL class export." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import-system failures in different modules: Python 3.13 flash_attn lookup versus BACKENDS_MAPPING validation for tensorflow_text." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A Bart generate() UnboundLocalError is unrelated to Flash Attention 2 test failures; same area of generation/testing, not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a missing mm_token_type_ids default and the other is a device placement mismatch under device_map=\"auto\"." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash import warning for local models is unrelated to a SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "The first is a v4.57.5 regression around processor.tokenizer and images; the second is a SigLIP2 behavior mismatch with JAX. Different defects." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are not the same as return_tensors being ignored when text_kwargs is passed explicitly." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are different model families and different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they affect different configs/models (Qwen3-VL vs Llama4) and likely require separate fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one produces all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/evaluation dtype drift and Qwen3 MoE memory usage are unrelated bugs with different mechanisms." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after an added token is a tokenization issue; embedding reinitialization after resize is a model initialization/tie-weights issue." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import failure for Qwen2.5-VL is unrelated to DeepSeek coder detokenization in v5." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id logic and FP8 inference failure on B200 are different code paths and not a single bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video output shape are unrelated processor bugs." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement in relative positional encoding is unrelated to the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a flash_attn import KeyError are distinct failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is inconsistent serialization of lm_head.weight and the other is LoRA merge collapse with extended vocabulary; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test with a stale device override." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure changes are separate regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech-tokenizer related, but they fail in different places: AutoTokenizer loading versus save_pretrained/tokenization for a specific Wav2Vec2 model." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and from_config(dtype=...) leaving config.dtype stale are unrelated APIs with different symptoms." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils symbol regressions." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and return_tensors being ignored in text_kwargs are unrelated preprocessing bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch with forward due to missing STE is unrelated to the GraniteSpeech CI stale-device test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL still-image temporal position scaling are different multimodal issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to Bamba-9B-v2 compile/SDPA 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": 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:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44466", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "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:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:41720|issue:46209", + "issue:45200|issue:46932", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "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:43550|issue:44112", + "issue:43388|issue:43526", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:46431|issue:46566" + ], + "prepared_review_unit_hash": "48a611dd76ec5508c94834a2a239a60423e24b2821010d82a8a9b9f08108409a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad library/model vocabulary, not the same underlying bug or fix. I would not merge any of the soft-similarity pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43335 is a concrete, self-contained model/configuration bug and is as reasonable an anchor as any in this otherwise unrelated set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the clearest representative issue here, but the cluster overall does not look like a true duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different failures: Perceiver resize/interpolation behavior vs RT-DETR memory not being released." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaults and the other is a quantized vision/audio dtype-cast bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both mention GPU/device issues, but one is Qwen3 auto device mapping cudaErrorAssert and the other is FP8 inference on B200/SM>=100." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, different bug: missing mm_token_type_ids vs quantized embedder dtype casting." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths and symptoms: processor output size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different components and logic: DAC latent reconstruction vs qwen3_omni_moe feature length helper." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Unrelated import error for a missing flash-attention helper vs a broad Torch 2.10 compatibility complaint." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different issues around generation/image tests vs a stale warning for paged generate()." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs BigBirdTokenizer special-token registration/decoding bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model failures: AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different pipeline APIs and different behavior changes." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError due to missing PyTorch backend vs MacOS bus error with a community CLIP model." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different multimodal/config shape bugs: unwrapping text_config vs CLIP text model structure inconsistency." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different cache/config behaviors: stale model.config.dtype after from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in a classifier vs RT-DETR memory retention; no shared code-path bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model initialization bugs: SwitchTransformers sparse layer creation vs Beit legacy field loading failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "One is a model-loading breakage with base_model_prefix; the other is device-dependent lm_head serialization." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs a stale GraniteSpeech device-override CI test." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different batching/metrics bug vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache config max_cache_length behavior is distinct from static-cache seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError vs feature-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Completely different subsystems: SwitchTransformers config construction vs qwen3_omni_moe helper arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different bug classes: model config instantiation vs a CI test using stale device overrides." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to bark-small CPU offload device mismatch." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency issues, but one is flash_attn on Python 3.13 and the other is Windows ROCm/torch.distributed dependency handling." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing flash attention helper vs missing HybridCache symbol." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template availability error is unrelated to DiffusionGemma weights staying on meta with device_map=auto." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46697" + ], + "soft_pairs": [ + "issue:42490|issue:43854", + "issue:44448|issue:44743", + "issue:44617|issue:46697", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:44514|issue:44521", + "issue:43606|issue:44857", + "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:26413|issue:31501", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:45459|issue:46234" + ], + "prepared_review_unit_hash": "0046d83b31270f7dcab35888593097af28cd479ea50c7a1f5ad2878de7bbcfe7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a heterogeneous mix of unrelated issues. Only one soft pair is a clear duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression; issue:45478 is a later duplicate with the same title and problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest canonical issue candidate because it is the clearest exact duplicate target and has the fuller description of the shared Qwen3.5 MoE loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but one is a local-path warning and the other is a GLM-4.7-Flash test loading failure; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models, different code paths, and different failure modes (v4/v5 output drift vs recurrent state reset)." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` behavior for mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to token-embedding reinitialization after resize." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are MoE/attention-related runtime issues, but the concrete code paths differ: flash attention aux handling vs CPU-offload rotary embedding." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different image-processor/documentation problems; no shared underlying defect." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general API family, but one is a batching crash with padding=False and the other is an assistant mask bug for multimodal inputs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device-mismatch with CPU offload is not the same as float16 AMP loss crashing on CUDA." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and `_gpu_broadcast_one` NoneType support are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to unexpected position-id keys across many models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to trainer broadcast type errors." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Dtype drift between train/eval and a v5 pipeline error message are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are different failures." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and a stale CI test in GraniteSpeech do not share the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to Deepseek tokenizer regression." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Old DistilBert issue and torch.jit generator-expression export error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `transformers>=5.4.0` from_pretrained regression; clear duplicate." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume iterator failure and FineWeb training not starting are too different to be the same defect." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to MacOS bus error with a CLIP model." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different mixed-precision issues in different models and subsystems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is not the same as unexpected position-id keys." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and qwen3_omni_moe feature-length helper behavior are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` breaking remote-code models are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils availability helper are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft pair (issue:45310 / issue:45478) is well-supported by the identical title and matching Qwen3.5 MoE from_pretrained regression. The remaining pairs are reasonably judged unrelated or at least not clearly the same bug." + }, + "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:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:27957|issue:34689", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:43257|issue:43299", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44561|issue:44779", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "c61accbf69d2002bc47ebbeb424af1a2394402c06112ae9e10255238a2ab806a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft pairs are false positives: they are only superficially similar and do not appear to be the same underlying bug or change. No PRs are present in the set, and the issues are too heterogeneous to form a real duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated regressions across tokenization, generation, multimodal processing, trainer behavior, and install/runtime errors, and none of the soft pairs describe the same concrete defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because there is no true duplicate group here; the nearest-looking pairs still diverge by model, subsystem, or failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to the 2^24 category-limit runtime error; different subsystem and failure mode." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression are distinct problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE with denoising off is not the same as RTDetrLoss producing an infeasible cost matrix." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "FA2 test failures and embedding reinitialization after resize are separate code paths with different symptoms." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() unbound decoder_attention_mask and Trainer NoneType broadcast errors are unrelated runtime bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16->FP32 drift during evaluation is not the same as undefined video-token helper variables in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import and TensorFlow being absent from a torch-only install are different packaging/runtime issues." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video vision_position_ids bug affect different multimodal paths." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation mismatch with compiled forward is not the same as max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time mask initialization bug is unrelated to an Adafactor/deepspeed out-of-memory report." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are different regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype change for embeddings is not the same as prohibiting gradient checkpointing in eval mode." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Qwen3VL MoE model loading are not the same failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of NoneType and OOM with Adafactor in deepspeed have different causes and fixes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL finetuning with multi-image iterable data and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat templating crash and SmolVLM video padding are separate multimodal bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 and a missing decorator for Qwen3.5 kernel registration are different issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation correctness and Gemma4 multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs from AutoTokenizer and return_tensors being ignored are distinct tokenizer API regressions." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crashing on linear_attention is not the same as a misleading warning message in continuous batching." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading not working are separate loading/placement issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading problems do not match a multi-GPU CUDA OOM report for Gemma4." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated concerns." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatches are different trainer behaviors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id configuration mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a CLIP model and SigLIP2 documentation/example errors are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression and lm_head.weight serialization differences depend on different model/version behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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: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:44361|issue:45198", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:43653|issue:44442", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:43756|issue:45440", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:43575|issue:44387", + "issue:29127|issue:35141", + "issue:43994|issue:45412" + ], + "prepared_review_unit_hash": "8ff6501c41037cb1566a41d6f37b51c81ead9fa421d3108b7ea013be4fcf2231", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a false-positive similarity cluster: the issues span unrelated tokenizer, loading, generation, quantization, cache/compile, and model-specific backend regressions. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate really fits because the set is heterogeneous. If one representative is needed, issue 46693 is the broadest and most user-facing regression in the group (FA2/long-context performance after 5.2.0), but it does not subsume the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the strongest standalone representative: it is broadly impactful, tied to a clear regression, and has substantial discussion/inbound attention. It is still not a duplicate umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is about lazy cache initialization causing recompilation and the other about a device-tensor seq_length breaking slice arithmetic on non-CUDA backends. Different root causes and fixes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER/padding crashes versus Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated subsystems: Flash Attention 2 test failures versus image processor handling of void segmentation maps." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different bugs: embedding dtype drift in eval versus tensor-parallel OOM when loading a specific Qwen2 model." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError in MLukeTokenizer and the other is a Wav2Vec2 save/tokenization failure; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression versus a model-implementation divergence for DeepseekV3MoE; no shared code-path bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "One crashes in flash_attention integration when s_aux is None; the other is a device-mapping mismatch in Gemma4 PLE. Different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU inference/OOM-adjacent, but one is a cudaErrorAssert with auto device mapping and the other is multi-GPU CUDA OOM for Gemma4; distinct issues." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() hits an UnboundLocalError, while Llama 3.2 Vision model loading breaks in a different release path. No common bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is a feature extractor unsupported-argument crash and the other is a video-input regression across Qwen VL variants." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to rope-parameter validation failing on a JSON-loaded list." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 tokenization/save failures are not the same as FuyuBatchFeature swallowing exceptions in convert_to_tensors()." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init policy and a misleading synced_gpus warning are unrelated behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are entirely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but one is a BigBird special-token decode issue and the other is AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "MdeBERTa special-token insertion is unrelated to Gemma3 NaN embeddings from sliding-window attention on mixed-length batches." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug and a stale warning in paged generate() are not the same underlying problem." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export failures in Gemma3n and a flash_attention AttributeError with s_aux=None are separate bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention model divergence/behavior differences, but they involve different architectures and distinct implementation mistakes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both are quantization-related, but one is a FineGrainedFP8Config failure during model use and the other is a quantized-model save failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and nonsensical AutoModel/pipeline results for SigLIP2 are different model-specific issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box/message clarity and a MacOS bus error on community CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A path-with-trailing-slash import warning is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer implementation in Sam3PixelDecoder and RT-DETR memory not being released are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve attention/long-context behavior, but one is NaN embeddings from all-padding windows and the other is a performance regression after 5.2.0; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both can end in OOM, but one is tensor-parallel loading of a specific model and the other is increased reserved memory under int4 quantization. Different root causes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resizing are unrelated model-initialization issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline and RT-DETR memory retention 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": 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:45372|issue:45588", + "issue:45406|issue:46701", + "issue:45440|issue:45593", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:27957|issue:33290", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:45250|issue:46640", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "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": "fa0a6ec088e490aa80b3152daf2a482bd9b65895d9f1f86766f14a8f7abd04a2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "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 pairs only share a broad model family or subsystem name (e.g. Qwen, Gemma, Flash Attention, tokenizer) but describe different failures and code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44514 is the most concrete, self-contained bug report in this set, with a specific crash condition, clear affected class, and a focused code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest standalone issue for triage because it is narrowly scoped, reproducible, and directly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different failures in different areas: BeitImageProcessorFast label reduction vs VL placeholder handling." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import error vs flash_attention sinkless-model crash; unrelated code paths." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing attribute vs DiffusionGemma pipeline output issue; not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek MoE implementation divergence vs D-FINE auxiliary-loss behavior; unrelated model bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding-window failure are different issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs dtype mismatch in bfloat16 inference; no shared concrete code path." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Whisper empty transcription crash after token alignment." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking vs leftover dummy class cleanup; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings in sliding-window batching." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct defects." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory release/leak issue vs SAM3 LiteText memory overflow; different models and failure modes." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma, but one is an import/dependency problem and the other is a processor attribute bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error vs stale paged-generate warning; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs Adafactor OOM in deepspeed; different subsystems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage vs protobuf tokenizer error masking; no shared bug." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM vs model loading regression; unrelated." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Generic FA2 topic overlap only; no evidence of the same concrete issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 on XLMRoberta vs LayoutLMv3 box-validation error message; different bugs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM with Adafactor/deepspeed vs embedding reinitialization after resize." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image processor label reduction vs FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific import error for a missing export vs generic dependency issue; too broad to be the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 bad inference results vs SAM3 memory overflow; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading not working." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16/CUDA crash vs flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight shape mismatch; different models and errors." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sinkless crash vs TimesFM window_size AttributeError; no overlap beyond generic runtime failure." + }, + { + "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 vision_position_ids." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with JSON-loaded list vs Qwen3.5 kernel registration failure." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs kernel compatibility issue; 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": 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:43606", + "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: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:43646|issue:44077", + "issue:44977|issue:45245", + "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:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44062|issue:45907", + "issue:25251|issue:28282", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43550|issue:43701", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "2bd03fe22acb0a065d525f91c583d8491c0b9410d0da19841ce0c7a9a9c8e648", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the soft pairs mostly link unrelated issues across different models, features, and subsystems. I rejected every soft edge because none appear to describe the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is appropriate here because the items are heterogeneous and the proposed soft pairs do not collapse to one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as a canonical representative; the cluster spans unrelated problems, so any single issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different areas and failure modes: tokenizer loading for FastSpeech2Conformer vs Perceiver image classification padding/interpolation." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio processing, but one is a chat-template sampling-rate default and the other is an unsupported `center` argument in a feature extractor." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 recurrent-state caching vs Whisper `batch_decode()` ignoring `skip_special_tokens`." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both involve image/video preprocessing math, but they are distinct model-specific bugs with different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "`Transformers 5.0.0` custom model init breakage is a broad API regression; `patchtsmixer` `post_init` is a specific model-configuration policy issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the category-count `RuntimeError`." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-state regression and Qwen3_5Moe CPU-offload rotary embedding incompatibility are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading/unpacked-weights bug is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends issue for TensorFlow in `.[torch]` install is unrelated to a missing `is_falcon_mamba_ssm_available` import utility." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are different bugs in unrelated subsystems." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to BART generate-time `decoder_attention_mask` initialization." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "`patchtsmixer` `post_init` policy and Qwen video-input regression are unrelated model-specific issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos-token configuration mismatch do not share the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is unrelated to documentation still referencing removed pipelines." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "`trust_remote_code` missing fields in `AutoConfig` and GPTNeoX rotary_pct reload persistence are separate config bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both relate loosely to multimodal config handling, but one is an API discrepancy in `Gemma3TextConfig` and the other is `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to `list_repo_files` failing to forward `revision`." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` nesting bug is unrelated to an ImportError about missing PyTorch." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression and DeepSeekV3MoE divergence from remote implementation are different model-specific issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "`Gemma3TextConfig` API mismatch and missing `pad_token_id` on `Llama4Config` are not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 and a backend-mapping error for `tensorflow_text` are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/indentation issue in DebertaV2Model is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "`3d_parallel.py` execution failure and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different operational problems." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume-from-checkpoint key mismatch is unrelated to PPDocLayoutV3 CPU/CUDA result divergence." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to resume-from-checkpoint key mismatch." + } + ] + }, + "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:43646", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "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:45216", + "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:43931|issue:45216", + "issue:44190|issue:44496", + "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:44871|issue:45584", + "issue:43295|issue:43825", + "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": "fed7c78fcce59b4cb61b1ea9346c3dfef44d9859ad44dbef84db94625c439d71", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35714, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like a true duplicate or mergeable PR-equivalent. The soft matches are mostly superficial title similarity across different bugs, models, or code paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue is supported here: the candidate issues span unrelated subsystems and failure modes, so there isn't one underlying bug to consolidate around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest general representative by activity and inbound references, but it is still not a duplicate hub for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading failures, but one is TP/OOM on Qwen2-57B and the other is a KeyError on MobileLLM-125M; different bugs and code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; not the same defect." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A dataset-loading script failure is unrelated to an unrecognized model/config.json error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel returning hidden_states=None; the other is a general ModelOutput key-assignment bug. Related area, different underlying issue." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a tensor-conversion exception swallow bug are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but one is a local-path import warning and the other is a synced_gpus message in continuous batching; different problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "One is an output field mismatch in VideoPrism classification; the other is dtype casting for Gemma4 quantized embedders." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as an eos_token_id config inconsistency." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output regression and attention-kernel divergence under torch.compile are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and different failure modes: eos_token_id config vs Whisper empty-transcription generation." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model init regression and a pipeline error-message bug do not share the same code-path problem." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx import." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/template-related, but one is assistant_masks generation and the other is image-placeholder handling in user text; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate serialization problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5 custom-model init break is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-related, but one is a missing availability helper and the other is a kernels version/revision requirement in pipelines." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to an unrecognized model/config.json error." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "An optional post_init policy issue is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "An eos_token_id mismatch and a quantized save/load regression are different defects." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/compile behavior, but one is inconsistent outputs and the other is spurious recompilation from cache initialization; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention support for Ministral-3 are separate model issues." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A Fuyu tensor-conversion bug is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific Flash Attention 2 incompatibility is not enough to merge with a vague generic Flash Attention 2 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": 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:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43931", + "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:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "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:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44792|issue:44977", + "issue:45542|issue:46234", + "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:35141|issue:42490", + "issue:46693|issue:47217", + "issue:43931|issue:44060", + "issue:45127|issue:45200", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43650|issue:46202", + "issue:44190|issue:44964", + "issue:44792|issue:45405", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "4375bb9b9a981be631556a665a841f92cb83640f0ef28e382f0381223a92dec0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35409, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated issues that only share broad subsystem/themes (pipelines, VL models, caching, config/loading). I found no soft-edge pair that is the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it has the highest discussion/inbound activity and describes a concrete, broadly impactful loading bug with a clear code-path failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue here because it is specific, high-signal, and appears to affect model loading behavior in a user-visible way with broader fallout than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same family (SAM3) but different failures: a dummy layer choice in PixelDecoder vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different models and code paths: Qwen3OmniMoe video processing vs Qwen2.5-VL batched chat-template padding crash." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet-Turbo input sizing mismatch vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated bugs: StableLmConfig missing pad_token_idx vs a backend registration error for tensorflow_text." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is video position IDs and the other is image-placeholder handling in user text; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: Janus image-generation test vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "No shared underlying change: TensorBoard/TensorFlow backend setup vs a missing import_utils availability helper." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Completely different cache-related topics: trust_remote_code cache-path collision vs cache max length only applying to quantized cache." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "One is a broad video-input regression across Qwen VL variants; the other is a placeholder-in-user-text failure. Related area, not same defect." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and SAM3 auto_mappings CI break are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different problems: non-persistent buffers corrupted in v5 vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both touch training loss, but they affect different models and different loss computations; not a mergeable duplicate." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output-shape bug vs XLMRoberta Flash Attention 2 support; no same code-path failure." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id omission and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different domains: exception handling in Fuyu tensor conversion vs Windows/ROCm import dependency issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing embeddings reinitialization bug is unrelated to local-path slash import warnings." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is not the same as VL placeholder parsing failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model weight-shape mismatch on load vs incorrect tied-weights warning in Qwen3-Next; different defects." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and Gemma mm_token_type_ids defaulting are distinct issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both involve SAM3/video, but one is processor selecting image processors and the other is a missing output attribute." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generation cache omission in chunked_prefill and Qwen3.5 recurrent-state reset are different cache bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles indicate unrelated topics; no shared underlying bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script vs loading a multimodal model preset are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a minimum-version packaging issue are clearly different." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2Model vs flash_attention sink-less model crash; different 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": 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:43335", + "issue:43388", + "issue:43550", + "issue:43644", + "issue:43688", + "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: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:43388|issue:43688", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "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:25251|issue:29870", + "issue:43854|issue:44792", + "issue:45563|issue:45584", + "issue:39692|issue:47321", + "issue:45381|issue:46655", + "issue:44242|issue:46897", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "58565940ef35a2fe38469c20972e0b23859b1044a17103ae9a172c25de306fed", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly loose topical similarities, not true duplicates. They span unrelated subsystems and failure modes, so I reject every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the items are heterogeneous and do not form one underlying bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for duplicate triage; there is no shared root cause across the set, so any choice would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is a metric-gathering bug with tuple labels; the other is auxiliary-loss normalization. Different code paths and symptoms." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() mask initialization vs embedding resize/post_init reinitialization are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to image processor over-padding." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is not the same as a SigLIP2 model/pipeline correctness bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype, but they concern different models and different casting failures; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and cache sequence-length tensor arithmetic are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs config round-trip issue; different mechanisms." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation logic and a Python 3.13 import/IndentationError are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription decode crash are different bugs." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Kernel registration missing decorator vs kernels version incompatibility are related only broadly, not the same fixable code-path bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing in serve is unrelated to a missing processor attribute." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are different areas and failure modes." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache loading, but one is cache-path collision and the other is FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention auxiliary-state handling and xLSTM return-value unpacking are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video position IDs in Qwen2.5-VL and memory overflow in Sam3-litetext are not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to the category limit runtime error." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Documentation cleanup and an AMD quark class update issue do not share the same code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output nesting and BART decoder mask assignment are different generate/evaluation bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash test loading problem and Janus image-generation test failure are separate model-specific issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as a Whisper empty-transcription crash." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/example failures and AMD quark class updates are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video preprocessing, but one is wrong vision_position_ids and the other is incorrect padding calculation; different fixes." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Auxiliary-loss omission and double-shift training loss are both loss bugs but in different models and different logic." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash 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": 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:43295", + "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:45803", + "issue:45907", + "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:43295|issue:45276", + "issue:43526|issue:46697", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "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:43644|issue:47321", + "issue:27957|issue:35141", + "issue:45290|issue:46752", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44496|issue:47217" + ], + "prepared_review_unit_hash": "508d078bc648f2e9fb5cc9a9d0e9968e4199d4d071e60adc788804dba12ed6f3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35989, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issue reports. I only see one likely duplicate pair: the two DeepSeek tokenizer regressions in v5. The rest differ by model family, subsystem, or failure mode, so they should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer output becoming incorrect on transformers v5+, affecting the same tokenizer code path; the second looks like a model-specific manifestation/gap of the same regression." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model/token embedding behavior, but one is a regression around processor/tokenizer access and image input handling while the other is a Gemma4 resize_token_embeddings bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: one is label reduction returning only one label, the other is over-padding in Swin2SR." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is a lazy-init recompilation issue; different failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained-related, but one is LoRA/extended-vocab collapse and the other is incorrect visual-encoder key serialization." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings on Gemma4 is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 compressed-tensors weight_scale loading and AMD quark class updates are unrelated backend/model-support issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different missing-model-support paths." + }, + { + "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": "Both touch CI, but one is a stale test and the other is an auto_mappings reference to removed configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal chat/template issues, but one is assistant masks and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to kernel compatibility with 0.16." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Siglip2 model/pipeline mismatch is unrelated to AMD quark class maintenance." + }, + { + "left": "issue:43644", + "right": "issue:47321", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to AMD quark class updates." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to resize_token_embeddings reinitializing output embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; different edge cases." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache handling, but one is missing cache during chunked prefill and the other is device-tensor seq_length breaking static-cache arithmetic on non-CUDA backends." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness and a multimodal model-loading failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is missing TensorFlow in the torch extra backend; the other is a generic dependency issue with transformers." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend mismatch." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Missing model_type in config.json is unrelated to VL image-placeholder handling in user text." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair, issue:44779 vs issue:46489, is plausibly the same DeepSeek tokenizer regression on transformers v5+, and the other rejections are appropriately cautious about differing models, subsystems, or failure modes." + }, + "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": 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:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45632|issue:46234", + "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:43295|issue:45335", + "issue:44295|issue:46506", + "issue:43976|issue:44987", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:44683|issue:45446", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:39692|issue:46932", + "issue:42994|issue:47333", + "issue:46082|issue:46121", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44279|issue:46515", + "issue:43650|issue:44220", + "issue:42994|issue:47332", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "dc9308eeb0bf47a024f55d141f68bd9bb5e38f597cf0911f49da601622013bd6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated import errors, model/config bugs, pipeline behavior, docs/notebook problems, and save/offload regressions. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a duplicate set; it is mostly broad topical similarity across unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42994 is the closest representative of the small save/quantization/offload subset because it is the broadest generalized saving-failure report, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is a missing import utility symbol. Different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config construction vs D-FINE auxiliary-loss behavior; not the same code path." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules with different causes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Completely different import failures: Qwen2_5_VLImageProcessor vs layer_type_validation." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model loading/config recognition vs PIL image processor dependency handling; different issues." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length semantics and CPU/CUDA result divergence are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and embedding-resize propagation are different behaviors." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered buffer and differing CPU/CUDA results are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific model are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline selecting image processors and a notebook syntax error are not duplicates." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and max_cache_length handling are separate cache bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an AuxRequest import/version-check issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading and missing text_config unwrapping are different model-config issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image-processor label reduction and text-classification docs are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache logic and ANSI output formatting are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Broken SigLIP2 documentation example vs Gemma4 quantized dtype casting; different artifacts and failures." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save-related, but one is a general quantized-model saving failure and the other is a disk-offloaded Qwen3-A3B save bug; not the same concrete code path." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-param JSON list handling are distinct config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature extraction issue are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and a FlashAttention regression for Ministral-3 are different problems." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A Janus image-generation test failure and cache max_length behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; different failure classes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A broad dependency issue and a torch 2.4.1 incompatibility are not duplicates." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Spammy/irrelevant issue title vs fbank feature extraction bug; no relation." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Related save/offload theme, but different model family and likely different serialization path." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the failing models and triggers differ; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue vs general dependency issue; too broad to be duplicates." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty-list chat template crash 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": 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:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45081", + "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": [ + "issue:43824|issue:44933", + "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:42796|issue:43650", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "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:43653|issue:45593", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:44462|issue:45081", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:43854", + "issue:43644|issue:47145", + "issue:43650|issue:46209" + ], + "prepared_review_unit_hash": "713f14fe577465cf3c311581a4266d41e9823cae6c92e295c7c6868b1e9cb217", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the soft links are mostly superficial similarity across unrelated Transformers bugs, docs issues, tokenizer regressions, and dependency/import problems. I would not merge any of these pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is suitable; the items span distinct subsystems and failure modes, so treating any one as the duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: none of the issues appears central to the others, and the similarity scores are driven by generic wording rather than a shared underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they fail in different modules and symbols (`Qwen2_5_VLForConditionalGeneration` vs `image_utils`), so they are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different model families and different config mistakes: default multimodal configs on `None` vs a missing `deepstack_visual_indexes` field." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated code paths: token embedding resize propagation for t5gemma vs Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading regression, the other is incorrect `save_pretrained` checkpoint serialization; same family but different operation and symptom." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to `AutoModel`/`config.json` model-type loading failure." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions in different tokenizers/pipelines: processor/tokenizer image handling vs Deepseek tokenization output." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency complaint is not the same as bumping `MIN_PEFT_VERSION` to an unreleased version." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs wording for text classification is unrelated to VL models failing when the image placeholder appears in user text." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: pipeline choosing an image processor for video classification vs breakage with `remote_code` model loading." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but they concern different examples and different behaviors; not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to the placeholder issue labeled `ADD THE DATA`." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is a different bug from fast tokenizer thread-safety regressions." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A batching/partial-result bug in mask generation does not match a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different objects and operations: Blip2 dtype loading vs Qwen3.5 checkpoint save serialization." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different incorrect outputs, so they are not one bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a `tie_word_embeddings` warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility for Transformers is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection and Gemma4 PLE device placement are different code paths and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights is not the same as `resize_token_embeddings` failing to update Gemma4 token embedding modules." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are completely different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a load regression and the other is incorrect saved visual encoder keys; different concrete problems." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring `tokenizer.json` and crashing in `_patch_mistral_regex` are separate tokenizer issues with different failure modes." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation around `head_dim` is unrelated to missing kernel-registration decorators." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Reject: one is a config constraint check, the other is stale `model.config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "`HybridCache` import failure is a specific missing symbol; `45278` is a broad upgrade-induced import breakage, not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen-related failures: Qwen3VL/MoE model loading vs a unit-test load issue for GLM-4.7-Flash." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer initialization bugs are not the same as FP8 frozen checkpoints skipping `weight_scale` application." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No overlap beyond being model-related; one is a placeholder/content issue, the other is an FP8 inference failure on B200." + } + ] + }, + "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": 44, + "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:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "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:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43931|issue:47145", + "issue:44016|issue:44291", + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:43441|issue:45834", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44246|issue:47217", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:45600|issue:45712" + ], + "prepared_review_unit_hash": "0b2c5a3e49b97f31dd16b1d03b2030e55d46cfc51d91a0e8bf3b40973489e027", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs cover unrelated bugs across loading, quantization, generation, docs, and model-specific regressions. None of the candidate pairs look like the same underlying issue, so no soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single anchor is needed, issue 43873 is the most representative because it is broad, still open, and has the most external references; however, it is not a true duplicate hub for the rest of this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Both are loading/precision-related, but one is a Qwen3-VL shape mismatch and the other is FP8 weight_scale handling; different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs. init_empty_weights argument handling; unrelated failures." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both involve missing defaults, but one is MoE router loss computation and the other is Gemma 4 token type ids; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard-without-TF are unrelated issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs. Hub API revision forwarding; different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are different runtime errors." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI code emission in loading_report vs. Qwen3.5 variable-length position_ids; no shared root cause." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offload, but one is a general offloading problem and the other is a missing weight_scale application on loaded checkpoints." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload in rotary embedding and the other is variable-length position_ids behavior." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different model config bugs: Phi4Multimodal defaults vs. Llama4 missing pad_token_id." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Gemma 4 processor loading import errors." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: FlashAttention regression vs. Kosmos2.5 OCR index error." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and a large slowdown after upgrade are not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are distinct problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are separate lifecycle bugs." + }, + { + "left": "issue:44242", + "right": "issue:47217", + "accept": false, + "reason": "Load-balancing loss omission and VL image-placeholder failures are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions affecting CamemBERT masked LM outputs and DeepSeek tokenization." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Save-pretrained file omission and Gemma-4 zero3 from_pretrained failure are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "These are different model-specific bugs with no shared underlying mechanism." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs. Gemma4 forward device mismatch; not the same issue." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend problem and torch-transformers incompatibility are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 pad_token_id missing and glm-4v-9b loading failure are different model bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but cache chunked-prefill and CLIP hidden_states are separate code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorBoard backend errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch and import-time slowness are different classes of problem." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing model config attribute, the other is trust_remote_code returning incomplete config fields; not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Repo cleanup/CI breakage in auto_mappings and leftover dummy classes 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": 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:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43575", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "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:46291", + "issue:46399", + "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:43575|issue:47145", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:44589|issue:45362", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:47176|issue:47177", + "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:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:44295|issue:45397", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:46614|issue:46665" + ], + "prepared_review_unit_hash": "6a662e23ff1b5b266ab8e78ad107fa877cecf2a446d371168390224966d21a30", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36405, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly title-similarity false positives spanning unrelated bugs. I would not merge any of the soft pairs; the closest match is the Qwen3/Qwen3VL MoE loading pair, but the reported failures are still too different to treat as the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45561 is the strongest standalone issue in this set to anchor triage: it is open, has the highest discussion/inbound signal, and describes a concrete reproducible bug with clear impact. There is no single obvious canonical for the whole mixed set, but this is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45561 is the best global issue candidate because it is active, well-scoped, and has the most evidence of user impact in this collection. The other issues are mostly narrower or clearly unrelated to the soft-match candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM loading a Qwen2-57B-A14B model is unrelated to FP8 frozen checkpoint weight_scale handling; different model family and code path." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report; no shared bug surface." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral-3, but one is tokenizer BPE marker handling and the other is FlashAttention failure in v5 RC; different failure modes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling for still images and the other is Qwen3.5 variable-length input handling." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a Qwen3.5 chat crash; no common code-path evidence." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to the Python version support regression." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct vulnerabilities and would not be fixed by one PR." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are separate model-loading problems with no direct overlap." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offloaded Qwen3-30B-A3B save failure are different workflows and code paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import of transformers is unrelated to unrecognized model_type during AutoConfig/AutoModel loading." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to FP8 compressed-tensor frozen checkpoint scaling." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "Failure to run 3d_parallel.py is unrelated to the Python 3.9/3.10 compatibility regression." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related, but one is a feature-length extractor helper bug in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels import/version gating and Qwen3.5 apply_rotary_pos_emb decorator registration are different integration problems." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding math and AutoProcessor backend-missing error are different issues in different parts of the vision stack." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both touch Qwen3.5, but one is kernels registration and the other is position_ids for variable-length inputs; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder-in-user-text handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading on newer Transformers, but one is LoRA compatibility after training on hf4.x and the other is Qwen3VL MoE model loading; similar theme, different concrete failures." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism output packing." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux=None crash and Qwen3.5 variable-length position_ids handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are unrelated testing/generation issues." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules safety bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained-in-Python-class inconsistency are different state-management 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": 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:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45593", + "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:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:42915|issue:47312", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:43295|issue:45292", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:44451|issue:46752", + "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" + ], + "prepared_review_unit_hash": "70909d3badb06b3b3dd6f5c7f101f55b2d6bfb5796cdfc212385a03a58e047ab", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. Several pairs share a broad subsystem theme (video/VL, DeepSpeed, config strictness, embedding resizing), but none look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Both are runtime/model issues, but one is Bamba + torch.compile/SDPA and the other is PPDocLayoutV3 CPU/CUDA divergence; different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention losses, but one is router load-balancing loss gating and the other is D-FINE auxiliary losses; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the failures are different: Qwen3OmniMoe ValueError vs SmolVLM padding calculation." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression vs resize_token_embeddings not updating output embeddings; unrelated mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; no shared bug." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and generic kernels 0.16 incompatibility are different issues with different triggers." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing-vision-backend handling is not the same as VL image-placeholder handling in user text." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both touch DeepSpeed, but one is weight conversion under accelerate+deepspeed and the other is a ZeRO3 deque index error." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated code paths." + }, + { + "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:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to the ZeRO3/BertModel index error." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but one is broad multimodal model video-input regression and the other is a specific video-processor padding bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor vs missing HybridCache; same symptom class, different underlying issue." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one drops a config field under @strict and the other fails to unwrap text_config." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression and embedding resize behavior are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resizing bug vs version-dependent tokenization change; not the same fix." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and tokenizer slowdown after upgrade are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and apply_chat_template empty-list crash are different code paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error and removed Sam3LiteText configs in auto_mappings.py are different failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern weights/embeddings, but one is device-dependent serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "AMD/Windows/ROCm import-distributed error vs quark class not updated; same ecosystem, different bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model that does not support Flash Attention 2.0 yet; the other is a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 output attribute missing and SAM3-litetext memory overflow are different problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct config 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": 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:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46851", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44242|issue:44857", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:42199|issue:46851", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44361|issue:44749" + ], + "prepared_review_unit_hash": "e1b6da4ce9f0297beba398fecd5b00d3b6d7e34fd317489cdebb08a06cd63bb7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35450, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft links mostly connect unrelated bugs across tokenizers, vision/video models, distributed training, config loading, and pipeline utilities. None of the proposed pairs look like the same underlying change or fix.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue stands out because the items are not a single duplicate set; they span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No strong best issue candidate; any representative would be arbitrary given the lack of a shared root cause across the cluster.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Both are loading-related, but one is missing files on processor save and the other is AutoProcessor complaining about a missing vision backend. Different bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "The former is a Qwen3-VL-Moe loading/version issue; the latter is a CPU vs CUDA discrepancy in PPDocLayoutV3. Unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model loading failure for a specific repo on transformers>=5.1.0; the other is tokenizer error masking when protobuf is absent. Different root causes." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate UnboundLocalError and MLFlow job-status reporting are completely unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache on a second forward pass in GlmMoeDsa is not the same as Gemma 4 requiring mm_token_type_ids to default to zeros." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and a Windows ROCm import/dependency error are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing and a float16/CUDA crash in LwDetrImageLoss are distinct training bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and deepspeed causing optimizer.step() twice are both distributed-training related, but not the same concrete bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config rejection for granite_speech and a Windows ROCm import error due to torch.distributed are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning in Qwen3.5 fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and ESM2 being broken are different model/tokenizer issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache on second forward pass and an s_aux=None flash_attention crash are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video-input ValueError are unrelated model bugs." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in MoE code and missing chat template on a processor are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error without explicit background class and Qwen3.5 variable-length position_ids handling are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure and kernel compatibility with 0.16 are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are both version-related, but not the same underlying issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released and MaskGenerationPipeline dropping the final partial batch are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video vs sam3_tracker config warning are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 embedding-tying warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure do not indicate the same change or fix." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are different API issues." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes and FP8 frozen checkpoint weight_scale omission are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError and a transformers upgrade slowdown 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": 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:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47068", + "issue:47217" + ], + "soft_pairs": [ + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43994|issue:46726", + "issue:46752|issue:47020", + "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:46821", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "6a6cf17a8be42829d6631698d2ac43d7ac143e362ec7a690b54bd0ca73d516d2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false-positive similarity across unrelated Transformers bugs. The only clear duplicate subgroup is the Qwen3.5 MoE `from_pretrained`/missing-field reports (45310, 45375, 45478).", + "confidence": 0.87, + "canonical_issue_reason": "issue:45375 is the most root-cause-specific report in the only real duplicate subgroup: it names the missing `deepstack_visual_indexes` field that likely explains the broader Qwen3.5 MoE `from_pretrained` failures seen in 45310/45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best anchor for triage because it is the most actionable and explanatory of the Qwen3.5 MoE loading regression; the other two are more symptom-level reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but they are different warnings in different code paths (`tie_word_embeddings` vs `num_return_sequences`)." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "One is a chat/completions API rejection; the other is a Gemma pipeline roundtrip/tokenization issue. Different failures." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch performance/compile behavior, but one is divergent attention kernels and the other is cache lazy-init recompilation. Not the same bug." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Auxiliary-loss behavior and a CUDA host-sync concern are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation parsing crash vs static-cache arithmetic/device tensor bug. Different subsystems." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and post-upgrade data-filtering slowdown are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/model-loading related, but one reports bad outputs while the other reports missing backend handling for AutoProcessor." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat template input and tokenizer init expecting a sequence are different API failures." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and processor missing-files are different concrete bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Training slowdown after upgrade is not the same as optimizer step being called twice under deepspeed." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a pipeline batch-finalization bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading vs ESM2 broken are not the same failure." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization missing files and duplicate optimizer stepping are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque underflow are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing SAM3 vision encoder field and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a SAM3 output attribute and the other is trust_remote_code config hydration; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import NameError in sentence-transformers and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and missing-vision-backend processor loading are different issues." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring and a real variable-length position_ids bug are not duplicates." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation message and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different problems." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 loading issue; no concrete shared failure mode." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Both mention runtime behavior changes, but one is attention-kernel branching and the other is position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race and VL image-placeholder parsing failure are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE loading/config regression: 45375 names the missing field likely causing the generic `from_pretrained` error in 45478." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5 VL/MoE bug and processor save_pretrained missing-files bug are different issues." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss infeasible-cost-matrix training failure." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "The generic Qwen3.5 Moe `from_pretrained` error and the missing `deepstack_visual_indexes` field report are the same loading/config bug at symptom vs root-cause level." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only convincing duplicate subgroup is the Qwen3.5 MoE loading/config trio (45310, 45375, 45478), and the other soft-edge rejections are reasonably cautious without overclaiming." + }, + "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": 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:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43704", + "issue:43723", + "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:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:44945|issue:45753", + "issue:42175|issue:44933", + "issue:45561|issue:47059", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:42831|issue:44222", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:42673|issue:43704", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "54d6db538bb3d9c1fbcb394998c38b792c2ea2e540705e29625415c8917e2fb5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports; only the Qwen3ForCausalLM VRAM leak pair looks like a true duplicate. The rest are topic-adjacent but point to different models, symbols, or failure modes, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earliest report of the exact Qwen3ForCausalLM VRAM leak, and issue:43704 repeats the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue representative: it matches the duplicate pair exactly and has the fuller original report/discussion, while issue:43704 is a later near-verbatim repeat.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Whisper timestamp decode crash and the other is a Kimi-K2.5 tokenizer codec/regression issue." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Different failures: AutoTokenizer loading in v5 versus continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation cache behavior, but one is about sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "One is about TF32 API settings; the other is an old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both involve generation/runtime behavior, but one is quantization offloading and the other is incorrect output under pipeline parallelism." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "One is about add-new-model-like and tokenizer mapping names; the other is a CLI/huggingface_hub completion API break." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different bugs: embedding dtype regression versus a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are patch/docstring related, but one is a tokenizer regex crash and the other is an auto-docstring annotation crash." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: CUDA float16 loss crash versus docstring diagnostics printed at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different areas: Gemma4Processor tokenizer attribute error versus Gemma pipeline roundtrip failure on a specific character." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is tokenizer roundtrip behavior and the other is a pipeline failure for a different output class." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different versions and different Qwen3.x MoE from_pretrained failures." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different bugs: D-FINE auxiliary loss behavior versus auto_docstring import-time output." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different objects (AutoImageProcessor versus HybridCache) and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both are FP8/Qwen3.5-Moe adjacent, but one is save_pretrained in FP8 and the other is from_pretrained loading failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation bugs: sync_gpus/cache update issue versus a failed janus image generation test." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both affect model output, but one is pipeline parallelism and the other is an infinite loop on a specific image." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "One is backend extras installation behavior; the other is a missing image_utils import." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Different concurrency/config issues: xdist race in testing utils versus CLI completion API breakage." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Completely different bugs: MLflow reporting on failed training jobs versus DeepSpeed Adafactor OOM." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: PEFT version pinning versus auto_docstring stdout noise at import time." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior for MoE." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different code paths: Qwen3.5 recurrent-state reset in modular generation versus a DeepSpeed compute_loss host sync concern." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported symptom: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors from transformers-related packages, but they reference different missing names and different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "One is Python-version compatibility in Transformers 5.1.0; the other is a missing import from image_utils." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different packaging/backend issues: torch-only install omitting TensorFlow versus leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different problems: unrecognized model/config loading versus a pytest-xdist race in testing utilities." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core grouping looks right, but one justification is not fully grounded: issue:42673 does not show any inbound references, so \"more discussion/inbound attention\" overstates the evidence. The rest is mostly conservative, but I\u2019d still reject on precision grounds." + }, + "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": 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:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:42898|issue:45812", + "issue:43479|issue:46829", + "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:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "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:44295|issue:45656", + "issue:22355|issue:28282", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:44222|issue:44297", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "90526d81f3c485286a4087f0086a7ea86116c5ab3d53694d96dba6b848de10d7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36941, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, training, documentation, and infra bugs. None of the soft pairs look like the same underlying issue. No PRs are present. The strongest representative item is the FA2 long-context performance regression.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits well because the items span unrelated bugs and examples; picking one would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most representative/high-signal item: a widely discussed performance regression affecting FA2 long-context generation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: sentence-transformers loading hang vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Token addition regression vs tokenizer thread-safety regression; different failure modes and code paths." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline hub call in AutoTokenizer patching vs fast tokenizer thread-safety; unrelated issues." + }, + { + "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 Granite token IDs." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization vs output field misassignment in a video classifier; different subsystems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs tokenizer thread-safety; different concrete problems." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads is separate from FA2 long-context performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 vs special-token insertion bug; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different models/examples and different errors." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI break from removed configs vs huggingface_hub CLI completion break; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs vs model loading regression for Llama 3.2 vision; different issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to MLflow failed-job reporting." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean-up spaces behavior and the other is Deepseek token IDs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default bug vs Whisper word timestamp decode crash; different code paths." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread dataloading is not the same as tokenizer thread-safety." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs MaskGenerationPipeline final-batch handling; different pipeline stages." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup semantics vs processor.tokenizer/images regression; different concrete breakages." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer-related regressions: cleanup-space behavior vs Pegasus output mismatch." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting bug is unrelated to Trainer compute_loss signature changes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan for Qwen3.5 MoE; distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access bug vs deepspeed optimizer stepping twice; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper vs remote-code checkpoint/meta-init incompatibility; different bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models vs Gemma 4 mm_token_type_ids defaulting; not the same underlying issue." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash vs docstring annotation AttributeError; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe vs tokenizer save_pretrained class metadata mismatch; unrelated save bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example empty outputs vs image-classification example dataset loading failure; different scripts and 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": 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:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "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:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44075|issue:46231", + "issue:42796|issue:43723", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "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:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44327|issue:47059", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "358516e0be252a5cd7435c346a6c95c1d50b437677a07b4aad143f1c916c9f23", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36650, + "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 mostly a loose group of Transformers v5 regression reports, but the soft pairs are not true duplicates: they cover different models, different code paths, or pure documentation/API changes. There is no PR in the cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43122 is the most representative umbrella issue here: it explicitly captures a concrete v4.57.3\u2192v5 tokenization regression, which is the closest shared theme across the cluster. It is still not a duplicate of the others, but it is the best canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest single issue to keep as the cluster representative because it is specific, reproducible, and directly tied to the common v5 behavior-change theme. It is broader and more triage-friendly than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer behavior vs documentation parameter naming; same area, different bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer import failure are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes are separate repo/compatibility issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface registration semantics are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch and double optimizer step are unrelated problems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor.save_pretrained file omission do not match." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained bug and processor save_pretrained missing files are different failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent buffer corruption are separate issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy class leakage are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure and missing chat template error are different subsystems." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids versus RoPE implementation discussion; one is documentation, the other is code behavior." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch on save and Qwen3.5 MoE from_pretrained failure are distinct loading bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different causes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue and flash-attention generation failure are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation kwargs handling and a warning-message wording issue are not the same underlying problem." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained loading and huggingface_hub CLI compatibility are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different validation behaviors." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer architecture change and Minimax attention numerical drift are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and max_shard_size default question are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM3 attribute and MoonshineStreaming off-by-one are different model bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stall and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation bookkeeping and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and remote-code meta-init incompatibility are different." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds and CLI breakage with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation warning/kwargs handling and cache-length behavior are different 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": 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:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "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:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46050", + "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:42907|issue:46050", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "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:44261|issue:45092", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:42796|issue:43122", + "issue:43986|issue:47217", + "issue:43756|issue:44060", + "issue:42886|issue:43066" + ], + "prepared_review_unit_hash": "73fc9602daacb2829f6bf6fd87d1fa574b50dfe2fe6a2d80ed19b2adecb39140", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not contain a true duplicate set; the soft pairs mostly share only broad subsystem vocabulary (tokenizers, model loading, vision backends, quantization) rather than the same concrete bug.", + "confidence": 0.16, + "canonical_issue_reason": "No single issue clearly represents the whole cluster. If one must be chosen, issue 43122 is the cleanest self-contained regression report, but it does not unify the unrelated reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest standalone report: it has a clear version regression, a concrete symptom (tokenization changes across 4.57.3 -> 5.0), and a focused scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "One is a SAM3-LiteText memory overflow, the other a DIA doc example breakage; different failure modes and targets." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model save/load compatibility, but they affect different models and distinct key-loading bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load of quantized models, but the quantization paths and reported breakages are different." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different media-processing bugs: one is an off-by-one in streaming attention masking, the other a padding calculation issue in video processing." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A vague dependency complaint versus a performance issue in SequenceFeatureExtractor.pad; no shared underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and XLMRoberta with Flash Attention 2 are unrelated problems." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention AutoProcessor/backend availability, but one is a video-model crash without torchvision and the other is an unrecognized image-processor error; too different to merge." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are unrelated code paths." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming window masking are different model-specific bugs." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A misleading model-type warning versus missing SAM3 text-encoder weights; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch DSA indexing, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Separate import errors for different classes; they do not share a single missing export or code path." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe from_pretrained issues are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "A model-loading failure and a CLI completion incompatibility are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "LayerNorm epsilon precision error and remote-code/meta-init incompatibility are different issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration and NaNs in classification heads are distinct symptoms with different causes." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated failures." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing module import and tokenizer spacing behavior are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI and a NameError on sentence-transformers import are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence and a wrong docstring are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError versus stale auto_mappings references; different code paths and fixes." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy and a Qwen3.5 infinite-loop case are unrelated model problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping corruption and missing BOS/EOS insertion are both tokenizer bugs, but they are different concrete behaviors and fixes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization and streaming mask off-by-one are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; too broad to treat as the same bug." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL/image handling, but one is a missing-backend crash and the other is an image-placeholder parsing failure." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and incorrect tied-weights warnings are unrelated model-architecture bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong decoder type in v5 are distinct tokenizer 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": 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:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "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:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46369", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:39401|issue:44521", + "issue:42907|issue:44945", + "issue:44117|issue:44704", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:22355|issue:29159", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "c681986ab3137ebfc957f57676a32b245acba451448e706384908664177c308d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35874, + "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 a loose collection of Transformers bug reports across tokenization, multimodal processing, import/export regressions, and model-specific failures. The soft pairs mostly share a subsystem or version context, but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45278 is the broadest regression report here, covering multiple import failures after a version upgrade; it is the closest umbrella candidate, though this cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general, widely applicable user-facing regression among these issues, but it is still only a loose umbrella rather than a clean canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different failure modes: offline cache loading for tokenizers vs quantized model saving." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3 video, but one is a model-type mismatch warning and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 42757 is a specific missing symbol from huggingface_hub while 45278 is a broad package-wide import regression." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated model code paths: mllama mask handling vs deepseek-v4 tensor transpose logic." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Same broad area of model loading/performance, but XLM-R Flash Attention 2 and Sentence Transformers loading stuck are different problems." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both touch initialization, but 5.0 custom model init breakage and NaNs in classification heads are different concrete failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch in saved config are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading-related, but Sentence Transformers hanging and a MacOS bus error with CLIP are different defects." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model save failure is unrelated to loading a Phi-4 multimodal model." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug is unrelated to a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version behavior change and the other is continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support regression and incorrect LLM output under pipeline parallelism do not share the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific tokenizer are different tokenizer bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import is one symbol-level export issue; 45278 is a broader multi-import regression, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug is unrelated to assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and multimodal assistant_mask generation are not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings deprecation and a DSA indexer implementation bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow vs fast tokenizer inconsistency." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and apply_chat_template crashes with tool-call messages are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-video-related, but model-type mismatch and missing fpn_position_embeddings are distinct defects." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe processing issue and position_ids buffer access error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46762", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42757|issue:44351", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43976|issue:45446", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:45357|issue:45478", + "issue:42673|issue:45072", + "issue:28348|issue:46640", + "issue:44625|issue:46002", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "b70df2199b2c1a9956cf38a602c4aaca878b32e610bea310dab036709523c4fc", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34397, + "estimated_input_tokens": 8600, + "estimated_eval_tokens": 17456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports spanning different models, regressions, and subsystems. No pair is convincing enough to merge as the same underlying bug/change under a strict duplicate standard.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45216 is the most specific, high-signal regression report in the set: it names Qwen3.5, `save_pretrained`, and a version boundary (`since 5.4.0`), making it a good representative issue for the closest-related save/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest standalone issue because it is concrete, reproducible, and narrowly scoped compared with broader import-error or model-family complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.4+, but one is about incorrect saved visual encoder keys while the other is a from_pretrained error for Moe; related area, not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Flash Attention 2 on Qwen3.5-VL and FP8 `save_pretrained` for moe are different failure modes and code paths." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "One is a DeepSeek v4 tensor/transposition issue; the other is numeric divergence in Minimax attention. Same broad attention area, different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers/models and different symptoms." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Run classification empty outputs and Gemma 4 text-only fine-tuning token IDs are unrelated application-level bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "An import error for `transformers.onnx` is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer and stale phonemizer backend state in Wav2Vec2 phoneme tokenization are different tokenizer subsystems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype changes in evaluation and wrong output under pipeline parallelism do not describe the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is a backend/dependency install issue; the other is a Python 3.14 import/load failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different packages, symbols, and breakages." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage and kernel compatibility with version 0.16 are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bugs and multi-label classification script behavior are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after `sync_gpus` are different code paths and symptoms." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation drift and Qwen3_5 image-triggered infinite loop are different model-specific failures." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` and a feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check in flex attention are distinct dependency issues." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docs parameter-name mismatch and import-time doc-lint stdout noise are not the same underlying problem." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request rejection and VL image-placeholder handling are different API/input validation bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and phonemizer language caching are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with `base_model_prefix` and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "`layer_type_validation` import failure may be one symptom within a broader import-breakage report, but the artifacts do not clearly describe the same concrete bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but one is about visual encoder keys in `save_pretrained` and the other about `from_pretrained` failing for Moe." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches in inference are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request and a generic flash attention issue are too underspecified and not the same concrete defect." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and NaNs in classification heads are different problems." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different model families and likely different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45083", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46231", + "issue:46328", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43937|issue:44485", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:44038|issue:45478", + "issue:44610|issue:46909", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44355|issue:46231", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43618|issue:46829", + "issue:43827|issue:45446", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:33453|issue:39401", + "issue:45405|issue:45446", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:45092|issue:46762", + "issue:44117|issue:45588", + "issue:43064|issue:43673", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "30093f7760a23c109de6fa131146c6c375b266d1e0bd45f24e65e106fa1c92d0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35049, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated Transformers regressions and bug reports, with only weak thematic overlap around tokenizers/loading/v5 behavior. None of the soft pairs look like the same concrete bug or change, so all are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:33453 is the broadest and most generic tokenizer-loading regression in the set, making it the best umbrella canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44117 is the most actionable loading-related report: it names a concrete failing assumption in from_pretrained and can serve as the best representative issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is a GenerationConfig validation bug and the other is a RoPE implementation discussion; different code paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Completely different subsystems and symptoms: stale cache in GlmMoeDsa vs image over-padding in Swin2SR." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated bugs in different modules: qwen3_omni_moe feature length helper vs flex_attention version check." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3/Moe and v5, but the titles point to different failures and likely different fix paths." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Model processor dimension mismatch is not the same as a broken documentation example." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different problems: example script returns empty multi-label results vs implementation discrepancy with SigLIP2." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are separate bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer decoder type and the other is an accuracy regression for a specific model." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated issues." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor, but one is missing vision backend handling and the other is HTTP 429 retry behavior." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A failing example script and a misleading pipeline error message are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but they affect different model classes and different output attributes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the flex_attention version check bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embedding weights in UMT5Encoder is not the same as AutoProcessor failing to pass kwargs to cached_file." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance issue and streaming pipeline regression are different code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer issues, but the former is a generic loading regression while the latter is an offset_mapping bug in Qwen3." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is unrelated to the AuxRequest import version check." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class and HTTP 429 retry behavior are not the same underlying bug." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different model families and different math bugs: mllama mask handling vs auxiliary loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 loading/type behavior, but one is an unexpected init_empty_weights argument and the other is PretrainedConfig type checking." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-init incompatibility and numerical attention differences are different classes of bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption and GenerationMixin cache missing are separate regressions." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid and stale num_return_sequences warning 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": 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:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:44263|issue:46762", + "issue:44117|issue:45081", + "issue:42222|issue:47000", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:42222|issue:46752", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45632|issue:46981", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:44704|issue:47110", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43122|issue:46298", + "issue:43937|issue:44496" + ], + "prepared_review_unit_hash": "97244282abf1fb57268791a61bfc2c118e8190718e6ddab973f6ad0b68eb4c9a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35161, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the paired issues only share broad subsystems or surface symptoms, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45561 is the best anchor because it is the most detailed and actionable testing-utils report among the near-matches, but it still should not be treated as a duplicate of the other testing-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the strongest standalone issue: open, specific, and well-scoped, making it the best representative issue in this set even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Both involve model weights and training behavior, but one is a device-dependent serialization issue and the other is NaNs after checkout/init; different bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention masks/scaling, but they hit different models and different code paths with different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A split/indexing bug in one model is not the same as numerical differences in a different attention implementation." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related crashes, but one is a mapping fallback problem and the other is a Mistral regex/backend attribute error." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "A ViTPose model-loading breakage and an RT-DETR loss infeasibility are unrelated bugs." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different errors: masked-out handling in mllama versus training-loss double-shift in Florence2." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation failures, but GLM-5 config validation and Qwen3.5 flash-attention behavior are separate issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "One is a ViTPose model breakage; the other is a Ministral-3 FlashAttention failure. No shared concrete code path." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Model loading breakage is unrelated to chat template empty-list handling." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both touch config semantics, but one is type-checking regression and the other is stale dtype state after from_config." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor output shape is different from a torchvision-missing AutoProcessor crash." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "The SAM3 tracker warning and the MobileLLM key error are unrelated loading/config problems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution failure and a small testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness reports, but they concern different models and distinct tokenization regressions." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A PretrainedConfig type-checking regression is unrelated to the huggingface_hub CLI completion API break." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Both are small utility issues, but one is testing_utils-specific and the other is a performance quirk in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "They both mention testing utils, but one is a generic bug report and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter mismatch in set_training are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file is a different problem from special_tokens receiving a list instead of a mapping." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss are unrelated model-specific bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different export paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping correctness is different from runtime post-processor updates after special-token edits." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regressions and a noisy logging message are not duplicates." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized-model config loading are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:38617", + "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:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "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:43874|issue:44261", + "issue:43012|issue:43577", + "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:43986|issue:45341" + ], + "prepared_review_unit_hash": "105f2d978fd0ee061dcc49bdce533fa6ce49f719f93fd314b8a437868a72d28d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36527, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of unrelated regression reports; I don't see any true duplicates or mergeable PR pairs. All soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs (imports, precision, tokenizer, flash-attention, model-specific failures) and don't form one duplicate thread.", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "No single issue stands out as a safe representative; the cluster is too heterogeneous.", + "best_pr_reason": "No pull requests are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but one is TF32 API guidance and the other is an MLA layernorm config bug; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for a missing symbol and a feature-extraction bug are unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they concern different attention/layernorm mechanisms and different models." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are load/import regressions, but one is a specific multimodal model load failure and the other is a broad post-upgrade import-error report." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "An optimizer-argument bug is not the same as optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One is about shard size defaults; the other is a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both touch numeric behavior, but TF32 policy and FineGrainedFP8 accuracy are different problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config flag and unexpected position-id keys are different v5 compatibility issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type import/API issue and the other is changed tokenization output." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family model loading bugs with different missing components." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split indexing bug is not the same as a RoPE implementation issue." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and repeated 429 retries are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch and missing qkv/gate projections are different model-specific failures." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import error and a PretrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list apply_chat_template crash and streaming pipeline regression are too different to be the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but the reported failures differ: shape mismatch versus from_pretrained loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure and degenerate training under flash_attention_3 are different concrete bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in a processor and missing rms_norm_eps in MLA config are different multimodal bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision themed, but one is a warning during compile and the other is an actual Blip2 loading dtype mismatch." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A shard-size question is not the same as a model loading error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/path bugs in different model code." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in DSA indexing and a DeepSeek tensor conversion/transposition issue are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are not the same underlying problem." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug and a physical-intelligence/fast loading regression are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils issue are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash and testing_utils 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": 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:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:45003", + "issue:45103", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:43097|issue:45588", + "issue:45003|issue:45341", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:43097|issue:46050", + "issue:45440|issue:46172", + "issue:43986|issue:47312", + "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:44117|issue:46701", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44936|issue:46365", + "issue:43986|issue:44484", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116" + ], + "prepared_review_unit_hash": "5f420ae1e1ae290f0b1dd842ba5f031fa2bea683e43e0818e9e1f6cfb936dc54", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous; the soft pairs mostly share a subsystem or symptom theme, but not the same concrete underlying bug. I would not merge any of the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue has to anchor the set, 43502 is the strongest standalone bug: it has a clear user-facing reproduction (`local_files_only=True` still makes network requests) and points to a direct, high-impact loading-path defect.", + "canonical_pr_reason": null, + "best_issue_reason": "43502 is the best representative issue because it is concrete, reproducible, and affects a core pretrained-loading path that many users can hit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Both are v5-era regressions, but one is about a removed config flag (`tie_embeddings_and_encoder_decoder`) and the other is a flash-attention crash on `s_aux=None`; different code paths and fixes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Both mention utilities, but `sys.modules` access in `modeling_utils` and a small `testing_utils.py` bug are not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import-time slowness and repeated 429 retries in `AutoProcessor.from_pretrained` are unrelated problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen3_5 infinite loop on a specific image vs SAM memory overflow." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving changes, but the root causes differ: removed tying config vs quantized `sinq` model round-trip breakage." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is a native-vs-remote implementation divergence and the other is a `comb.to(...).transpose(...)` bug in deepseek-v4; not the same change." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "A missing `torchvision` dependency crash and a kernels 0.16 compatibility issue are separate dependency problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing attention projections and the other is a missing config field silently dropped by strict loading." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and quantization offloading are different training/runtime bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "A missing image-processor method and a `torch.split` handling bug in a different GLM component are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and final-partial-batch masking are separate pipeline bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "A tokenizer `AddedToken` keyword conflict and a `TOKENIZER_MAPPING_NAMES`-is-None assumption are distinct import/tokenizer issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both touch Qwen3/VL variants, but they describe different model-specific defects with different symptoms." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch bfloat16 warning and a TimesFM `window_size` AttributeError do not share the same bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different removals." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2+PEFT and Liger Kernel not being applied with `model_init` are separate training-stack issues." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but padding calculation and `num_frames` semantics are different bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list `apply_chat_template` crash are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A deepseek-v4 tensor operation bug and an accuracy regression after upgrade are not the same concrete issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but `layer_type_validation` and `HybridCache` are different symbols with different causes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing `set_seed()` in tests and a noisy logging message are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` after `trainer.train()` failing and importing `Trainer` only after uninstalling `datasets` are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A video-model import crash without torchvision and a `max_shard_size` default question are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs and an `auto_docstring` crash under future annotations are separate code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only=True` still making HTTP requests and a missing `embed_tokens.weight` in UMT5Encoder loading are distinct loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba `torch.compile` SDPA failure are unrelated model-specific problems." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure and a streaming pipeline regression in v5 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": 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:36683", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:44380|issue:46421", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45584|issue:46365", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:44038|issue:44230", + "issue:44734|issue:47116", + "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:42757|issue:43824", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485" + ], + "prepared_review_unit_hash": "31940c257f338580e7013742d606d7643e1d2c4d63aa46d9e0b728741e9667a6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge duplicate pair looks like the same underlying bug/change. The items span unrelated areas (Python load failures, backend mapping, model-specific bugs, docs/warnings, and training/runtime regressions), so this cluster should not be merged into a single canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: Python 3.14 import/load compatibility vs an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to cache lazy init causing recompilation with chunked prefill." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer state mismatch during training is a different code path from a streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3.5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compilation warning is not the same as a Bamba model compile failure under SDPA." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into imports/dir() is a repo hygiene issue, not a noisy logging bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is unrelated to inability to save Pipeline objects with save_pretrained()." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 is different from an isolated reproduction of another issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error messaging is about task support, while the other is about saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch warning on bfloat16 compilation does not match a tie_word_embeddings warning from LoRA fine-tuning." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure after token alignment is unrelated to importing Trainer conflicting with datasets." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model is not the same as a Python version compatibility/load failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight on UMT5Encoder is unrelated to the default max shard size in save_pretrained()." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation mismatch, not the streaming pipeline runtime regression." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe v5 compatibility and FP8 inference support are distinct model/backend problems." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV cache continuation tensor indexing in transformers serve is a different service path from streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignoring GPT2 attention scaling is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage is not the same as the deepseek-v4 transpose bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Model support for Flash Attention 2.0 and GPT2 attention scaling under SDPA/FlashAttention are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init API restriction is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is a functional API change, not a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning one label are unrelated bugs." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are different import errors." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated errors." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to degenerate zero loss in single-label classification with num_labels=1." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging under pip install '.[torch]' is unrelated to Trainer import failing because of datasets." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A PyTorch warning about bfloat16 compilation does not match a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models is different from a Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness in SAM HQ is unrelated to a Hugging Face Hub CLI completion attribute error." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer state corruption is a training-distribution bug, not an attention-scaling backend issue." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch is a model implementation bug, not a GLM-5 RoPE implementation discussion." + } + ] + }, + "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": 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:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42831", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44261", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "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:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:43867|issue:46202", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "00c1bdd801f6a40a8f2878fd9627790a725403b8460d68d6ac47f01e23f7c32d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most soft links are broad text-similarity matches across unrelated Transformers bugs (imports, configs, generation, saving, training, CLI, etc.). I found no pairs that clearly represent the same underlying issue or fix, so all soft edges should be rejected.", + "confidence": 0.32, + "canonical_issue_reason": "issue:36683 is the most concrete, actionable bug report in the set and an open item with substantial discussion; it is also one of the few nodes that appears in multiple soft-similarity matches, making it the best available representative even though the cluster is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 has a clear failure mode, explicit error, and enough discussion to serve as the most useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision/accuracy complaints, but they concern different model paths and different root causes; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat/completions request validation issue; the other is a Qwen2.5-VL processor batching crash. Different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; likely unrelated dependency breakages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP output behavior, but one is missing attentions assignment and the other is hidden_states being None. Similar subsystem, not clearly the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for a missing helper and a local_files_only network-request bug are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is about embedding resize propagation and the other about attention-mask semantics; different changes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading failure and a state_dict-sorting load error are distinct loading problems." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different CLIP/GPT2 attention issues and different backends; no shared underlying bug is evident." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug and a Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline save failure and AMD quark class update issue are different functionality." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving, but one is Pipeline.save_pretrained and the other is disk-offloaded Qwen3-VL saving; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and saving Pipeline objects are not the same failure mode." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen config bugs with no concrete shared root cause." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on SAM3 output are unrelated attribute errors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support gating and D-FINE auxiliary-loss behavior are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model/config behavior, but one is a missing config field and the other is an optimizer argument bug." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring stdout noise are unrelated import-time behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility complaints, but they target different Python versions and likely different breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Model loading from sorted state_dict and incorrect saved checkpoint contents are different save/load regressions." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "One is attention-mask construction; the other is stale config.dtype after from_config. Different bugs." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and a huggingface_hub CLI completion breakage are unrelated dependency issues." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing config attribute and special_tokens being a list instead of dict are different object-shape bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP output-field regression and a Qwen3.5 save_pretrained regression do not share a code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing configuration attributes in different model families; no common fix is apparent." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation and variable-length position_ids handling are separate training/inference issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decorator issue for cache updates and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 IndentationError in DebertaV2Model are different parser/import problems." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained and a PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict load ordering and Gemma pipeline roundtrip failure are different serialization problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely 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": 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:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46617", + "issue:46664", + "issue:47000", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "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", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:44977", + "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:43502|issue:44485", + "issue:43824|issue:46617" + ], + "prepared_review_unit_hash": "f2f474bf04f9aba7a7a36e17bdcf885d52e3fd38a20db0194bffa2f29472f466", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone issue reports. The only credible duplicate-like pairs are the Qwen3.5-MoE from_pretrained regression and the import-time slowdown report; the rest are too broad or only share a subsystem, not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45125 is the most concrete root-cause report here: it names the exact missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration and cleanly anchors the broader follow-up report 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "45125 is the strongest global triage target because it is specific, actionable, and tied to a clear code-path failure rather than a vague symptom; 41669 is also concrete, but this one is more precise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific from_pretrained failures; same broad symptom, not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder-mask bug and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both touch bbox/detection, but the models, failure modes, and code paths differ." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Only a loose bbox-output similarity; one is a model-output issue, the other is a flaky test." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM are different concrete failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 points at the likely root cause and 44246 reports the user-visible symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-output field regression vs an init/post_init policy issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different serialization/config problems in different models; no shared code-path shown." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration and Python-version compatibility are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are CI/test flakiness reports, but the failing mechanism is different." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache bug; the other is a broad complaint about many models." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Reload/state_dict sorting and visual-encoder key saving are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import dependency error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but FP8 save_pretrained and missing _tp_plan are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model/implementation issues with no shared concrete failure path." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but for different symbols with no evidence of the same underlying breakage." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-MoE from_pretrained regression; 45478 is the broader report and 45125 gives the specific missing-field cause." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading/network policy issue vs AddedToken argument collision are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4 config attribute error and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE config loading, but they concern different missing fields and different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI flakes in different test areas; no shared underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flake vs multimodal model loading failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing bug and trust_remote_code cache FileNotFoundError are different problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload breakage are not the same concrete issue." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and video processor frame semantics are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline request bug and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Top-level import error for a model class and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:45375", + "accept": false, + "reason": "Import export failure and vision-config serialization bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted duplicate-like pairs are well supported by the titles, and the rejected pairs do not overreach beyond what the packet shows." + }, + "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": 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:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "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:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "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" + ], + "prepared_review_unit_hash": "8ec26be0abc40211ffd08082804003e57b4f19e4cc197d241e883349d9103acb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37741, + "estimated_input_tokens": 9436, + "estimated_eval_tokens": 19128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster; the issues span unrelated regressions, imports, docs, model-loading, and CLI behavior. I used issue 43576 as the closest umbrella representative because it is broad and has inbound references, but none of the soft pairs look like mergeable duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43576 is the broadest, most central-looking report in the set and has inbound references, so it is the best available representative even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43576 is the least-specific and most referential issue here, making it the best fit for a cluster representative; however, it should not be treated as a true duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env-command failure vs changed behavior in AttentionInterface.register; different subsystems and different bugs." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic v5 breakage complaint vs a special_tokens key/type error; too broad and not the same code path." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing method in GLM46V image processor vs trust_remote_code cache FileNotFoundError; unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training vs tokenizer loading regression; different functionality." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs slower filtering after upgrade; no shared underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs vs documentation confusion about forward arguments; not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about no_grad decoration on cache updates and the other about sync_gpus/_update_model_kwargs ordering; not the same concrete bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "num_frames semantics in a video processor vs missing vision backend error in AutoProcessor; different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only still making requests vs FP8 save_pretrained/moe behavior; unrelated code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they describe different model-loading failures and likely different fixes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() vs an unrelated issue titled 'racoon'; no overlap." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generate() vs documentation confusion; not a duplicate." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs a specific Llama 3.2 90B Vision Instruct loading breakage; different model/loading failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Saving FP8 moe weights vs inference support for Qwen3-VL/Qwen3.5 moe; different goals and code paths." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for different symbols (AutoImageProcessor vs PreTrainedModel); unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "kwargs propagation through RoFormer methods vs attention implementation not using the attention interface; related area, but not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage vs unrelated 'racoon' issue; no shared bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; different problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken transformers env command vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI vs missing Qwen2_5_VLForConditionalGeneration import; different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import regression vs transformers env command breakage; different packages and bugs." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Broad Qwen3-VL-Moe breakage vs missing _tp_plan for tensor parallelism; same family, but not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error vs loading a trust_remote_code model from cache; not the same failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs a DSA indexer/ReLU discussion; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support vs asking for a weight conversion script; different requests." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field dropped by @strict vs special_tokens list/keys error; different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint; too broad to be the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs unrelated 'racoon' issue; no overlap." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful connection between the two titles; unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id missing vs special_tokens list/key error; different model/config 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": 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:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43352|issue:44961", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44485|issue:46664", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44466|issue:44556", + "issue:44393|issue:45071", + "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:44295|issue:45230", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44704|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" + ], + "prepared_review_unit_hash": "89ff4ab13502a85d7d45037495ae5ae46906456abe4ded651fb2093dd6d97e07", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38628, + "estimated_input_tokens": 9657, + "estimated_eval_tokens": 19570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of similarly worded but unrelated Transformers issues. The overlap is driven by shared keywords like v5, import/loading, cache, tokenizer, and model families, not the same underlying bug or change. No soft edge looks safe to merge, and there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support vs an unrelated placeholder issue; no shared bug path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing in chunked_prefill is unrelated to a typo in cache strategy docs/name." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied in model_init and FP8 inference on B200 are different problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading failure vs special_tokens being a list; different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issue vs TensorBoard/TensorFlow backend mismatch; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files vs a generic bug report; no concrete match." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM num_frames inconsistency; different models and failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior vs unsafe sys.modules access; related theme only, not same defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention import/lazy loading, but one is import-star performance and the other a cache/missing-cache bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4 pad_token_id AttributeError is not the same as a broad 'v5 breaks too many models' regression report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3/VL reports, but one is bbox output error and the other an infinite loop on a specific image." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization of lm_head.weight differs from a checkpoint reload regression; save/load bugs are distinct here." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as a generic v5 breakage umbrella issue." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys crashing on list; different issues." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage is unrelated to checkpoint reload failure." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings warning is unrelated to a cache-strategy typo." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 regressions vs a CLI test failure from a huggingface_hub API change; not same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/loading, but one is intermittent slowness and the other says lazy loading is broken; too broad to merge." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo vs broad v5 breakage report; no concrete overlap." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker warning is unrelated to Liger Kernel application." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star performance issue vs failure to import Qwen3_5ForCausalLM; same area, different bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to a generic bug report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to a Qwen3-VL hallucination/error." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo is unrelated to SequenceFeatureExtractor.pad performance conversion behavior." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage and scheduler kwargs are different subsystems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env breakage and shell command allowlist bypass are distinct issues, one is a security bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs cannot import HybridCache; similar import theme only." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key extraction crashing." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support issue is unrelated to missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward doc confusion is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version incompatibility and shell allowlist bypass are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating issue and comb.to(...).transpose(...) bug are different concrete 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": 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:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "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:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43576|issue:44273", + "issue:45468|issue:46894", + "issue:43298|issue:46095", + "issue:43519|issue:44485", + "issue:43976|issue:47177", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "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:42371|issue:43704", + "issue:44861|issue:47110", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:43519|issue:44623", + "issue:45850|issue:46218", + "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:44230|issue:44623", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515" + ], + "prepared_review_unit_hash": "b959f8d14c25ec875b02699b270abc1150cf0095419ec23d83de7e3f8bb07042", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40777, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports with a few superficial thematic overlaps (tokenizer v5, import errors, flash-attention, processors), but no soft pair clearly describes the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the most concrete and actionable report: it names a specific model family, version threshold, and failure mode for from_pretrained, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single issue to anchor the cluster because it is specific, reproducible, and scoped to a clear regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processors and different defects: timestamp calculation vs video padding calculation." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "One is model_init not applying Liger Kernel; the other is flash_attention_3 training degeneration. Different code paths." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to a shell-command allowlist bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report does not establish the same underlying from_pretrained/Qwen3.5 MoE error." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading are different subsystems and failure modes." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 positional encoding and CohereASR training-loss shift bug are different model bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeekV4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp bug and RoPE implementation bug are different model components." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support regression is unrelated to a tar/zip slip RCE." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated features." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue is unrelated to archive extraction RCE." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 model loading breakage are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and VRAM leak are distinct issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific algorithm bugs with no shared code path evident." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage and a security archive write issue are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad version regression and shell operator allowlist bypass are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE logic." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leak are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash and special_tokens dict/list error are different attribute failures." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to archive extraction RCE." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but the described failures are not concretely the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage and missing module import are not the same underlying problem." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different crash sites: tied weight key handling vs CLI completion compatibility." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and a testing_utils bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Missing Flash Attention 2.0 support and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel support request is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight helper crash and chat template tool-call crash are different code paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue titled Unemployment are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No meaningful relation between the two issues." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No meaningful relation between the two issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing files on save_pretrained are different concerns." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generate() UnboundLocalError and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow cleanup/reporting on failure and checkpoint loading slowness are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "dd9fe5df7779b094972424ec371f26e138598de00649b02ea5608b5a2d4663c8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011339, + "estimated_input_tokens": 252835, + "estimated_eval_tokens": 505926 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 15, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicate reports of one bug; they span unrelated models, docs, config typing, and training/inference issues. The strongest candidate for a representative issue is the high-activity, broad bug report #43240, but there is no coherent canonical duplicate cluster here.", + "confidence": 0.87, + "canonical_issue_reason": "#43240 is the broadest and most actionable issue in the set (clear bug report, inbound references, concrete code-path impact). That said, the surrounding issues are largely unrelated, so it is only a pragmatic representative, not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 has the clearest bug framing and highest apparent downstream interest, so it is the best single issue to represent the cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown in from_pretrained is unrelated to tensor-parallel training failures; different code paths and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Model loading performance is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to fp8 inference support for Qwen VL/MoE models." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different architecture-specific issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in a config class is not the same as tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation are distinct bugs in different parts of the training stack." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs plumbing and RoFormer attention interface implementation are unrelated code-path problems." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss argument handling does not match tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and failure modes; no evidence they are the same underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A segmentation-model ignore_value bug is unrelated to a documentation/typo issue in quantization naming." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type-hint correction and a quantization typo are separate documentation/metadata fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss computation and an incorrect config type hint are different issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm vs RMSNorm is not the same as a type-hint bug in ModernBERTConfig." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "8262141b0f891f226146a14a60fadcbfda145badf48c444ac6ae7e923703bcbb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated feature requests: truncation direction in tokenization, ReduceLROnPlateau-like behavior, and Wav2Vec2 word time offsets. The cluster does not look like a duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: token truncation strategy vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared underlying bug or feature: truncation-from-beginning option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated feature requests in different components: LR plateau scheduling vs audio token timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 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": "26b9ec8fa72cadfe71797ae701aac514c90ad14daa49285b56df779c09ec70c8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues appear to be about different problems: TAPAS tokenization mismatch, a private-model download/auth error message, and a generic BERT model loading failure. I do not see a single underlying bug tying them together.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the three reports describe distinct symptoms and likely different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the broadest and most user-facing model-load report, so it is the best representative if one must be chosen, but it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization behavior is a different problem from a generic \"can't load bert-base-uncased\" model-loading failure; no same underlying bug is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One issue is specifically about private-model download/auth error messaging, while the other is a generic public model load failure; they do not look like the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "598d462a2adcd9e6b5fcd226a0f8d8679b886c2280b951501b1970e816512c59", + "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 both feature requests to add different restoration/super-resolution models, but they are not the same underlying request: one asks for EDSR/MDSR and the other for Restormer. The soft similarity is only at the broad \u201cadd a model\u201d level, so they should not be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #19631 is a reasonable cluster representative because it is older and has more discussion, but it is not a duplicate of #22372.", + "canonical_pr_reason": null, + "best_issue_reason": "#19631 is the better issue representative for this cluster due to higher discussion activity and earlier creation date, though it addresses a different model request than #22372.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Reject: EDSR/MDSR and Restormer are different model-family requests with different expected implementations and use cases. They share only a broad \u201cadd model\u201d theme, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "4136318d1e038f26fda077a7b3db8ee8da3ea7b24bd1c18f6c14a13e2020a4f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Flash Attention 2 support across more architectures, while the other asks for GGUF support across more architectures. They share the same community-contribution framing, but the requested changes are different feature areas and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues describe separate enhancement requests with different targets (Flash Attention 2 vs GGUF), so they should not be merged as one underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; both are distinct feature requests and neither is a duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the titles and bodies point to different enhancements and different implementation areas, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "160ea7fae98d3c76a6257efd59821dbea6a5d4d11faa11bc465e830b97e69f99", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18658, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18658, + "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 language-specific i18n translation requests plus several near-duplicate generic/template or spam-like issues. The similarities look driven by shared issue templates rather than the same underlying translation task, so I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #38435 is the clearest concrete example in the set: it names a specific language (Romanian) and looks like a normal translation request, unlike the placeholder/gibberish items.", + "canonical_pr_reason": null, + "best_issue_reason": "#38435 is the best representative issue because it is specific, intelligible, and complete enough to stand in for the cluster\u2019s translation-request pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad i18n-docs template, but different issue instances with no evidence they request the same language/change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Title/body similarity is template-level only; no sign these are the same concrete translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Shared placeholder/template wording, but not the same underlying language-specific request." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Looks like another template-like or malformed translation request, not clearly the same task as Turkish." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian are distinct translation requests, so these are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; similarity is only from the template." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so they are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "No evidence these refer to the same concrete translation change; titles are only superficially similar." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian docs translations are distinct tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Template overlap only; no shared concrete bug/change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Same template family, but no evidence of the same language or change." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Placeholder/template issue is not the same as the concrete Romanian translation request." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Likely malformed/template content, but not clearly the same translation request as Romanian." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Gibberish/foreign-language text suggests a different issue instance, not the same Romanian request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like templated i18n requests, but there is no evidence they target the same language or edit." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical-looking template text is not enough to treat them as the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Template similarity only; no concrete shared translation task is visible." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different issue instances with template-like content; not enough to conclude duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Malformed/non-English title does not establish the same underlying request as the placeholder issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but no concrete evidence they are the same translation request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Looks like similar templated translation noise rather than the same task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No shared explicit target or code-path; only template resemblance." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different issue content; similarity is not strong enough to merge as duplicates." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Template-level similarity only; not the same concrete underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No evidence of identical translation task; titles are only superficially alike." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Malformed title/content does not indicate the same issue as the generic template one." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both look noisy and i18n-related, but they do not clearly describe the same change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Shared templated wording is not enough to conclude the same underlying translation task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No concrete shared language/change; only broad template similarity." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different issue instances with only template-level overlap." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both titles are garbled, but there is no reliable evidence they refer to the same actual request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Two different non-English/garbled titles; not enough to treat as the same change." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No clear shared underlying translation task beyond noisy text similarity." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Distinct malformed titles with no concrete evidence of duplication." + } + ] + }, + "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": "7b939a86c7d20a80d1020b8bfc94d40e505d0bfe362f7333c6d754b36ea159c9", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31686, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31686, + "estimated_input_tokens": 7922, + "estimated_eval_tokens": 16100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster in the strict sense: it\u2019s a loose collection of unrelated model-request issues that all share the generic pattern \u201cadd support for X.\u201d The soft links look title-driven, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue:41115 is the most generic representative title, but it is still just one specific model request and should not be treated as a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:41115 is the broadest representative request in the set, but the cluster is too heterogeneous to collapse onto it as a true duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint tasks, but one is a matcher and the other adds a detector+matcher; 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different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs. weight-sparse transformer request; different underlying work." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS target different model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different feature requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support vs. OpenAI weight-sparse transformer support; not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT vs. LLMDet; different architectures and support paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions, not a duplicate request." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture support are different models and different changes." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet vs. Qwen3-ASR; unrelated model families." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are different requests with no shared code path." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet support vs. ModernVBERT models; different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are different model/code changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model support requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 model addition and Qwen3-TTS support are different underlying requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs. Qwen3-ASR support; 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They target different areas and different kinds of work.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46443 is the better canonical issue because it is the substantive engineering change; #38740 is a separate documentation request and not the same underlying task.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best issue to represent the cluster since it describes a concrete code refactor, whereas #38740 is a standalone docs enhancement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different scope and intent: #38740 is a docs-only framework addition request, while #46443 is a vision model RoPE refactor. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "c9ed6288649abe9a5e25c3425504fc6b35bac4e8823e94cdf493331bd9ed521f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "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 unrelated: one is about block decoding behavior, the other about DeepSeek v3.2 model support. There is no evidence they describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues cover different problem domains and do not share targets, files, or a common fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the other; they are not duplicates and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", + "accept": false, + "reason": "Different topics and likely different code paths; block decoding behavior is not the same change as adding support for a specific model version." + } + ] + }, + "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": "21a3c35445efb76345282dc982ca8be1db23baf7d0f68dc1291baccd9448d10b", + "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 issues are about different feature requests in different code paths: one adds a `from_pretrained()` flag for FLCE/Liger fused logits loss, the other requests TiledMLP integration for lower memory usage. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out because the topics are distinct; if forced, #41306 is the more concrete and narrowly scoped request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: #41306 is about exposing a `from_pretrained()` flag for fused logits loss behavior, while #41826 is about integrating TiledMLP for memory reduction. They do not share a concrete bug or implementation path." + } + ] + }, + "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": "25825ecc59e597a3a711b5b7c57c2991c8cf41f3e5719a09a36270c4dc1e357d", + "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 are related only at a high level (custom Trainer behavior), but they describe different problems: unused-column removal customizability vs FLOPS estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the broader, more central Trainer customizability concern; 43600 is a narrower FLOPS-estimation use case and not a duplicate of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/changes: one is about `remove_unused_column` behavior in Trainer, the other is about how FLOPS are estimated for custom trainers. They share the Trainer subsystem but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "30b343ee1b02f3df49ab7af96b1568f10fb3b239e37c19ce4bd5bdd2969a859f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related at a high level (both ask for new AutoModel support for Qwen variants), but they target different model families and different heads/tasks: Qwen3-Omni registration for base/conditional generation versus Qwen3.5 sequence classification support. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader, more representative request around adding AutoModel registration support for a Qwen model family.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 best captures the generic AutoModel registration gap; #44405 is a separate, task-specific extension for sequence classification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Same broad subsystem, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7b1006f6692fbe9ca2cd77586dfb3f2c93fdea1f753df9fa521f1b039a9742ee", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three 'huggingface ' issues look like a likely duplicate cluster based on matching titles and sparse metadata, but the evidence is not strong enough to treat them as confirmed identical reports. issue:43835 appears unrelated. I would use issue:43845 as the canonical issue because it is the earliest created among the likely-duplicate huggingface set.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43845 is the earliest created among the likely-duplicate 'huggingface ' issues (43845, 43846, 43859), so it is the best canonical representative for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best global issue candidate because it is the earliest of the likely-duplicate 'huggingface ' reports and serves as the most natural representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles are different and there is no shared target, file, or body detail tying this to the huggingface reports, so it does not look like the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only a generic soft-similarity signal is present; the available metadata does not show the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no corroborating details, so this is not enough to conclude the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These likely refer to the same topic, but the packet only shows matching titles and sparse metadata, which is not enough to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the evidence is still too thin to confirm identity; 43859 also differs in body length and discussion activity, so treat as likely related rather than a confirmed duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Matching titles suggest possible duplication, but there is not enough concrete overlap in body or issue references to safely merge them as the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is plausible, but the writeup overstates the evidence. The packet only shows the three 'huggingface ' issues share the same title and sparse metadata; it does not establish that they are identical, and 43859 also differs in body length and discussion activity. Please soften the language from 'identical'/'same report' to 'likely duplicate' or 'appears related', and make the canonical reason explicitly based on earliest created among the likely-duplicate set rather than on confirmed identity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "5d6813242efd96e59eb428d93a096ecf145f9371ac6d01cd78d8ec171bb36141", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the items are mostly spam/placeholder issues and a few unrelated generic titles. I would not merge any pair as the same underlying issue.", + "confidence": 0.3, + "canonical_issue_reason": "Issue 47036 is the most substantive and least spam-like title, so it is the best available anchor if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the clearest actionable item in an otherwise low-signal group; the rest look like spam or unrelated generic posts.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both look like spam placeholders, but there is no evidence they describe the same concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders, but not enough to establish a shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion; they do not appear to be the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus community benchmark tip; unrelated titles with no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated Google LLC mention; no shared bug/change is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; no concrete duplicate signal." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but identical low-content titles are not enough to safely treat them as the same issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; unrelated and not the same bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated brand-checkout title; no shared issue is apparent." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no evidence of the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated Google LLC mention; not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "68af0b8157b045884d3730eddf4e10e0a68d35cc4a3cb2b57d9e916550345c17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and highly similar content, so they appear to be duplicates of the same energy-optimization proposal. Issue 45145 is the better canonical candidate because it already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "issue:45145 has the same title as the other issue and slightly stronger linkage via an inbound reference, making it the best duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue to keep as the representative because it appears identical in scope and already has more prior attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and near-identical issue content; these look like duplicate reports of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet: both issues have the same title, the pair has soft-similarity evidence, and issue 45145 has the inbound reference that makes it a reasonable canonical choice. The summary stays mostly conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "23d5f4d95f76e009906944143d9278940ab92b3dce3792fdbe720ea4483698ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries and do not appear to report the same underlying problem, so the soft duplicate signal should be rejected.", + "confidence": 0.98, + "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 names and dates with no shared bug report details, targets, or discussion; these look like unrelated issues rather than duplicates." + } + ] + }, + "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": "4cc489482009af75a7172fb558f444d341c9ce99ebef2675277cbba85e4e878f", + "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": "Two closed issues with unrelated person/date titles and no bodies, links, or shared context. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; if forced, issue #45764 is only marginally earlier, but both appear to be unrelated noise rather than real report content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in format; the names and dates differ and there is no evidence of the same bug, request, or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "a52aab79c9c56fd4077c046bd20d9d1e9900aff4296e347d7e21ee493c088da2", + "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": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. No duplicate or same-underlying-bug signal is present.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more specific, self-contained feature request; 46295 is a separate broad training-capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requested changes and different code paths: model-class addition versus FP8 training support. They do not look like the same underlying bug or feature." + } + ] + }, + "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": "e8b6149cf95446dc64b6f9aa4af6e253bfcea9bb2cd3490310466718c83c46e7", + "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": "The cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related (financial data) but appears to describe a different dataset listing, not the same underlying request as the example/service issues.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the best canonical issue for its duplicate pair: it is the earliest of the two identical \"Example: Financial time series prediction with DataForge\" reports and can stand in for that exact report.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue representative because it is an exact duplicate with the cleanest, most generic title; the other matching pair (45872/45873) is a separate topic, and 45869 is only loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same financial-data theme, but one is a dataset bundle and the other is an example/prediction issue; not the same underlying report." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related domain wording, but the dataset listing and the example issue describe different artifacts and requests." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching metadata strongly indicate the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is a prediction example and the other adds a scraping service; these are different issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: overlapping keywords, but different concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The reports describe different deliverables despite sharing the DataForge/financial time series theme." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue scopes; not the same underlying bug/request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching metadata strongly suggest a duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are supported duplicate pairs by identical titles and matching body lengths, while 45869 is only loosely related by theme. The soft-edge rejections are conservative and the one accepted pair is well supported." + }, + "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": "1cd47c0baa8ae20c086fdac312cb2fc10b50e9c1b7d15bde070f87dd46c9e65d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static cache behavior around linear-attention/Qwen3.5, but the reported failures differ enough that I would not merge them without more evidence of a shared root cause.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying mechanism more generally: `early_initialization` corrupting linear-attention layers and producing shape/runtime failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it names the core static-cache/linear-attention bug rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one reports shape corruption during `early_initialization` while the other reports a `KeyError: 'linear_attention'` in Qwen3.5. These look like related symptoms, not clearly the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b047768e814ab3b6764da1213f5b2cdaa621fa5cd8e602dcc4594358bb09f7df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-exact duplicates: same title, same likely body, and the only meaningful difference is that one is closed and the other remains open. They describe the same Wav2Vec2CTCTokenizer v5 special-token regression.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is open, has inbound references, and appears to be the active tracker for the same bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate overall since it is the active duplicate target for the same concrete tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described regression; these are clearly the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet shows identical titles, equal body lengths, and soft-similarity evidence with issue 46552 open and having inbound references. The canonical-choice reasoning is conservative enough. No mergeability concerns here since this is an issue pair, not PRs." + }, + "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": "7967857c75afd01fea6081a25b73e09125b09f16e324f35a04da3fd3de8dc813", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: a tensor-shape mismatch versus an out-of-memory condition during later epochs. They may both occur while training detection models, but they do not look like the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46657 is the more concrete bug report, centered on a specific tensor size mismatch; 46692 describes a distinct OOM symptom and should not be merged with it.", + "canonical_pr_reason": null, + "best_issue_reason": "46657 is the better representative issue because it identifies a clear code-path failure rather than a general training resource problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different root causes: shape mismatch vs memory exhaustion. Shared training context 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": "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": "82b187484b94bef9a9c1c067b30e8ff0c01bd3b17cfb5e0102ba8d2e76f3d7b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising a ValueError.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the more precise bug report to keep as the representative issue, but it is not a duplicate of 46823; 46823 is a separate loading/dispatch bug with different conditions and failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different code paths and failure modes: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to be 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-46906-19", + "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", + "issue:47377" + ], + "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:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309" + ], + "prepared_review_unit_hash": "8f83de97200b3e4d37dad5d5de6b5fe0a8aa13aa62a71765d557bf3b7023cb15", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31859, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 59, + "serialized_chars": 31859, + "estimated_input_tokens": 7965, + "estimated_eval_tokens": 16186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are dated \"[serge] integration failure triage\" issues from consecutive days, which look like a repeating triage series rather than duplicate reports of one concrete bug. I reject all soft duplicate edges and treat the latest open triage issue as the best current representative.", + "confidence": 0.89, + "canonical_issue_reason": "issue:47377 is the latest open triage issue in the series, so it is the best current anchor for this ongoing thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47377 is the most suitable representative because it is open and most recent, making it the best single issue to keep for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, not one duplicate bug." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same templated daily triage series, but different dates imply distinct reports, 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": 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": "00ee23d0375ccc37502679ab0db6badb6362b8640626a528953f42717e731fb5", + "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": "These two closed issues have the same title and very similar bodies, so they appear to be duplicate reports for the same requested feature: RWKV7 model support.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is the earlier report and is a clean representative for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is the best single issue to keep because it is the earliest instance of the same request and there is no evidence of a distinct problem between the two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar content, and no signals of different scope; these look like duplicate reports of the same feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both items are closed issues with the same title, close creation times, similar body sizes, and a strong soft-similarity signal. The duplicate-style verdict is conservative enough, and there is no evidence in the packet of a distinct scope difference." + }, + "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": "9b23c4ebdb5265663e466885b56bb021c0b937d7617a7641c1b719e9d023eabc", + "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": "Both items are closed issues with very similar AI/cybersecurity article-style titles, but they do not appear to describe the same concrete bug, change, or request. They look more like separate submissions on the same broad topic than duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47015 is the broader, cleaner title and reads like the more general representative of the topic cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best issue representative because its title is more general and self-contained, making it the better canonical label for this cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but the titles suggest distinct writeups rather than the same underlying issue or change. No shared concrete target, code path, or explicit linkage supports treating them as duplicates." + } + ] + }, + "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": "c7a402b541c9c8e0010ea7d63b965cd5a865e6c57e14b99e334ccd0d6da60577", + "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": "The two issues are effectively duplicates: identical titles, matching body length, and near-simultaneous creation point to the same underlying bug report.", + "confidence": 0.99, + "canonical_issue_reason": "issue:47138 is the better canonical issue because it was created slightly earlier and has more inbound references, while the content is identical to issue:47139.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47138 is the best issue candidate since it is the earliest and most referenced of the two identical reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Accept: these look like the same issue report. The titles are identical and the available metadata suggests the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, near-simultaneous creation, and a soft-similarity score of 1.0. Using issue:47138 as canonical is also supported by its slightly earlier timestamp and higher inbound references. The soft-edge verdict is appropriately conservative." + }, + "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", + 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"pull_request:47163|pull_request:47284", + "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "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:46196|pull_request:47179", + "pull_request:47082|pull_request:47108", + "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": "5ef8677301874b0e9019b7e5b12607ce136e551de9357fd911a849f7b4b1ceb1", + "component_budget": { + "node_count": 71, + "item_count": 71, + "soft_pair_count": 198, + "serialized_chars": 246971, + "estimated_input_tokens": 61743, + "estimated_eval_tokens": 123742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 65, + "serialized_chars": 130034, + "estimated_input_tokens": 32509, + "estimated_eval_tokens": 65274 + }, + 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The only clear duplicate groups are the fixed_cross_entropy kwargs patch pair and the CohereASR training-loss double-shift fixes.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47090 is the strongest representative of the real duplicate cluster: it fixes the CohereASR double-shift loss bug directly and preserves the loss reduction path, making it the cleanest canonical PR among the near-identical CohereASR fixes.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47090 is the best overall representative because it addresses a concrete code-path bug with the most complete fix, while the other close CohereASR PRs are alternate implementations of the same problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same helper in the same file, same issue target, and the diffs are materially the same fix to forward supported cross_entropy kwargs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift bug in the same forward/loss path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same concrete CohereASR loss bug; both patches change the training loss computation in the same code path, just with different implementation details." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Unrelated changes: one is a CohereASR loss fix, the other is a MusicGen generate typo fix." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different models and different test failures; only both are test-fix PRs." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different bugs: pytest 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doc-builder comment cleanup versus docker image builder removal." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese doc edits, but one is a translation PR and the other is wording cleanup; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "One changes docker dependencies for exporter tests; the other fixes exporter code paths." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Different CI workflows and purposes; not the same bug/change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Doc-builder comment cleanup is unrelated to the model-jobs OTEL workflow change." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47360", + "accept": false, + "reason": "Image-loading test refactor is unrelated to CI workflow 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"pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Different quantization/test fixes; only the fact that both update tests is too broad." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese docs translation and assisted-decoding docs are unrelated documentation topics." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Both add docs/model support, but one is N-D parallelism docs and the other is a new model implementation." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model support versus assisted-decoding docs; not the same change." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization work and new model support are unrelated." + }, + { + "left": "pull_request:46995", + "right": 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fixes and a model-creation skill are unrelated; shared tooling context is not a duplicate signal." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different models and different problems; both touch transformers internals but not the same bug or change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same files; these are alternative fixes for the same code path." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Both patch CohereASR loss computation for the same double-shift problem and could plausibly be merged into one PR." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same issue target and same CohereASR loss bug; the implementation differs, but the underlying fix is identical." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU-oriented test updates, but they target different models and different failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Both adjust tests, but one is quantization coverage and the other is accelerator/device-coverage changes for different models." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE logic/test changes and Olmo3 CI expectation updates are unrelated; not the same bug." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Different test files, different model families, different failure modes." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "One adds MTP docs and the other tweaks MPS graph-cache docs; same docs area, different feature." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph-cache documentation edits." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add new models, but Step3.7 Flash and Unlimited OCR are different model integrations." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA routing and MTP documentation are different features with no shared code-path bug." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni and NeuCodec are distinct model additions, not duplicates." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter work and Executorch exporter fixes are separate exporter changes affecting different backends." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test tweaks are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites and hardware targets; no shared underlying defect." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Nemotron Omni model support and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "MTP docs and fully-offloaded save_pretrained behavior are unrelated changes." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Generation config deprecation and AMD Quark config class rename are different issues." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Paged-attention XPU tests and TipsV2-DPT XPU expectations are unrelated test updates." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "MPS graph-cache docs and pipeline device-placement clarification are different documentation topics." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors FP8 support and MTP docs do not address the same problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are different model integrations, even though both touch auto-mapping/docs." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "Nemotron Omni model support and MTP docs are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni and Unlimited OCR are separate model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 and Nemotron Omni are different model adds; shared registration files are too broad to imply duplication." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are unrelated model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model addition and Olmo3 CI test adjustments are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support and Step3.7 Flash work are separate model integrations." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron experiments and pipeline device-placement clarification are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are distinct model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support and Kimi exporter work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "Both touch export-related code, but one is OpenVINO exporter support and the other is Kimi exportability fixes; different concrete problems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model addition and MI450 model-failure fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model support and AMD Quark config changes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exporter fixes and MI450 test/model failures are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exportability work and Quark quantization config changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model addition and Neuron experiments are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi export fixes and Neuron experiments are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter support and MI450 model-failure fixes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter work and Neuron experiments are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exporter fixes and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support and NeuCodec model addition are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exporter fixes and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec model addition and MI450 failure fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47298", + "accept": false, + "reason": "Paged-attention XPU tests and MI450 failure 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": "85215847ff810c17977fbebb151192452aed860b28b1dcf1e0639d2d73f7e171", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 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They do not fix the same code-path problem and are 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": 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": "95e79cf3bfabaa17786e396c32b21fda0c9676759f22986bf100b4d19bf718c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate GitHub Actions maintenance PRs: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow actions. The overlap in workflow files is too broad to treat them as the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: they target different action families and different upgrade goals, so they are not the same fix.", + "best_issue_reason": null, + "best_pr_reason": "42975 is the better representative of the cluster topic because it has a clearer compatibility goal (Node 24) and a broader workflow-wide action upgrade scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other actions. Shared workflow filenames alone do not make them the same 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": 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": "0f4e8d886fd7455acdc0d11167742e6eab7992944f304c22a8b1f81c9bc64fb4", + "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 separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). 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overlap is only in shared model registry/docs plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct architectures and code paths; similarity is limited to broad framework integration scaffolding." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model integrations; despite shared auto-mapping/docs/test updates, they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "aca0d8221a2294f4105a7401477188d3bc2c877e364b60c1a9c1e95bc10f7667", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two YOLOS PRs look like the same underlying fix; the other PRs are unrelated test-only or subsystem-specific changes and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best canonical PR: it targets the same YOLOS device-mismatch issue as 46886, touches the same file, and includes the concrete device fix plus the supporting split-module update.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest standalone representative because it contains the actual YOLOS runtime fix and the related model partitioning change for the same issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are unrelated test edits in different models; they do not fix the same concrete bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup and FP8 dequant changes are different changes with no shared bug path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes and generation-watermarking validation fixes are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test updates are unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are test-only fixes for different models and CI behavior; not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different models and different code paths; one is test noise, the other is FP8 loading/dequant logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test adjustments do not overlap with generation config/watermarking validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Model test fixes are not the same as the YOLOS runtime device-placement bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization fixes and Phimoe CI integration-test fixes are unrelated changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different subsystems and fix different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/dequant code is unrelated to YOLOS device mismatch handling." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration CI changes do not address the same bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different areas of the codebase and different failure modes." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Both mention device-map-adjacent behavior, but one is CI/test infrastructure and the other is a YOLOS model code fix; not the same concrete change." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue, share the same issue target and file, and the later PR adds the concrete device-placement fix alongside the related split-module update." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the YOLOS pair clearly shares the same issue target and file, while the other pairs are different model/test/CI or subsystem changes and are conservatively rejected as non-duplicates. No pair is overstated as mergeable beyond the evidence shown." + }, + "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": "0e969553c34cd36517227bb3d2a4b996bb612e0709a2878dceac7875f6440b96", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar (all are \"don't merge\"/CI or test-related) but they change different workflows and code paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most representative of the cluster only in the sense that it is the broadest infra/testing change and touches the most files; the other PRs are narrower and target different workflows.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the least arbitrary single representative here because it spans multiple CI/test files, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 tweaks setup/dependency metadata and a Vit test, while 46747 changes a security-gate workflow trigger. Same broad repo area, but not the same underlying fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup/version/dependency checks; 43532 rewires self-comment CI and related test/notification files. They do not fix the same concrete bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they modify different CI jobs for different purposes: self-comment CI vs. security-gate trigger behavior. Not mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f72cfb7221e26bc27559bc452dc61dc56ca5bf242e92b40d0b34a576f73be7fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related feature PRs adding new segmentation pipelines, but they implement different user-facing tasks and different code paths, so they should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 is Promptable Concept Segmentation and 43613 is Promptable Visual Segmentation; they share scaffolding, but the underlying functionality, models, and tests differ.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader and more complete-seeming addition, with more model integrations and tests, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Both add segmentation-pipeline plumbing, but one is for concept segmentation and the other for visual segmentation. They touch shared docs/framework files, yet the concrete task, model support, and tests are distinct, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 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": "5e9b3e8a865c52e553c638884b158625eaf5703f807215d30346671fdef84f85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated Trainer PRs that both add overridable helper methods in src/transformers/trainer.py, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: despite touching the same file and a similar extensibility pattern, the PRs fix different code paths and can be merged independently.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete user-facing behavior change because it fixes loss scaling during training; however, it is not a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: both modify Trainer internals, but one changes gradient-accumulation loss normalization and the other refactors signature-column filtering. Same file and similar helper-method pattern, but 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": "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": "888321113025beb8b9d32d545e2c3ac8345877edb0aae4661b3a9f43f3b45372", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter NameError, but they appear to fix different runtime causes rather than the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the more concrete fix: it explicitly guards the pydantic TypeAdapter import under TYPE_CHECKING and quotes the annotation, directly targeting the crash when pydantic is not installed.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the strongest standalone PR because it names the exact failure mode and makes a narrow change tied to that import/annotation path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share a file and similar wording, but 43656 appears to address annotation/type-hint NameError behavior more broadly, while 43842 specifically fixes the pydantic-not-installed path. Different concrete failure modes, so not a 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": 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": "37816c009cc32796180543ce99b816db18705fa4833855ed1ce3d25bbf170571", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly an umbrella of model-by-model output-tracing refactors, not one single duplicate change. The only clear duplicate groups are within the same code paths: GPT-Neo and GPT-J/CodeGen. Most cross-model pairs should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "No issue artifact is present in the supplied items; 43979 appears only as a shared external tracking target referenced by multiple PRs.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the repeated GPT-J/CodeGen tracing refactor: it is broad, concrete, and clearly aligned with the standardized decorator-based output handling change.", + "best_issue_reason": "No issue artifact is present in the supplied items, so there is no canonical issue to select from the cluster.", + "best_pr_reason": "PR 44722 is the best global representative because it captures the same concrete GPT-J/CodeGen output-tracing code-path change in the most complete form among the provided PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; sharing the same tracking theme is not enough for duplication." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; these are separate output-tracing refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; one PR is a broader variant of the other and they could plausibly be merged." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different vision model implementations; same standardized-output theme but not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; they only share the general tracing refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; the overlap is only the generic decorator migration." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same umbrella issue does not make these duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; both are tracing refactors, but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; the similarity is only the shared output-tracing pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file/tests and look like the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families and code paths; GPT-J/CodeGen is not the same change as GPT-Neo." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families and code paths; same refactor style, not the same bug or change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; the shared output-tracing umbrella is too broad to merge these." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; no concrete code-path overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "Different model families and code paths; both alter tracing, but not the same implementation." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; only the general tracing migration is shared." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; GPT-Neo is separate from GPT-J/CodeGen." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and code paths; same refactor pattern, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and code paths; GPT-Neo is separate from GPT-J/CodeGen." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; only the broad tracing refactor theme overlaps." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; not the same concrete refactor." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; both touch tracing, but in unrelated models." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; the shared output-handling work is too broad." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; GPT-2 is not the same change as GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; these are separate standardized-output migrations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families and code paths; same refactor family, not the same bug." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; only the umbrella tracing effort matches." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; same standardized-output theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; not the same underlying implementation change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and code paths; only the generic tracing migration is shared." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; these are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model families and code paths; same umbrella issue target is not enough." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; no concrete overlap." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families and code paths; they share only the broader output-tracing migration." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths; not the same concrete change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "Different model families and code paths; same refactor pattern, not the same bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; these are separate standardized-output refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model families and code paths; only the umbrella output-tracing work overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not a duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "Different model families and code paths; same broad subsystem only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and code paths; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "Different model families and code paths; both are tracing refactors, but unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same umbrella migration only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and code paths; not the same concrete bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change set; 44722 is a broader version of the same refactor and could be merged with 44066." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; these are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; only the broad output-tracing theme matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths; the shared tracing umbrella is too broad." + }, + { + "left": "pull_request:43996", + "right": "44129", + "accept": false, + "reason": "Different model families and code paths; these are separate refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths; no concrete overlap." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "Different model families and code paths; the overlap is only the standardized output-handling pattern." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different model families and code paths; same refactor style, not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: there is no issue item, and the repeated pattern is indeed model-by-model output-tracing refactors. The conservative rejections are appropriate, and the accepted pairs are confined to the same concrete code paths (GPT-Neo and GPT-J/CodeGen), which look mergeable into single PRs for the same fix." + }, + "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": "717c63252e32298248d6c4d1a38ada6c452978d19a9845d3c0ebfde58c582019", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all follow the same broad output-tracing migration pattern, but they target different model implementations and code paths, so they are not duplicates or mergeable into a single fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest standalone representative: it has an explicit issue target, a concrete SpeechT5 output-tracing refactor, and enough scope to stand on its own without being just a generic template migration.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best cluster anchor because it is the most self-contained and clearly scoped PR in this set, while the others are separate per-model migrations rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different forward paths; they are not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have distinct implementations and output-capture wiring, so these are separate per-model refactors, not one duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same migration theme, but different model code paths and no shared bug/change to merge into one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar decorator migration does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These touch different models and different output-tracing internals; they are not the same underlying bug or fix and would not plausibly be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "7c76f3d680a409e36f3faa0478cb87c8188da9d26ce4b3342dcb0092956b3109", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39796, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39796, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically similar PRs for output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best cluster anchor: it is one of the broader refactors, touches multiple model files, and introduces the output-capture plumbing that matches the shared theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the most representative example of the tracing refactor pattern in this set, with the widest scope and clearest reuse of the new helper infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files; both refactor output handling, but not the same concrete bug or mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; similarity is limited to generic output-tracing cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; shared utilities do not make this the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are unrelated model paths; broad output-refactor similarity is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different models; this is only a parallel refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and behavior changes; not the same underlying bug or patch." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model families; both alter tracing annotations, but the concrete code paths differ." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs VisionEncoderDecoder are unrelated implementations; not mergeable as one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model code paths; shared refactor wording is not sufficient for duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are unrelated code paths; same cleanup style only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model architectures and files; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "VisionTextDualEncoder vs Falcon/Mamba are separate implementations; only thematic similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and APIs; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; output-tracing refactor alone is too broad." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model families; no evidence of a shared fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model implementations; the overlap is only in refactoring style." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different model paths; similar output handling cleanup is not duplication." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate architectures and modules; not the same concrete bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba and CodeGen are unrelated code paths; similar tracing refactors are not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen differ in model behavior and implementation; only the refactor theme matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated; output-tracing cleanup does not imply duplicate changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; not the same patch." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder vs CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model paths; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated; not one underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are different models; no shared concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; similar tracing refactor only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate code paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers and code paths; only the broad refactor theme is shared." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are different model implementations; not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; no concrete shared bug or patch." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; same output-tracing cleanup pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and behaviors; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are separate implementations; no shared concrete issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and APIs; output-tracing refactor is too broad to treat as duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model code paths; only the generic refactor motif matches." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "20a49e32b346e4d4d9c2b4d2be29179d43cfdfa29ab0a4fd529c40b4c455ce71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate model-implementation PRs that both add new Transformers model support and touch shared registry/auto-doc files, but they target different models and code paths (PenguinVL vs Voxtral TTS).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45401 is the more focused and better-scoped PR, with an explicit issue link, but it is still a distinct model addition and not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Shared auto-registration/docs files are boilerplate; the PRs implement different models with different files, tests, and functionality, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9f6c21ec06135d44a43b0f0a14fa8fa18cd3faac99385a4a1752d739b8f19607", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they target different layers: one introduces a generic module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration changes. They are not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end feature implementation and best represents the cluster\u2019s practical fusion work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 has the clearest user-facing scope and touches the core integration/config path for actual kernel fusion, making it the strongest representative PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion infrastructure, but different concrete changes: #44979 adds a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across integration/modeling code. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9523627ad2dac9eceea17d81f04b9379fbbd8d99cba42aeefc4c378f049395a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; they differ mainly in test coverage and wording, so they belong in one duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same core fix plus accompanying test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best PR overall since it implements the same bug fix as #45086 and adds tests, so it is the strongest standalone candidate for merge/reference.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path and same file, with the later PR adding tests rather than changing the substantive 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": 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": "1a196bd3288bfd319c60cd48fb2bf516cf5c09a281f2c533f5b98626fbd98717", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the NemotronH family, but they are different changes: one is an internal inheritance/conversion-mapping refactor, the other splits the architecture into NemotronH Dense/Sparse with docs and tests. I would not deduplicate them.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR #45115 is a narrower refactor/conversion-mapping adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it is the more substantive user-visible architecture update and the filenames/diffs show a coherent feature expansion rather than just an internal refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough: #45115 focuses on inheritance and conversion key renaming, while #45569 splits NemotronH into dense/sparse variants and adds docs/tests. Different concrete changes, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f359c32fb4b1ae18bb15c69009f1652f2478b3d54af50e7f0a949baa53182591", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related PRs and share a few files, but they address different scopes: PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 is a narrower typing-infrastructure change centered on `_typing.py` and `modeling_utils`-related protocols. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a tighter, more concrete typing-focused scope; PR 45415 is a much broader type-checking cleanup across many modules and config.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best fit for the cluster because it is the more specific change with a clearer code-path focus, whereas PR 45415 is a wide typing sweep that overlaps only partially by subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough here: 45415 is a broad type-checking pass across many transformers modules, while 45425 adds typing protocols/aliases and related modeling_utils support. Different concrete changes, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "16639369aa45b53d279d19133c04cf63f4e1a954941628b65f8d0dc6a0b40d88", + "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": "These are related to expert-parallel loading, but they address different concrete bugs: one fixes distributed_config serialization and EP detection for accelerate/ZeRO-3 loading, while the other fixes expert parameters being overwritten during FSDP2 rank-0 broadcast by applying post-shard wrapping.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it tackles the more concrete distributed loading failure path for expert parameters and has the broader code changes around actual sharded parameter handling.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific correctness bug in expert parameter loading under FSDP2 and directly adjusts the loading path rather than only metadata/serialization behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Do not merge: they share the EP/loading theme, but the bugs and fixes are different. 45548 is about preserving distributed_config and detecting EP during serialization/loading, while 45662 is about preventing expert weights from being overwritten during sharded loading via post_shard_wrap." + } + ] + }, + "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": "964e44d7070f9f46c1f70eab50823400fceb3718c0113333b163b44c72f88ead", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision problem in testing_utils; PR 45645 is the broader, more complete version because it also updates CI log collection to handle the new per-worker files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe logging fix plus the necessary CI workflow adjustment to preserve captured debug artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best standalone PR for this cluster: it covers the underlying code-path change and the downstream artifact-consumption change, so it most completely represents the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist-safe handling of captured_info logs in testing_utils. PR 45645 extends the same fix with workflow support, so these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "fb29ff6a44711df97867054d6c69520f3d2e292b1908efca7df5f96780cdbbd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap in a few distributed/MoE files, but they are not the same change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch base that spans many unrelated distributed and CI areas.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the better canonical representative because it is narrowly scoped to one concrete feature path (EP routing + trainer integration) and is easier to reason about than the much broader branch-base PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best PR to anchor the cluster because it has a specific, self-contained change set and a clear code-path focus; PR #46269 is too broad and includes many unrelated distributed refactors and CI changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge as duplicates: despite shared distributed filenames, #46126 is a targeted EP/trainer integration change, while #46269 is a large distributed base branch touching FSDP, CI, loading, integrations, and model code. They do not look like 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": "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": "920688e88a2a005d6c8cb1ae035b33c291d69e4f423dfb5c86f3e615ec94bbdb", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow chore changes. The only tightly related subgroup is the pr-ci-security-gate.yml edits, but they are still distinct hardening/documentation tweaks rather than the same concrete fix, so no soft duplicates are accepted.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46554 is the strongest representative of the security-gate subgroup because it makes the substantive behavior change; the other pr-ci-security-gate PRs are narrower permission/secret/comment adjustments, and the rest of the cluster is unrelated workflow maintenance.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the best standalone PR in this set because it addresses the actual gate logic, while the others are either orthogonal workflow changes or minor follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: self-comment CI input handling vs PR security-gate behavior." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files; one updates comment CI invocation, the other only comments a security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows: self-comment CI vs build-ci-docker-images." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and distinct changes: SSH runner hardening vs benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows: SSH runner hardening vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and separate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different security concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different security concerns." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files; anti-slop permissions vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and separate CI behavior changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop workflow permissions is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files; reviewer assignment vs Docker image build trigger." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated concerns." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different triggers." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow dispatch change is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete fixes: file-change checks vs permissions/approval gating; not the same underlying bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One adds enforcement logic, the other only adds explanatory comments; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different hardening actions in the same workflow file: gate logic vs secrets handling." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating is a different change from documentation comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different concrete fixes: job permissions/approval vs replacing inherited secrets." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments-only update is not the same as changing secret propagation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a41b3efa28decae80deb536522d5c92b415864aea44dc6bafd29e87ff33f2927", + "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 in the MoonshineStreaming right-side sliding window mask; PR #47162 is the broader, more complete change and also updates Gemma4 plus tests.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47162 is the better canonical PR because it includes the MoonshineStreaming off-by-one fix, adds the corresponding test coverage, and also applies the same bug fix to Gemma4.", + "best_issue_reason": null, + "best_pr_reason": "PR #47162 is the strongest representative of the change set: it fixes the same MoonshineStreaming bug as #46310 but is more complete and validated by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying MoonshineStreaming right-window off-by-one in the sliding_window_mask_function; #47162 contains that fix and extends it to Gemma4, so they are close enough to treat as the same change family." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a3187867c1e7f1882a9e7c9948808293c7cd503877d1f9d28ae993bc1bcf779c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated fixes in different tokenizer paths: one changes CodeLlama decode behavior to preserve real leading spaces, the other changes AutoTokenizer routing for specific DeepSeek checkpoints that load the wrong tokenizer class.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: CodeLlama decoder stripping on decode vs DeepSeek checkpoint-to-tokenizer-class selection. They do not look 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": 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": "67dd7bd514da74d2411ad0bbbddb025d4ad06d976923b9db133d3304905f6a00", + "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": "These PRs are related by masking logic and one shared file, but they fix different bugs in different execution paths: batch-size-1 padding mask handling in linear-attention models vs. continued-forward/cache padding mask handling in recurrent layers.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two changes address distinct masking defects and should not be merged into one duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the better standalone representative because it has an explicit issue target, a clearly scoped root cause, and broader masking-utils/test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different bugs and code paths: 46773 fixes a batch-size-1 guard in linear-attention padding masks, while 47087 fixes recurrent-layer masking during continued forwards/cache continuation. Shared subsystem alone is not enough." + } + ] + }, + "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": "b87de485b2cb66093e4b10fee5833bf7f66a30a0066e5dc65cb57058c7326655", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6431, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6431, + "estimated_input_tokens": 1608, + "estimated_eval_tokens": 3472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three pull requests touch different code paths and address unrelated fixes: multimodal pipeline key normalization, Gemma4 placeholder validation, and prompt lookup decoding length capping. No duplicate or mergeable PR pair is evident in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for duplication triage; PR 47074 is the broadest and most discussion-heavy, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the most central-looking standalone change in the cluster, with the broadest surface area and highest activity, but it should not be conflated with the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different bugs in different components: AnyToAnyPipeline input-key normalization versus Gemma4 processor placeholder validation. They do not look like the same underlying fix and would not plausibly merge into one PR." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated changes: multimodal pipeline key normalization versus generation candidate length-cap logic. They target different code paths and are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "b3d8104a0036449c8a56595cc8e7ce7cdc5e370b54e5edff4432cd3e261e28ab", + "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": "These pull requests are not duplicates: one re-enables a VITS model forward test, while the other fixes the RT-DETR v2 weight converter. They touch different subsystems, different files, and different kinds of changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster, since the two PRs fix unrelated problems. If one must be chosen as the more substantive change, PR #47129 is the better representative because it fixes a concrete converter code path rather than only updating a test.", + "best_issue_reason": null, + "best_pr_reason": "PR #47129 is the better standalone representative because it addresses an actual model-conversion bug in production code. PR #47105 is primarily a test re-enable and does not represent the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Reject: they are unrelated fixes in different areas (VITS test re-enable vs RT-DETR v2 converter key mapping). They do not appear to fix the same underlying bug or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-47122-11", + "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", + "pull_request:47380" + ], + "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:47380", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47380", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "2809500110e7ff291a7ceb917bc0e80f8a647bf47648a6d4a4756db04f65f4ee", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 30, + "serialized_chars": 32513, + "estimated_input_tokens": 8129, + "estimated_eval_tokens": 16514 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 30, + "serialized_chars": 32513, + "estimated_input_tokens": 8129, + "estimated_eval_tokens": 16514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a bundle of unrelated serge-generated integration-test fixes across different models, with only a few true duplicate families: edgetam, minimax_m3_vl, and mamba2. I would not treat the whole set as one duplicate group.", + "confidence": 0.66, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broadest umbrella fix and includes the edgetam code-path change that overlaps with 47122, so it is the best single anchor for the cluster even though the overall set is heterogeneous.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the most representative cluster anchor because it spans multiple serge-fix edits and subsumes one of the clearest overlapping code-path fixes, whereas the other PRs are mostly separate model-specific changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs: edgetam import_or_config handling vs glm46v test/model changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different model-specific failures; one fixes edgetam kwargs, the other fixes minimax_m3_vl loading." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Same general test-failure theme, but different model and different fix path." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same underlying edgetam backbone-kwargs bug: both remove/pass through `original_sizes` before calling the backbone." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different subsystems: edgetam backbone kwargs vs generation cache handling in gemma3." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same minimax_m3_vl load_error fix: both add a temporary offload folder for `device_map=\"auto\"` loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different models and different loading issues." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Minimax_m3_vl load_error vs falcon_mamba output_mismatch are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and failure modes: falcon_mamba output mismatch vs whisper generation length handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different model/test failures with no shared code path." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon_mamba output mismatch is unrelated to mamba2 OOM/test setup." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths; only broad generation-related similarity." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Unrelated model failures: falcon_mamba output mismatch vs mamba2 OOM." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Both touch generation logic, but they fix different bugs in different code paths (whisper max_length vs gemma3 cache_implementation)." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper generation bug vs mamba2 OOM/test behavior are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "Same umbrella area, but no clear evidence the whisper fix is the same concrete change as the one in 47150." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Both are load_error fixes, but for different models and different root causes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Deepseek_v32 loading setup vs glm46v model changes are unrelated." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Minimax_m3_vl load_error fix vs glm46v model changes are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different bug classes: load_error workaround vs generation cache default handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model/test failures and different code paths." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same mamba2 OOM/test-stability family: both adjust the integration test to reduce memory pressure and clean up device state." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM/test memory handling vs gemma3 generation config are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Both are memory/load related tests, but for different models and different fixes." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The accepted pairs are supported by direct diff overlap and look mergeable as single bugfix PRs (edgetam, minimax_m3_vl, mamba2). The rejected pairs are mostly different models or different root causes, and the analyst does not overclaim similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "58a659b56720c7d87edbca14ef6c8c1be63c95346aef26223b8799b1bbb99392", + "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": "These PRs are closely related chat-CLI URL fixes, but they target slightly different implementation patterns and issue links, so I would not treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47303 is the better representative because it explicitly frames the bug as routing chat management calls to the service root, has a clearer scope, and is linked to the issue it claims to fix (#47138).", + "best_issue_reason": null, + "best_pr_reason": "PR #47303 is the strongest standalone candidate: it directly addresses the management-endpoint routing problem, includes the relevant call-site change, and has the cleaner issue linkage. #47140 is narrower and tied to a different issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Both touch chat CLI URL handling, but #47140 normalizes the constructor base URL for all management calls while #47303 specifically reroutes the load_model management request to the service root. Related bug family, but not the same concrete change or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "bea4a7468657eacd434c97d2618256f9cc2b444da371be73ecf0dc12bc80fb56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "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 loss scaling under gradient accumulation with label smoothing, the other adds/validates `min_tokens_to_keep` in `TopHLogitsWarper`. They do not appear to address the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths, different subsystems, and different bugs: trainer loss computation vs generation logits warping. They are not mergeable as one PR and share only weak topical similarity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/manifest.json b/snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f8b2049a5ebcf451a55ccce0d6ad48d1fe694066 --- /dev/null +++ b/snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260717t060031z", + "artifacts": { + "hybrid": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-17T06:13:06Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260717T060031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260717T060031Z/manifest.json b/snapshots/20260717T060031Z/manifest.json index 45ae959036f515c1721fb55aac99082917118a5d..8d4f05cdd3f920c2652335c7f8ccac407d459bad 100644 --- a/snapshots/20260717T060031Z/manifest.json +++ b/snapshots/20260717T060031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 527 }, "extracted_at": "2026-07-17T06:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260717t060031z", + "runs": { + "hybrid-model-20260717t060031z": { + "analysis_id": "hybrid-model-20260717t060031z", + "artifacts": { + "hybrid": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260717T060031Z/analysis-runs/hybrid-model-20260717t060031z/manifest.json", + "model": null, + "published_at": "2026-07-17T06:13:06Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260717T060031Z", "watermark": {