diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f01dd714caf519ba0073d6aca35173a05cce2f90..3ab4bb421c6c82b34e9b5946d2aac1fe92489a39 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260608T180018Z", - "generated_at": "2026-06-08T18:11:33Z", + "snapshot_id": "20260609T000018Z", + "generated_at": "2026-06-09T00:09:07Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1838,6 +1838,104 @@ } ] }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46513 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46513, + "code_similarity": 0.505, + "size_similarity": 0.203, + "file_overlap": 0.222, + "area_overlap": 0.862, + "patch_similarity": 0.639, + "shared_filenames": [ + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 867 + ], + [ + 870, + 876 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 996 + ], + [ + 999, + 1005 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -2094,281 +2192,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44068, - "issue_numbers": [], - "pr_numbers": [ - 44018, - 44068 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2426,15 +2249,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, - "duplicate_pr_numbers": [ - 44018 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2481,6 +2295,15 @@ "target_issue_number": 45987, "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46513 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference, shared_issue_target evidence." + }, { "cluster_id": "cluster-46291-3", "canonical_pr_number": 46293, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7a6d68ada704220d50e07725073c84b4cfad2445..a0c9775f14fe39b6d30eeb8b67485cc3b0d16a26 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": "20260608T180018Z", - "generated_at": "2026-06-08T18:11:33Z", + "snapshot_id": "20260609T000018Z", + "generated_at": "2026-06-09T00:09:07Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:24643", "issue:30277", @@ -134,400 +134,430 @@ "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "ee8bb41fda9a60efc1f33b4f5d6dab030c88af11c8c89b9b9f6e0b4eda4ca225", + "prepared_review_unit_hash": "0989a7b25d54f95d01bac5f5ad0d1dceed635d7b93094fe14e5947f3382a8a53", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 65, - "serialized_chars": 47171, - "estimated_input_tokens": 11793, - "estimated_eval_tokens": 23842 + "serialized_chars": 47164, + "estimated_input_tokens": 11791, + "estimated_eval_tokens": 23838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite superficial similarity. The only strong duplicate pair is the ZeRO-3/BERT IndexError, and there is one plausible Qwen3_5Moe rotary-embedding device/materialization duplicate pair.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the confirmed ZeRO-3/BERT IndexError duplicate; issue:43638 is the same failure with a more specific phrasing.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair around DeepSpeed ZeRO-3 index-out-of-bounds on empty tensors. Most other pairs share only broad themes like docs cleanup, dtype/device mismatches, or generic model/runtime failures and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43596 is the cleanest representative of the DeepSpeed ZeRO-3 index-out-of-bounds bug; 43638 is the near-duplicate with the same failure mode on the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue to keep: it is well-scoped, generic enough to cover the duplicate, and matches the clearest duplicate partner.", + "best_issue_reason": "43596 is the best issue anchor because it is concise, specific, and captures the shared core failure more generally than the variant report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failure modes; not the same bug." + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API breakage." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend/model issue; only broad MoE/hardware similarity." + "reason": "Different backends and bugs: AMD GPU support vs MPS histogram op on int tensors." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific runtime errors." + "reason": "Different problems: image preprocessor/model dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/backend problems, but not the same code path." + "reason": "Both are runtime errors, but the model paths and root causes differ." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model/example failures." + "reason": "Unrelated model/backend issues; no shared bug or fix path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and symptoms." + "reason": "Different model families and failure modes; not the same underlying issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "DeepSpeed collectives mismatch vs ONNX export error; separate code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issues." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failures are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export vs device-map cuda assert; unrelated." + "reason": "ONNX export error vs device-mapped CUDA assert; different bugs." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs documentation issue; not a duplicate." + "reason": "Different scope: task crash vs outdated RAG examples docs." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they target different removed references." + "reason": "Both are docs cleanup, but they reference different removed artifacts and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different import/export failures." + "reason": "ONNX export failure and GenerationMixin import error are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask-shape error vs Gemma4 device mismatch are not the same bug." + "reason": "Mask/tensor shape mismatch is not the same as a device-map forward device mismatch." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume problems." + "reason": "Different training issues: TRL SFT unpacking vs resume/trust_remote_code." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different root causes and model paths." + "reason": "Both are IndexError-style reports, but one is ZeRO-3 init and the other is mask shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/BERT init error vs trust-remote-code resume issue." + "reason": "Bert ZeRO-3 index error is unrelated to training resume with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError shapes and code paths." + "reason": "Different failure classes: ZeRO-3 empty-tensor indexing vs tensor mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal input validation failures." + "reason": "Shape mismatch during indexing vs video token/template mismatch; unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape error vs TP/MoE failure." + "reason": "Different runtime failures: indexing shape mismatch vs GPT-OSS tensor parallel issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different model/training issues." + "reason": "Training resume bug and Nemotron example breakage are separate issues." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video embedding error vs training resume issue." + "reason": "Video template StopIteration and training resume bug are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different problems." + "reason": "Different model/setup and different failure mode." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset issue vs ONNX export error." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different ZeRO-3 failures on different models/code paths." + "reason": "Both mention DeepSpeed, but the model failures and symptoms differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT IndexError at load/init; only phrasing differs." + "reason": "Same exact ZeRO-3 index-out-of-bounds failure on a zero-sized tensor during Bert-related loading/init." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different features and failure modes." + "reason": "Liger kernel cross_entropy routing and GPT-OSS TP failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug vs LoRA save/load mismatch." + "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime issue vs LoRA merge mismatch." + "reason": "Qwen NVFP4 runtime failure vs LoRA weight merge/load inconsistency." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors." + "reason": "Different DeepSpeed-related errors with different symptoms and code paths." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask-shape IndexError." + "reason": "FSDP activation checkpointing mismatch is not the same as the mask indexing error." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; one is the CPU-offload symptom, the other the uninitialized inv_freq symptom." + "accept": false, + "reason": "Same class name, but different bugs: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures; no shared bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing tensor-size mismatch and CustomTrainer API breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor parallel issues." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures; not mergeable as one bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup cost bug and video chat-template mismatch are different issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures." + "reason": "Qwen NVFP4 failure vs AMD GPU incompatibility are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different model/version regressions." + "reason": "Gemma3 sliding_window_pattern regression and Mistral regex patch crash are separate bugs." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 issues." + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different problems." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch compatibility issue vs model runtime error." + "reason": "Torch/Transformers compatibility issue is unrelated to Qwen-3-8B-NVFP4 runtime failure." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Dtype mismatch vs MPS histogram int error are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different code paths." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different distributed-training and device-map failures." + "reason": "FSDP checkpointing mismatch vs CUDA assert on auto device mapping." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures." + "reason": "Both are runtime errors, but the underlying bugs are different." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Different model/tracing vs image-preprocessor dtype issues." + "reason": "Mixtral grouped_mm tracing error and Mistral dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model-specific bugs." + "reason": "Different model families and different failure symptoms." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different device/dtype backends." + "reason": "Mistral dtype mismatch and MPS histogram op issue are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different training feature failures." + "reason": "TRL SFT unpacking bug is unrelated to GPT-OSS tensor parallel failure." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different model/runtime bugs." + "reason": "Different Qwen-related failures with no shared code-path evidence." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different issues with only loose multimodal overlap." + "reason": "Different model/runtime failures; not the same bug." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different methods/backends and symptoms." + "reason": "GraniteMoEHybrid invalid method call is unrelated to MPS int histogram support." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy issue vs SFT unpacking error." + "reason": "Liger kernel cross_entropy call and TRL embedding unpacking are separate issues." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both involve ZeRO-3 IndexError, but on different models and likely different code paths." + "reason": "Both are ZeRO-3 index errors, but the model/setup differs enough that the duplicate link is not strong enough." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed references." + "reason": "Both are docs regressions from v5 removals, but they cover different removed items and pages." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Dtype mismatch vs MPS int histogram error are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram issue are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Different training/model failures." + "reason": "TR L SFT trainer issue and MPS histogram issue are not the same bug." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different bugs." + "reason": "Different runtime failures in different subsystems." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer API signature break." + "reason": "Deepspeed collective mismatch and CustomTrainer signature breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different subsystems and failure modes." + "reason": "FSDP activation checkpointing mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Model/runtime failure vs documentation issue." + "reason": "AMD GPU runtime failure and RAG docs cleanup are not the same issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different code paths and symptoms." + "reason": "Liger kernel cross_entropy routing and indexing shape mismatch are different bugs." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption vs missing weight loading." + "reason": "Checkpoint corruption and missing text-encoder weights are distinct problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different compatibility regressions." + "reason": "Torch/Transformers version incompatibility and USE_DISTRIBUTED=0 support regression are unrelated." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different release incompatibilities." + "reason": "vLLM PaddleOCR-VL loading failure and distributed build regression are separate issues." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Same broad ZeRO-3 error shape, but different models and contexts." + "reason": "Very similar symptom, but different model contexts; not enough evidence they are the same duplicate." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/version-specific failures." + "reason": "Gemma3 sliding-window regression and Qwen3 auto device-map CUDA assert are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The two accepted duplicates are consistent with the titles/body signals: 43596\u219443638 and 45859\u219445902. The rejections are also appropriately cautious and do not overclaim duplication from superficial similarity." + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate pair (43596/43638) is well-supported by the nearly identical ZeRO-3 index-out-of-bounds titles, and the other verdicts mostly avoid over-claiming sameness across clearly different bugs. The only mild caution is that the explanation for 43596/43638 leans a bit on shared code-path language that is not explicit in the packet, but it does not materially overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -546,7 +576,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:36010", "issue:39290", @@ -600,8 +630,8 @@ "soft_pairs": [ "issue:44589|issue:46304", "issue:45823|issue:46294", - "issue:43901|issue:44512", "issue:45237|issue:45901", + "issue:43901|issue:44512", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", @@ -641,20 +671,20 @@ "issue:43531|issue:45070", "issue:45020|issue:45800" ], - "prepared_review_unit_hash": "d1c1b356f5ad4477df0f519a94c4e725c2085e8565289da3df458ca723d25a6e", + "prepared_review_unit_hash": "025dcbb14be56c02d95f113c46b017d57ada9903d5ca66d1a480948a964136dc", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40100, + "serialized_chars": 40097, "estimated_input_tokens": 10025, "estimated_eval_tokens": 20306 }, @@ -663,231 +693,273 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by one clear umbrella issue: the v5 AutoTokenizer wrong-token-ID regression. Most other pairs are unrelated single-model, docs, or compatibility bugs. The DeepSpeed ZeRO-3/Bert index-error pair is now treated conservatively as non-duplicate because the shared symptom is too generic to prove one root cause.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45920 is the broadest and most representative tokenizer regression report: it spans multiple affected model families, is still open, and has inbound references, making it the best umbrella issue for the duplicate cluster.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers issues, many around v5 regressions and model-specific incompatibilities. I only see one plausible duplicate pair: the AutoTokenizer wrong-token-ID regression reports. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest form of the tokenizer regression across multiple model families, subsuming the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best cluster representative because it captures the widest scope of the tokenizer-ID regression across several models, not just one family.", + "best_issue_reason": "issue:45920 is the strongest global representative for this cluster\u2019s one true duplicate family: a broad v5 AutoTokenizer token-ID regression affecting several models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failures: a missing storage class vs a torch/distributed compatibility regression." + "reason": "Different failures: float8 storage lookup vs distributed-build support breakage." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model paths and symptoms: Gemma4 device mismatch vs Qwen3.5 video/chat-template token mismatch." + "reason": "Both are model loading/forward issues, but on different models and different code paths (device mismatch vs chat-template video token mismatch)." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Both are docs issues, but they concern unrelated documentation mismatches." + "reason": "Unrelated symptoms: AMD GPU support problem vs table-question-answering task crash." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Different subsystems and failure modes: AMD GPU support vs table QA task crash." + "reason": "Both are docs complaints, but about different APIs and different stale references." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and bugs: Voxtral processor failure vs Gemma4 device placement issue." + "reason": "Different models and failures: processor parsing vs PLE device placement." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy routing and Qwen3-VL video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization bug vs outdated RAG docs; not the same underlying issue." + "reason": "Detokenization bug vs outdated RAG examples; no shared underlying code path." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to stale RAG examples." + "reason": "Checkpoint-loading failure vs documentation update; not the same bug." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different compatibility problems." + "reason": "Remote_code model breakage and USE_DISTRIBUTED=0 support are separate regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying tokenizer regression: both report wrong token IDs from AutoTokenizer in v5 across multiple models." + "reason": "Same underlying v5 AutoTokenizer regression: both report wrong token IDs, with 45920 as the broader multi-model umbrella." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH loading failure are unrelated." + "reason": "Different model-loading failures for different checkpoints/models." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "A model loading error and a docs issue do not share the same bug." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs issues." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed support changes." + "reason": "bitsandbytes init-arg incompatibility is not the same as distributed support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they affect different model families and look like separate bugs." + "reason": "Both mention sliding windows, but they target different models and different failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3/Bert index errors, but the shared out-of-bounds symptom is too generic to confirm one concrete root cause." + "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a zero-sized-tensor/indexing failure under different conditions." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table QA crash are unrelated." + "reason": "Whisper model loading and table QA crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading problems with no shared underlying bug." + "reason": "Different checkpoints and symptoms; no evidence of a shared root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic config breakage are different regression types." + "reason": "Torch version incompatibility vs pydantic/config regression are separate issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert index error is unrelated to torch 2.4.1 vs transformers 5.8.0 compatibility." + "reason": "ZeRO-3/BertModel indexing issue and torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table QA crash are unrelated." + "reason": "Tokenizer detokenization bug and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading/runtime failure is unrelated to PretrainedConfig pydantic-model changes." + "reason": "Whisper loading issue vs pydantic PretrainedConfig regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different surfaces and insufficient evidence of one concrete shared bug." + "reason": "Both involve Qwen3.5, but one is chat-related crashing and the other is streaming chat/completions failure." }, { - "left": "issue:45685", + "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "MPS MoE histogram error and table QA crash are unrelated." + "reason": "Unrelated runtime error and task-specific crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and distinct attribute/device errors." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and MPS histogram int error are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and MPS int histogram error are not the same code path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE-related runtime issues with different triggers and operators." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/runtime errors, but the reported failures are different and model/trainer-specific." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are separate issues." + "reason": "Torch/transformers version incompatibility vs device-map forward mismatch." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are ZeRO-3/Bert-related index errors, but the concrete failures differ enough that they do not clearly collapse to one bug." + "reason": "Both are IndexError reports, but they arise from different loading paths and symptoms." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different issues." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Config-field absence in StableLm and a Pydantic PretrainedConfig break are related only at a very broad level." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "They both fail with index-related errors, but one is a generic mask-shape mismatch and the other is a trainer embedding unpacking failure." + "reason": "Duplicate in theme only; the concrete failure modes differ." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE models, but the grouped_mm tracing error and TP-only GPT-OSS issue are not the same bug." + "reason": "Grouped_mm tracing error and GPT-OSS TP-only behavior are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM and tied-weights translation issues are unrelated regressions." + "reason": "Int4 memory/OOM regression and tied-weights translation-model issue are not the same problem." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are different failures." + "reason": "Autocast dtype mismatch and streaming inference failure on different Qwen models are distinct." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the pydantic PretrainedConfig regression." + "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." + "reason": "GGUF gpt-oss support request vs Qwen3.5 streaming failure are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window model config issue and PretrainedConfig pydantic break are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and pydantic config regression are different code paths." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code regression and torch/transformers version incompatibility are separate compatibility problems." + "reason": "Remote_code compatibility break and torch 2.4.1/transformers 5.8.0 incompatibility are not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall representative issue choice is grounded, especially issue:45920 as the broadest tokenizer-ID regression report. However, the soft-edge acceptance of issue:41093 \u2194 issue:43638 is too strong for the packet: both are DeepSpeed/ZeRO-3/Bert-related index errors, but the titles only show broadly similar failure types, not a clearly shared root cause. That makes the verdict insufficiently conservative. The other soft-edge rejections look fine." + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is well supported by the packet: 45920 is the broader AutoTokenizer wrong-token-ID regression, and 45812 is the narrower Granite-only instance. The summary stays conservative about the rest of the cluster, and the soft-edge rejections are mostly justified by clear title-level differences. No PR pairs are present." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -903,7 +975,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:36331", "issue:39186", @@ -987,14 +1059,14 @@ "issue:45920|issue:46489", "issue:43950|issue:45902" ], - "prepared_review_unit_hash": "deff84affc955a481cfb30bd309559626bc13c7a5418af49e02e128eb1f31b46", + "prepared_review_unit_hash": "8c52a5f91a9ce19374fc09280c9ca7513a9f0db5aba504219c239bca5b750a4c", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 47, @@ -1009,210 +1081,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed set of unrelated Transformers bug reports. The only clear duplicate cluster here is the v5 non-persistent-buffer corruption regression, where 43644 and 44534 match 43950 closely.", - "confidence": 0.88, - "canonical_issue_reason": "43950 is the clearest representative of the non-persistent-buffer regression: it states the v5.x corruption bug directly and matches the other clear duplicate reports.", + "summary": "This cluster is mostly heterogeneous; only a few small duplicate groups are credible: non-persistent buffer corruption in v5, trust_remote_code/custom-module loading collisions, tied-weights regressions, and input_ids/inputs_embeds validation messaging. Most other soft pairs share only a broad subsystem or symptom class, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "43950 is the clearest canonical anchor for the non-persistent-buffer regression: it states the generic `from_pretrained`/`register_buffer(persistent=False)` corruption cleanly and subsumes the more specific wording in 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best single issue to anchor this cluster because it is the most specific and directly describes the shared bug seen in the duplicate pair.", + "best_issue_reason": "43950 is the best single issue to keep because it is broad, precise, and represents a real duplicate set rather than just a theme; it also has the strongest claim to the underlying v5 regression among the issues shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different concrete failures: image/text dtype mismatch vs video chat-template token/feature mismatch." + "reason": "Both involve multimodal input handling, but one is an image dtype mismatch and the other is a video feature/token count mismatch; different bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Unrelated runtime paths: torch dynamo grouped_mm tracing error vs float8 storage lookup failure." + "reason": "Unrelated runtime failures: torch dynamo/grouped_mm tracing vs missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen video input, but the reported symptoms and code paths are different enough that this is not a safe duplicate." + "reason": "Both mention Qwen video input regressions, but the reported failures and trigger paths differ enough that they do not look like one concrete bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index/shape errors around init, but they affect different models and failure points." + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-dimension failure in BertModel." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a text-embedding quality complaint and the other is a broader pipeline/AutoModel output issue." + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is a model/pipeline output-quality problem." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different bugs: composite config unwrapping vs uninitialized rotary embedding memory after materialization." + "reason": "Different code paths: composite config unwrapping vs uninitialized rotary embedding state after `to_empty`." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Completely unrelated: TensorFlow backend detection vs torch/transformers version incompatibility." + "reason": "TensorBoard/TensorFlow backend detection and torch-transformers version incompatibility are separate issues." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and different multimodal/trainer failure modes." + "reason": "Different model families and failures: image preprocessor dtype mismatch vs TRL SFT input-embedding unpacking error." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error is unrelated to TRL embedding unpacking." + "reason": "FSDP 2-D weight error is not the same bug as the Qwen3.5 TRL SFT failure." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both concern custom-module loading, but one is a leaf-dir cache collision and the other is wrong module selection after save/load; not the same bug." + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module loading collision: a cache/path resolution bug causing the wrong local module to be loaded." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom model initialization issue is unrelated to flash-attn fallback gating." + "reason": "Custom model initialization in notebooks and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:45005", - "accept": false, - "reason": "Specific Mistral3 weight-tying bug vs a broader translation-model tied-weights regression; too different to merge." + "accept": true, + "reason": "43404 is a specific instance of the broader v5 tied-weights regression described in 45005; both are about weights not being tied correctly during model setup/load." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "No meaningful overlap beyond being model-quality reports." + "reason": "Perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks do not share a concrete bug." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + "reason": "Quantization/offloading behavior is a different area from tied-weights initialization." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "An algorithmic DSA/indexer complaint is unrelated to a docs typo." + "reason": "DSA indexer activation issue and docs mentioning a removed command are not the same bug." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Related validation area, but not the same concrete bug or code path." + "accept": true, + "reason": "46463 looks like a T5-specific manifestation of the broader input_ids/inputs_embeds XOR validation problem described in 45183." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions for different model families." + "reason": "Both are tokenizer regressions, but the titles point to different model-specific whitespace/output failures without a clear shared concrete code path." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint-loading failure is unrelated to tied-weights regression." + "reason": "NemotronH checkpoint loading and tied-weights regressions are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and unrelated failure modes." + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method call are different issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Unrelated typo vs v5 docs command removal." + "reason": "A typo in cache-strategy docs is not the same as a docs/runtime-command removal issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer/model issues, but they concern different models and different symptoms." + "reason": "Tokenizer detokenization and NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model-specific runtime failures." + "reason": "Different model/runtime failures with no shared code path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression where non-persistent buffers get corrupted/fill with junk during load." + "reason": "These are the same non-persistent-buffer corruption regression, just phrased as generic junk buffers vs silent corruption after `from_pretrained`." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example error report and the other is a model-quality regression." + "reason": "SigLIP2 docs errors and SigLIP2 embedding quality complaints are not the same bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "These report the same non-persistent-buffer corruption regression in Transformers v5, phrased slightly differently." + "reason": "Same underlying v5 regression: `from_pretrained`/initialization corrupts non-persistent buffers." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different errors: custom trainer kwarg mismatch vs ZeRO-3 load-time index error." + "reason": "Unexpected compute_loss kwarg and ZeRO-3 index-out-of-bounds are unrelated trainer/model failures." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both are mixed-precision/dtype-related, but the models, symptoms, and code paths differ." + "reason": "Both mention dtype/autocast issues, but one is a direct dtype mismatch error and the other is a Qwen3.5 RLHF NaN/SDPA fallback problem." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization/storage compatibility issues, but they are distinct TypeErrors with different root causes." + "reason": "Both are quantization-related TypeErrors, but one is bitsandbytes initialization and the other is a missing storage-object lookup." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broader tokenizer regression vs a specific DeepSeek-Coder v1 tokenization bug; not enough evidence they are the same defect." + "reason": "Different tokenizer regressions affecting different model families; no clear shared bug from the titles." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to the Qwen3_5Moe rotary-embedding memory bug." + "reason": "Non-persistent-buffer corruption and uninitialized rotary embedding state after materialization are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate set is the non-persistent-buffer regression around 43644/44534/43950, and the other soft-edge verdicts are mostly cautious false negatives rather than overclaims." + "feedback": "The summary is grounded in the packet and stays conservative: it only groups pairs that have strong title-level evidence of the same concrete regression, while treating broader subsystem similarity as non-duplicate. The canonical issue choice around 43950 is also well supported by the duplicate set shown." }, "evaluator_used": true, "retried": false, @@ -1231,7 +1303,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:24643", "issue:28530", @@ -1287,8 +1359,8 @@ "issue:41553|issue:43883", "issue:43054|issue:45701", "issue:44910|issue:45859", - "issue:45663|issue:45902", "issue:42947|issue:44387", + "issue:45663|issue:45902", "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:24643|issue:28530", @@ -1314,220 +1386,220 @@ "issue:43742|issue:45399", "issue:43404|issue:43950" ], - "prepared_review_unit_hash": "d5000620e0e3b0a15de50f4531aa0b97932ea6adaebaf3473fa39e939da89b95", + "prepared_review_unit_hash": "456959f322e9ee6380f2937178d3aa9f90334b03ed124f69831dbf68f0d323d1", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36740, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "serialized_chars": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of model-loading/tokenization regressions plus a few unrelated performance/configuration bugs; there is no true duplicate group. If one issue must serve as the anchor, 45020 is the broadest umbrella report.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45020 is the most general and central report: it describes a broad regression where recent transformers versions break remote_code model loading, which overlaps conceptually with several model-specific loading failures.", + "summary": "The set is mostly heterogeneous: tokenizer regressions, model-loading failures, distributed-training issues, and performance bugs. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, centered on recent Transformers v5 remote_code loading regressions, so it is the most reusable anchor among these issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the broadest umbrella symptom and most likely to subsume related version-regression reports.", + "best_issue_reason": "issue:45020 is the best overall issue anchor because it is general, well-scoped, and most likely to subsume adjacent remote_code/config-loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption during model load is unrelated to a logging/noise complaint." + "reason": "Checkpoint corruption in Ovis2 and generic loading noise are different failure modes and different code paths." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP/SigLIP2, but one is zero probabilities and the other is embedding quality; different bugs." + "reason": "Both involve SigLIP/SigLIP2, but one is zero probabilities and the other is worse text embeddings; not the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Both are loading errors, but Voxtral tokenizer error and Molmo missing attribute are distinct code paths." + "reason": "Voxtral AutoTokenizer loading and Molmo missing all_tied_weights_keys are unrelated issues." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Text-embedding quality regression is not the same as a broad tokenization-version change report." + "reason": "Model quality regression in SigLIP2 is not the same as a tokenizer conversion performance regression." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention crash from 3D position_ids is different from CPU-offload incompatibility in rotary embedding." + "reason": "Flash-attn illegal memory access from 3D position_ids is distinct from CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "Both mention Gemma4/Qwen3 MoE internals, but FSDP2 KeyError and uninitialized memory are separate defects." + "reason": "These are different memory-related problems: LoRA gradient checkpointing vs int4 quantization reserved-memory growth." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to int4 quantization memory growth." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe inv_freq materialization are unrelated model-specific bugs." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading and glm-4v-9b loading failure are different model-specific issues." + "reason": "Voxtral tokenizer loading failure and glm-4v loading failure do not share a concrete root cause." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load-time noise is not the same as failing to load a specific model." + "reason": "Generic load-time noise is not the same as a specific inability to load ScandiBERT." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to early stopping metric resolution." + "reason": "DeepSpeed weight-dimension training error and early-stopping metric lookup are unrelated training issues." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is embedding quality and the other is implementation discrepancy against JAX." + "reason": "SigLIP2 zero-probabilities and SigLIP2 HF-vs-JAX discrepancy are related at the model family level but not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import failure are unrelated." + "reason": "Detokenization regression and flash_attn import_utils KeyError are completely different subsystems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Load-time noise and a specific tokenizer load failure for cjvt/sleng-bert are not the same bug." + "reason": "Generic loading noise is broader than the specific sleng-bert loading failure; no shared root cause is evident." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing behavior and MoE training memory usage are separate performance issues." + "reason": "PEFT LoRA gradient-checkpointing behavior and Qwen3 MoE training memory inefficiency are distinct problems." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is related to remote-code handling but not the same concrete failure as broad model-loading breakage." + "reason": "Both mention remote_code loading, but one is missing fields in AutoConfig and the other is a broader compatibility regression; not clearly the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FineGrainedFP8Config failure are different model/config combinations." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 config failure are unrelated model-specific issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "An MPS histogram op error in MoE is unrelated to Gemma4 device placement mismatch." + "reason": "MPS histogram int error in MoE and Gemma4 PLE device mismatch are different runtime/device bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are distinct loader bugs." + "reason": "glm-4v loading failure and Molmo missing all_tied_weights_keys are unrelated load-time errors." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model and flash-attn fallback selection are unrelated." + "reason": "Tokenizer loading failure for est-roberta and flash-attn fallback blocking are different concerns." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2.5-VL import and bitsandbytes Int8Params incompatibility are different integration failures." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and bitsandbytes Int8Params incompatibility do not share a code path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions are not the same as Gemma4 forward device-map mismatch." + "reason": "Remote_code regression and Gemma4 device mismatch are unrelated issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A tokenizer-mapping edge case in add-new-model-like is narrower and different from the broader remote_code loading regression." + "reason": "add-new-model-like tokenizer mapping failure is not the same as the remote_code loading regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Dtype mismatch under autocast and Gemma4 device mismatch are separate runtime placement issues." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement are different bugs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility across versions is not the same as a warning about tie_word_embeddings in a different Qwen model." + "reason": "Qwen3_moe LoRA compatibility across hf versions is not the same as a tie_word_embeddings warning." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated tokenizer vs attention-selection bugs." + "reason": "Mistral regex patch crash and flash-attn fallback gating are distinct tokenizer/attention issues." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same path." + "reason": "These are opposite tokenizer conversion directions and different performance hotspots, not one underlying bug." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve DeepSeek tokenizers, but this is a ByteLevel/Metaspace override issue while the other is an output regression from a different fix gap." + "reason": "Both affect DeepSeek tokenization, but one is ByteLevel being replaced by Metaspace and the other is a v1-specific output regression; not clearly the same fix." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-load problems." + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-loading reports." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage is broader than the specific Kimi-K2.5 tokenizer codec and warning regression." + "reason": "A broad remote_code regression is not the same as the Kimi-K2.5 tokenizer regression from 5.3.0 to 5.4.0." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback selection do not share the same underlying bug." + "reason": "MobileLLM key error and flash-attn fallback blocking are different failure paths." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "A tied lm_head issue in Mistral3 is not the same as corrupting non-persistent buffers during from_pretrained." + "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption are unrelated state-loading bugs." } ] }, @@ -1549,7 +1621,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:24643", "issue:30064", @@ -1602,8 +1674,8 @@ ], "soft_pairs": [ "issue:43827|issue:44509", - "issue:43792|issue:44220", "issue:42915|issue:43872", + "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:42947|issue:45923", "issue:41553|issue:44991", @@ -1628,23 +1700,23 @@ "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:43550|issue:44910", - "issue:45812|issue:46489", - "issue:44560|issue:44918" + "issue:44560|issue:44918", + "issue:45812|issue:46489" ], - "prepared_review_unit_hash": "7875b63d595d524e8f7606193418dba56e624bccb4357811c9c330c7eeb3d97c", + "prepared_review_unit_hash": "5500b78406bb4b7577b963c03cc84dd33330612cc1655e76dbd5c5d230ab63f5", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36649, + "serialized_chars": 36651, "estimated_input_tokens": 9163, "estimated_eval_tokens": 18582 }, @@ -1653,186 +1725,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model- or feature-specific regressions. The only clear duplicate families here are the custom-model initialization regression, the removed docs pipeline-task references, and the repeated mask/tensor shape-mismatch reports.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 43646 is the best umbrella target: it states the broad Transformers 5.0 custom model initialization regression, and 43645 reads like the narrower Jupyter-notebook variant of the same bug.", + "summary": "Mostly heterogeneous issues, with a few clear duplicates around v5 docs cleanup, custom model init, `_is_hf_initialized` loading, and identical mask-shape index errors.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43872 is the clearest, most central report of the `_is_hf_initialized`/loading regression, with the most explicit exception and broader duplicate linkage than the newer follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the cleanest representative issue to keep because it is broad, specific enough to identify the regression, and likely subsumes the more specific notebook report.", + "best_issue_reason": "issue:43872 is the strongest representative issue in this set: precise failure signature, concrete repro class, and good anchor for the related duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say removed pipeline task names are still referenced after v5." + "reason": "Same v5 docs cleanup gap: removed summarization/translation/text2text pipeline tasks still referenced in docs." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Related audio/Whisper area, but the titles do not show the same concrete failing code path." + "reason": "Different problems: Qwen3Moe FP8 config failure vs bitsandbytes `_is_hf_initialized` load-time error." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Different problems: FineGrainedFP8Config vs bitsandbytes Int8Params initialization." + "reason": "Both involve Whisper/audio, but the titles don't show the same concrete bug or code path." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Same symptom keyword, but different code paths and different load mechanisms; too weak to merge." + "accept": true, + "reason": "Same `_is_hf_initialized` TypeError during model loading/init_empty_weights; looks like the same regression." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "One is gradient-checkpointing behavior, the other is a missing capability flag; not the same bug." + "reason": "Different LoRA/gradient-checkpointing issues: ineffective checkpointing vs missing `supports_gradient_checkpointing` flag." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but for different models and different reported failures." + "reason": "Different tokenizer regressions on different models and different failure modes." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated errors: custom trainer signature mismatch vs tensor mask shape mismatch." + "reason": "Trainer API signature mismatch vs tensor mask shape mismatch; unrelated bugs." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading issues, but they target different Qwen model families and likely different fixes." + "reason": "Both are DeepSpeed ZeRO-3 load failures, but different model families and not enough evidence of the same root cause." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different DeepSpeed/accelerate problems: missing MoE weight conversion vs gradient averaging with loss kwargs." + "reason": "Loading/weight conversion issue vs gradient averaging bug; distinct code paths." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and different loading failures; no clear shared underlying defect." + "reason": "Different model-loading failures for different architectures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both touch attention/positioning, but one is RLHF gradient instability and the other is a flash-attention AttributeError." + "reason": "Different attention-path crashes with different symptoms and triggers." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen regressions, but the reported failure modes are different." + "reason": "Related video regressions, but one is broad multi-model behavior and the other is a specific StopIteration; not clearly the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/tensor shape-mismatch error signature; 44805 looks like a later duplicate report of the same bug class." + "reason": "Same IndexError class and same mask/indexed tensor shape-mismatch symptom, likely the same bug reproduced elsewhere." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model-loading issues with no evidence they share the same code path." + "reason": "Different tokenizer loading issues for different models." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different models and different loading symptoms; not the same underlying issue." + "reason": "Different loading failures: checkpoint architecture mismatch vs missing text encoder weights." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-dimension error is unrelated to void segmentation-map preprocessing." + "reason": "Unrelated training DeepSpeed weight-shape error vs image processor segmentation-map bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache crash vs checkpoint-loading failure; unrelated." + "reason": "Unrelated subsystems: PagedAttention linear_attention crash vs checkpoint loading failure." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and autocast dtype mismatch are unrelated feature/bug reports." + "reason": "Unrelated: GGUF/gpt-oss support vs dtype mismatch under autocast." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen3.x rotary-position bugs with different symptoms and likely different fixes." + "reason": "Different bugs: Qwen2.5-VL rope scaling vs Qwen3_5Moe uninitialized memory after materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is a per-layer shared_kv_states KeyError and the other is a device-map mismatch." + "reason": "Same model family, but different concrete failures and code paths." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are not the same issue." + "reason": "Unrelated issues: GGUF architecture support vs sliding_window behavior." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal regressions: image-preprocessor/model dtype mismatch vs video StopIteration." + "reason": "Different model-specific preprocessing/video failures; no clear shared root cause." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to the Kosmos2.5 OCR index error." + "reason": "Different regressions: non-persistent buffer corruption vs long OCR index error." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Unrelated model-support and storage-type errors." + "reason": "Different failures: video StopIteration vs MPS histogram unsupported for Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific wording of the broader 43646 report." + "reason": "Same transformers 5.0.0 custom-model initialization breakage; one is just the notebook manifestation." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44589", + "right": "issue:43366", "accept": false, - "reason": "Different attention/kernel failures on different models and different symptoms." + "reason": "Float8 storage lookup error is unrelated to GGUF/gpt-oss support." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions for different model families and different change histories." + "reason": "Both are tokenizer regressions, but on different model families with different symptoms and no clear shared fix." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different runtime crashes in different attention/code paths." + }, + { + "left": "issue:44918", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs: Qwen3.5 embedding unpacking vs video StopIteration." + }, + { + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Video model StopIteration and MPS histogram int support are unrelated." + "reason": "Different issues: LoRA checkpointing effectiveness vs missing gradient-checkpointing support flag." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft pairs are supported by the titles and relative specificity (43827/44509, 41093/44805, 43645/43646), and the rejected pairs avoid over-merging on weak symptom similarity. No obvious overstatement." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are well supported by the titles and issue descriptions: the v5 docs cleanup pair, the `_is_hf_initialized` loading regression pair, the identical mask-shape IndexError pair, and the custom model init pair all look like the same underlying bug or very close duplicates. The rejected pairs are also reasonably cautious. No major overstatement stood out." }, "evaluator_used": true, "retried": false, @@ -1851,7 +1935,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:36010", "issue:38175", @@ -1894,13 +1978,13 @@ "issue:45276", "issue:45313", "issue:45357", - "issue:45488", "issue:45507", "issue:45584", - "issue:45812", "issue:45823", "issue:45834", - "issue:46468" + "issue:46459", + "issue:46468", + "issue:46512" ], "soft_pairs": [ "issue:42915|issue:43957", @@ -1919,12 +2003,13 @@ "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:42491|issue:43720", + "issue:46459|issue:46512", "issue:41720|issue:42915", "issue:44451|issue:44488", "issue:45313|issue:45357", "issue:44960|issue:44977", - "issue:42491|issue:45276", "issue:42915|issue:44756", + "issue:42491|issue:45276", "issue:43644|issue:44534", "issue:45507|issue:46468", "issue:39692|issue:43994", @@ -1933,238 +2018,237 @@ "issue:43644|issue:43645", "issue:43854|issue:43931", "issue:43856|issue:44387", - "issue:43257|issue:43854", - "issue:45488|issue:45812" + "issue:43257|issue:43854" ], - "prepared_review_unit_hash": "b661dd0f6079909b3a20e65bc27c4cf0f74f999b04344624b2d4639a6fb33ba9", + "prepared_review_unit_hash": "b301d3d573592a9580f4cd4e04273f4fb5264f51b90d934820fe758f1558cac2", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37089, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "serialized_chars": 37094, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5/model-specific regressions. Only one soft edge is a clear duplicate; the rest are too cross-model or only share a broad subsystem like loading, quantization, or device mapping.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43644 is the clearest canonical issue: it is earlier, broadly phrased, and has the exact duplicate/rewording in issue:44534.", + "summary": "Mostly heterogeneous issue cluster. The only solid duplicate pair is 43644/44534; the BERT loading pair 44451/44488 is too speculative and should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the best canonical issue: it describes the underlying regression clearly and has a near-verbatim duplicate in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative of the duplicate set because it captures the shared concrete bug and is the earliest instance.", + "best_issue_reason": "43644 is the strongest anchor because it states the core bug directly and is supported by the confirmed near-duplicate 44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Both are loading failures, but one is Qwen3Moe FP8-specific and the other is a generic meta-device loading regression; not the same concrete bug." + "reason": "Different bugs: Qwen3Moe FineGrainedFP8Config failure vs a generic meta-device loading regression." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific class vs a model-loading/meta-device failure; unrelated code paths." + "reason": "A Qwen2.5-VL import error is not the same code-path problem as meta-device loading." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue and GGUF/gpt-oss support are different problems." + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure is unrelated to Qwen3Moe FP8 loading." + "reason": "GenerationMixin import failure is unrelated to the Qwen3Moe FP8 config bug." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping bug and Gemma4 device mismatch are different failures." + "reason": "Tokenizer-mapping/model-registration failure is a different bug from Gemma4 device-mismatch forward execution." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different runtime errors in different model paths; only a broad 'indexing error' resemblance." + "reason": "Qwen3-VL video StopIteration and a mask/tensor shape mismatch are different failures." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but the reported symptoms and likely failure modes differ enough to avoid merging without stronger evidence." + "reason": "Same model family, but zero probabilities vs nonsensical outputs are not enough to establish the same underlying bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformer v5 flag regression and Kosmos2.5 OCR index error are unrelated." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 cross-track leakage and Whisper empty-transcription failure are different bugs." + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are different code paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert/DeepSpeed zero3 initialization error is unrelated to the tokenizer-mapping add-new-model-like issue." + "reason": "Bert Zero-3 initialization failure is not the same as the add-new-model-like tokenizer mapping bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both are load-time failures, but they affect different mechanisms and model families." + "reason": "Both mention Bert/model loading, but the specific failures are different and not clearly duplicates." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Config-validation failures for different models; not the same concrete regression." + "reason": "Both involve validation, but they concern different models and different validation breakages." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and mask/tensor shape mismatch are not the same issue." + "reason": "Tokenizer mapping/model registration is unrelated to the mask-shape IndexError." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized offload failure vs mmap/OOM on Strix Halo; too different to treat as duplicates." + "reason": "Quantized-model offload failure and Strix Halo mmap OOM are different issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a zero-probability symptom and the other is a docs example with multiple issues, including quantization; not clearly one bug." + "reason": "SigLIP2 output anomaly and SigLIP2 docs-example/quantization errors are not the same concrete bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are distinct code paths." + "reason": "Qwen3 MoE HF4/HF5 compatibility and BitNet packed-weight unpacking are different loading problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is about checkpoint loading and the other about config state after from_config." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-related failures, but one is CUDA assert under device mapping and the other is FP8 config loading; not the same bug." + "reason": "Auto device-map cuda assert on A800 is unrelated to the Qwen3Moe FP8 config failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Similar 'cannot load model' wording, but different models and insufficient evidence of a single shared root cause." + "reason": "Both are BERT loading failures, but they affect different repos and do not establish the same regression or code path." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading and save_pretrained key regression are opposite sides of the workflow and not the same bug." + "reason": "ZeRO-3 weight loading for language_model and incorrect visual-encoder save_pretrained keys are different bugs." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "GLM5 and Qwen3.5 flash-attention failures are unrelated model-specific bugs." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "LoRA/load-compatibility issue vs embedding resize propagation bug; unrelated." + "reason": "Qwen3Moe FP8 config failure is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM share only a vague memory-loading theme." + "reason": "HF4/HF5 compatibility is not the same bug as resize_token_embeddings propagation in Gemma4." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same bug: identical title/body theme about non-persistent buffers being filled with junk in Transformers v5." + "reason": "Near-identical regression: both report Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls and Nemotron example breakage are different issues." + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are different issues." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "The documentation example bug and the nonsensical-output report are related at best by model family, but not clearly the same concrete defect." + "reason": "Both are SigLIP2-related, but one is a docs/example error and the other is an inference-quality anomaly." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math and SGD argument handling are different trainer bugs." + "reason": "Trainer resume/max_steps math and SGD args not being used are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention quantization/offloading/memory, but one is training memory inefficiency and the other is offload not working as expected." + "reason": "Training memory inefficiency and quantization offloading behavior are different problems." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom-model initialization in notebooks; not the same bug." + "reason": "Buffer initialization junk and notebook custom-model initialization are distinct v5 regressions." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different loading errors." + "reason": "GLM-4.7-Flash unit-test load failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory OOM under Transformers 5.x." + "reason": "Both mention memory, but one is training inefficiency and the other is int4 reserved-memory OOM." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and GLM-4.7-Flash unit-test loading are unrelated." - }, - { - "left": "issue:45488", - "right": "issue:45812", - "accept": false, - "reason": "Different tokenizer regressions affecting different model families; same broad area, not the same concrete bug." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The lone positive edge (issue:43644 \u2194 issue:44534) is well grounded by near-identical wording and the earlier issue is a reasonable canonical representative. The remaining soft edges are phrased conservatively, generally distinguishing model-specific or code-path-specific failures without overclaiming duplication. Overall, the summary stays within the evidence in the packet." + "accept": false, + "feedback": "Reject: the summary is mostly cautious, but one accepted soft-edge pair is still too speculative. For issue:44451 vs issue:44488, the packet only shows two separate BERT-loading failures for different repos; it does not establish a shared regression or code path strongly enough to call them duplicates/near-duplicates. The 43644/44534 pairing is well supported, but the other accepted pair is not grounded enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2180,12 +2264,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:36010", "issue:39404", "issue:39692", - "issue:41720", "issue:42491", "issue:42947", "issue:43335", @@ -2219,19 +2302,20 @@ "issue:45335", "issue:45362", "issue:45406", + "issue:45488", "issue:45588", "issue:45663", - "issue:45684", "issue:45685", - "issue:45698", "issue:45704", "issue:45759", + "issue:45812", "issue:45823", "issue:45859", "issue:46050", "issue:46468" ], "soft_pairs": [ + "issue:45488|issue:45812", "issue:42491|issue:45292", "issue:42491|issue:43931", "issue:44488|issue:44991", @@ -2241,15 +2325,15 @@ "issue:45362|issue:45406", "issue:43404|issue:43454", "issue:43425|issue:43957", - "issue:39692|issue:44960", "issue:44402|issue:44488", + "issue:39692|issue:44960", "issue:42947|issue:45704", "issue:36010|issue:39404", "issue:45663|issue:45759", "issue:43873|issue:44387", "issue:45663|issue:45859", - "issue:44155|issue:45823", "issue:44291|issue:44756", + "issue:44155|issue:45823", "issue:44292|issue:44912", "issue:44960|issue:46050", "issue:44387|issue:44756", @@ -2259,253 +2343,227 @@ "issue:44863|issue:46468", "issue:45685|issue:46468", "issue:43854|issue:45216", - "issue:45684|issue:45698", "issue:44479|issue:44877", - "issue:43381|issue:44928", - "issue:44164|issue:44756", - "issue:43957|issue:44756", - "issue:45588|issue:45663", - "issue:41720|issue:44155" + "issue:43381|issue:44928" ], - "prepared_review_unit_hash": "93f370129fe54111b069fe41aaff631084478123fc53f675f4527f1995327105", + "prepared_review_unit_hash": "90783e58c0f2251cba78f1065e8fc02d024c584c32263023611873b5d0d5cbd5", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37964, - "estimated_input_tokens": 9491, - "estimated_eval_tokens": 19238 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bugs. A few are about save/load or token embedding propagation, but the soft pairs do not look like true duplicates; they mostly share a subsystem, not the same underlying defect.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45698 is the best single representative because it is the broadest active save/load regression in the set and is closest in theme to several neighboring custom-module and save_pretrained/from_pretrained reports.", + "summary": "This set is mostly a grab bag of unrelated transformer bugs. The only clear duplicate family is around `resize_token_embeddings` not updating all tied/output embeddings across model variants; most other soft pairs are same subsystem but different concrete failures and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the most generic statement of the resize-token-embedding bug, and it best captures the broader family that also shows up in Gemma4 and T5Gemma.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the most representative cluster anchor: it is general, recent, open, and centered on save/load behavior rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45292 is the strongest canonical issue because it names the shared API regression without narrowing to one model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different model families and different failure modes; not the same underlying bug." + }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Both involve model/config loading and embedding-related behavior, but one is a Qwen3 MoE LoRA compatibility problem and the other is a resize_token_embeddings propagation bug." + "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to `resize_token_embeddings` behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different models and failures: Qwen3 MoE LoRA incompatibility vs Qwen3-VL weight-shape mismatch." + "reason": "Different problems: LoRA checkpoint compatibility vs Qwen3-VL model loading shape mismatch." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load failures, but they affect different models and describe different concrete breakages." + "reason": "Both are tokenizer loading issues, but for different models and likely different root causes." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Same general API area, but Gemma4-specific missing propagation to multiple embeddings is not clearly the same bug as the T5Gemma decoder embed_tokens issue." + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` does not propagate to all model-specific embeddings/output heads." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention related crashes, but the Qwen3.5 position_ids bug and the sink-less s_aux=None AttributeError are different code paths." + "reason": "Both involve flash attention, but one is a 3D `position_ids` packed-sequence bug and the other is an `s_aux=None` AttributeError." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch model loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are separate bugs." + "reason": "Save/from_pretrained extra_state handling is unrelated to the `init_empty_weights` `_is_hf_initialized` argument error." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different surfaces and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different model/serving failures; no clear shared code-path or fix." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head, but they are different model implementations and likely separate missing-tie bugs." + "reason": "Similar symptom about untied `lm_head`, but different model classes and not clearly the same bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are not the same underlying issue." + "reason": "Torch version incompatibility and meta-device loading are different issues." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "A broken documentation example and a GLM5 loading issue are unrelated." + "reason": "Unrelated model-specific tokenizer/vocab problems." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Both are tokenizer-related, but one is vocab size mismatch and the other is a model load failure for a different checkpoint." + "reason": "Documentation example errors are unrelated to the GLM5 issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and an apex FusedRMSNorm memory leak are unrelated bugs." + "reason": "Gradient checkpointing with LoRA and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen composite-config unwrapping are different model-specific issues." + "reason": "Different composite-model bugs: Gemma-4 FSDP2 attention state vs Qwen multimodal config unwrapping." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve memory behavior under quantization, but one is generic offloading and the other is int4 reserved-memory/OOM growth." + "reason": "Both quantization-related, but one is offloading behavior and the other is increased reserved memory/OOM." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 training FSDP2 bug and Qwen3_5Moe CPU-offload incompatibility are different failures." + "reason": "Gemma-4 FSDP2 attention state and Qwen3.5 MoE rotary offload are different bugs." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device-map mismatch." + "reason": "Meta-init loading error and Strix Halo mmap/OOM are unrelated." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Unexpected init_empty_weights argument and Strix Halo mmap/OOM are unrelated." + "reason": "Different model families and distinct runtime issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized loading failure is unrelated to MXFP4 quantization fallback." + "reason": "Different quantization formats and different loading failures." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are different model-specific issues." + "reason": "GLM5 load/test issue is unrelated to sinq save/load breakage." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 reserved-memory growth vs mmap on Strix Halo." + "reason": "Both mention OOM, but the causes and code paths are different." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 shared_kv_states are unrelated." + "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma-4 FSDP2 attention state." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both are gradient-checkpointing related, but one is ineffective LoRA training and the other is an eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval-mode use." }, { "left": "issue:45276", "right": "issue:45292", - "accept": false, - "reason": "Highly similar theme, but the Gemma4-specific multi-embedding propagation bug is not clearly the same defect as the general output_embeddings issue." + "accept": true, + "reason": "These are the same `resize_token_embeddings` regression; 45292 is the generic form, 45276 a Gemma4-specific manifestation." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example failure are related by model family only, not the same bug." + "reason": "NemotronH checkpoint loading failure and an official Nemotron example breakage are related only at a broad model-family level, not the same bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "An MPS histogram kernel limitation is unrelated to the Nemotron example loading breakage." + "reason": "MPS histogram support in MoE is unrelated to the Nemotron example issue." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are separate model-specific bugs." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both are save_pretrained-related, but one is file permission propagation and the other is wrong custom-module loading." + "reason": "Different model-loading/saving regressions." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict Granite Speech config loading are different issues." + "reason": "Video-input regression and strict config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF NaN explosion are not the same bug." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap-induced OOM on Strix Halo." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different code paths." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention sink-less-model crash and Gemma4 FSDP2 KeyError are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and AudioFlamingo3 batched track leakage are unrelated." + "reason": "Both involve gradient/checkpointing behavior, but the failures are different enough that they should not be merged." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate family is the resize_token_embeddings regression cluster, which is well supported by the issue titles. The other soft-edge rejections are appropriately cautious and do not overstate shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2520,13 +2578,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:36032", "issue:39404", + "issue:41720", "issue:42796", "issue:43299", - "issue:43404", "issue:43425", "issue:43452", "issue:43596", @@ -2536,13 +2594,11 @@ "issue:43708", "issue:43716", "issue:43828", - "issue:43856", "issue:43901", "issue:43906", "issue:43931", "issue:43957", - "issue:43994", - "issue:44079", + "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2551,31 +2607,37 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44671", "issue:44683", "issue:44756", "issue:44805", "issue:44898", "issue:44912", "issue:44918", - "issue:44991", - "issue:45081", "issue:45084", "issue:45292", "issue:45335", - "issue:45701", - "issue:45759", - "issue:45812", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", "issue:45823", "issue:46315", "issue:46326", "issue:46491" ], "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44164|issue:44756", + "issue:43957|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", "issue:43646|issue:43708", "issue:45292|issue:45335", - "issue:43645|issue:44164", "issue:43828|issue:43957", + "issue:43645|issue:44164", "issue:46315|issue:46491", "issue:44402|issue:44451", "issue:43425|issue:43828", @@ -2592,245 +2654,246 @@ "issue:44265|issue:44898", "issue:44589|issue:45084", "issue:44479|issue:44805", - "issue:43901|issue:44509", "issue:43425|issue:44918", + "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:43596|issue:44683", "issue:36032|issue:43452", "issue:44164|issue:45759", - "issue:43299|issue:43931", - "issue:44991|issue:45081", - "issue:44671|issue:44991", - "issue:43994|issue:44079", - "issue:43856|issue:44756", - "issue:42796|issue:43404" + "issue:43299|issue:43931" ], - "prepared_review_unit_hash": "789374209ffa92eb8154344446f1914253b1c7feeca1d6ae435f4307e4ce88f4", + "prepared_review_unit_hash": "c37a7aedf163d6e2543d51f16ade4bc92e29217a37bcafcab5288289f4b1a8de", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37476, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "serialized_chars": 36942, + "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 mostly heterogeneous regression reports around tokenizers/model loading, with one clear duplicate pair about `resize_token_embeddings` not propagating to all tied output embeddings. I did not find any PRs here.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45292 is the broadest statement of the `resize_token_embeddings` propagation bug; issue:45335 is a model-specific instance of the same missing update to downstream embeddings.", + "summary": "Mostly a mixed set of unrelated issues; only two pairs look like true duplicates: the resize_token_embeddings regression and the Qwen3-VL MoE loading regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broadest, most canonical formulation of the resize_token_embeddings regression; issue:45335 reads like the t5gemma-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best represents the underlying bug because it describes the general embedding-resize failure, rather than a single model variant.", + "best_issue_reason": "issue:45292 is the clearest, most general duplicate target in this set, with a concrete root symptom and a model-specific follow-up report that fits it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Same save/load area, but one is a read-only permission propagation problem and the other is loading the wrong custom module; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state handling and Strix Halo mmap OOM are unrelated failure modes." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "torch.device(\"meta\") loading regressions and mmap/OOM behavior are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 FSDP2 shared_kv_states are separate model-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map assert and AudioFlamingo3 batch token leakage are unrelated." + }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different failures: custom model init/loading vs Trainer checkpoint resume step counting." + "reason": "Custom model initialization in notebooks is not the same as Trainer resume/max_steps calculation." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` updates the main embeddings but not the tied/output embeddings; 45335 is a t5gemma-specific instance." + "reason": "Same resize_token_embeddings propagation bug; 45335 is the t5gemma-specific instance of the generic 45292 report." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Notebook custom-model init regression is unrelated to `extra_state` save/load handling." + "reason": "Autocast dtype mismatch and meta-device loading failures are different regressions." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Both are dtype-related, but one is autocast inference and the other is meta-device loading; different code paths." + "reason": "Notebook custom-model initialization and extra_state save/from_pretrained handling are not the same underlying bug." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: slow `convert_tokens_to_ids` performance vs CodeLlama round-trip spacing." + "reason": "Performance regression in convert_tokens_to_ids vs a leading-space round-trip bug are distinct tokenizer problems." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "A specific tokenizer vocab/special-token issue vs a generic model loading failure; not clearly the same bug." + "reason": "Both involve loading/tokenizer vocabulary issues, but the reports are too different to treat as the same concrete bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch compatibility report vs autocast dtype mismatch; unrelated problems." + "reason": "Torch 2.10 incompatibility and a Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token ID regression and slow `convert_tokens_to_ids` performance are different tokenizer bugs." + "reason": "Wrong token IDs for Granite models is not the same as slow convert_tokens_to_ids behavior." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure vs mmap/OOM on Strix Halo; different symptoms and causes." + "reason": "Float8 storage lookup failure and mmap OOM are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-mismatch during forward." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch during forward are different bugs." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve model loading, but one is `base_model_prefix` handling and the other is custom model initialization in notebooks." + "reason": "base_model_prefix loading regression and Jupyter custom-model init regression are different failure modes." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a Gemma4 device-map forward mismatch." + "reason": "Torch version incompatibility and Gemma4 device placement mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch incompatibility vs a specific image-preprocessor/model dtype mismatch." + "reason": "Generic torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are different issues." + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are separate issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper `return_language` pipeline behavior is not the same as a broad tokenization change report." + "reason": "Whisper return_language pipeline regression and tokenization changes across versions are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Ministral BPE-marker handling and `continue_final_message` for mistral_common are related to Mistral tokenization but not the same concrete bug." + "reason": "Both mention mistral tokenizers, but BPE marker handling and continue_final_message behavior are different problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of a prior issue vs a Qwen3.5 PagedAttentionCache crash; no direct match." + "reason": "An isolated reproduction of another issue is not the same as a Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export compatibility and Perceiver interpolation failure are unrelated model/export bugs." + "reason": "torch.export with torch_compilable_check and Perceiver resize/interpolation are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different failure modes: missing Float8 storage object vs template-node compilation error." + "reason": "Float8 storage deserialization and template-node compilation errors are different." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a mask shape IndexError; not the same bug." + "reason": "Qwen video-input regression and generic mask-shape IndexError are not clearly the same root cause." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Both are docs regressions, but they concern different removed/changed pipeline APIs." + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking in TRL are unrelated." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Torch incompatibility is unrelated to TRL SFT unpacking of Qwen3.5 embeddings." + "reason": "Both are docs-related, but they cover different pipeline topics and do not look like one duplicate." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are different regressions." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel index error is unrelated to flex_attention compilation on newer torch." + "reason": "Deepspeed ZeRO-3 init crash and compiled flex_attention torch>=2.9 regression are different code paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer load conflict and `gguf_file` loading breakage are different tokenizer/model-loading bugs." + "reason": "T5Tokenizer special-token conflict and gguf_file loading breakage are distinct." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` serialization and composite Qwen config unwrapping are separate loading paths." + "reason": "extra_state save/load handling and text_config unwrapping for multimodal configs are different bugs." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Same model family, but one is a broad v5 dev loading regression and the other is a specific weight-shape mismatch; not clearly the same concrete bug." - }, - { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer load failure for est-roberta and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for a different model are distinct issues." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Siglip2 wrong outputs and `ModelOutput` key assignment are not the same code-path problem." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3 MoE training memory usage and disabling mmap for Strix Halo OOM are unrelated." + "accept": true, + "reason": "Both describe Qwen3-VL MoE model-loading failures on transformers 5.0; they appear to be the same underlying loading regression." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Mistral3 lm_head weight tying." + "reason": "Granite token IDs regression and CodeLlama leading-space round-trip regression are different tokenizer bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pair (issue:45292 / issue:45335) is a conservative duplicate-style match on the same resize-token-embeddings propagation bug. The rest of the soft-edge verdicts stay appropriately cautious, and it\u2019s correct that no PRs were present." + "feedback": "The summary is grounded in the packet: the two accepted duplicate pairs are the strongest matches, and the rejected pairs are handled conservatively. The resize_token_embeddings pair (45292/45335) is a clear generic-vs-model-specific duplicate, and the Qwen3-VL loading pair (43299/43931) is plausible from the titles. No soft-edge verdict appears to overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2849,7 +2912,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:32090", "issue:34567", @@ -2857,9 +2920,9 @@ "issue:39404", "issue:40444", "issue:40990", - "issue:42175", + "issue:42796", "issue:42915", - "issue:43317", + "issue:43404", "issue:43421", "issue:43452", "issue:43482", @@ -2869,14 +2932,14 @@ "issue:43632", "issue:43643", "issue:43644", - "issue:43645", "issue:43646", "issue:43716", + "issue:43856", "issue:43883", "issue:43906", + "issue:43994", + "issue:44079", "issue:44164", - "issue:44206", - "issue:44220", "issue:44451", "issue:44462", "issue:44479", @@ -2886,34 +2949,39 @@ "issue:44671", "issue:44683", "issue:44737", + "issue:44756", "issue:44811", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", - "issue:45507", "issue:45584", "issue:45859", "issue:46050", - "issue:46178", "issue:46285", "issue:46326", "issue:46402", "issue:46489" ], "soft_pairs": [ + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:42796|issue:43404", "issue:44462|issue:46489", "issue:44164|issue:44479", "issue:43906|issue:46326", - "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:44488|issue:45081", + "issue:44737|issue:45859", "issue:39404|issue:44671", "issue:43611|issue:43644", "issue:46285|issue:46402", "issue:43716|issue:45084", "issue:43582|issue:43632", - "issue:40990|issue:43421", "issue:44488|issue:44987", + "issue:40990|issue:43421", "issue:32090|issue:39404", "issue:36032|issue:42915", "issue:43643|issue:44530", @@ -2925,231 +2993,223 @@ "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:43452|issue:43482", - "issue:43883|issue:44488", - "issue:44206|issue:44220", - "issue:43317|issue:43482", - "issue:36032|issue:43645", - "issue:45084|issue:45507", - "issue:42175|issue:46178" + "issue:43883|issue:44488" ], - "prepared_review_unit_hash": "c1bd690c3337cce6ad5d270afc45f1c4d7da197ec3bef47e9a51abcd5fe2d544", + "prepared_review_unit_hash": "aca20133496bf0301943de28364edc8c7a0e3fd1b28cda18bf90db1ad8103c75", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36648, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issues; only one soft duplicate looks plausible. The strongest anchor is the generic GGUF-loading regression, with the model-specific Qwen2.5 report as its likely duplicate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43452 is the broadest and most generic report of the GGUF-loading failure, so it best serves as the anchor for the only plausible duplicate pair.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions around v5 loading, tokenizers, models, and runtime behavior. The issues are thematically similar but not duplicates; none of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 regression theme: model initialization/loading breaks across downstream models. It is generic enough to anchor the cluster better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the clearest representative of the shared GGUF loader regression and is better suited as the canonical issue than the model-specific follow-up.", + "best_issue_reason": "Issue 43646 is the best single issue to represent the cluster because it captures the widest and most central failure mode among these reports, while remaining concrete enough to be meaningful.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is a generic tokenizer load regression and the other is a Mistral regex patch crash with a different code path." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction corruption is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP output quality regression and ModelOutput key assignment are different subsystems and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory usage and Strix Halo mmap OOM are both memory-related but not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are distinct issues." + }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is about repository tokenizer.json resolution while the other is a DeepSeek-Coder-specific output bug; not clearly the same code path." + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is a DeepSeek-Coder tokenizer output regression tied to a specific v5 fix gap." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Unrelated failures: save/from_pretrained extra_state handling vs a video-input regression in Qwen VL models." + "reason": "save/from_pretrained extra_state handling and a video-input regression are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Both mention tokenizer-related behavior, but one is an isolated repro of another issue and the other is a mistral_common continue_final_message bug; not the same defect." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "Both involve device/offload behavior, but they affect different models and different code paths." + "reason": "An isolated reproduction of one issue and a mistral_common continue_final_message bug are not the same failure." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different subsystems entirely: tokenizer mapping discovery vs torch 2.9 flex_attention compilation." + "reason": "Tokenizer mapping failures and torch>=2.9 flex_attention compilation failures are different code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is model-loading for a BERT repo and the other is a Mistral regex patch crash." + "reason": "Both concern tokenizer loading, but they involve different models and different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU allocation and Qwen3.5 MoE CPU offload incompatibility are separate device-placement bugs." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to CamemBERT masked-LM prediction changes." + "reason": "Whisper return_language pipeline behavior is unrelated to CamemBERT masked LM predictions." }, { "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 bugs." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer initialization are different bugs." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different models and symptoms: CLIP structure drift vs Sam3Model text encoder weights not loading." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are separate model-specific regressions." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Unrelated: image-preprocessor dtype mismatch vs template compilation error." + "reason": "Mistral-3 dtype mismatch and a template-node compilation TypeError do not share a concrete code-path bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different regression classes: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag breakage." + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Perplexity issue on GPT-OSS is unrelated to tokenizer backend post-processor updates." + "reason": "Both are model-loading failures, but they affect different repositories/models and point to different breakages." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." + "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are unrelated." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline language-return behavior." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression have no shared code path." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token method conflict vs Qwen3Moe FP8 configuration failure are unrelated." + "reason": "T5 tokenizer special-token method conflict and Qwen3Moe FineGrainedFP8Config failure are different issues." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 cache/group-type crashes." + "reason": "Missing AutoConfig fields with trust_remote_code and PagedAttentionCache linear_attention failure are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load breakage is unrelated to the mistral_common continue_final_message issue." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different tokenizer/model persistence issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failures are different bugs." + "reason": "TrainerState token counting and iterable dataset multi-image fine-tuning are not the same bug." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading regressions affecting unrelated repositories." + "reason": "Loading one specific model and a broader transformers>=5.1.0 loading failure are not the same underlying issue." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error is not the same as non-template-node compilation failure." + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation failure are distinct compiler/runtime bugs." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper-related special-token issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-family issues, but one is FP8 config setup and the other is paged attention cache/group-type handling." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different model-specific regressions." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Different v5 regressions: junk buffers vs custom model initialization." + "reason": "Non-persistent buffer junk values and custom model initialization breakage are related only at a high level, not the same bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF loading path breaking in transformers v5; 43482 looks like a model-specific manifestation of the broader 43452 regression." + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad gguf_file from_pretrained breakage while the other is a specific Qwen2.5-GGUF v5 failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to model-load failures for BERT repositories." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Related audio feature extraction area, but one is a v5.2.0 regression from an unsupported center arg and the other is a different extract_fbank issue." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Dequantized-model device_map offload failure is not the same as a GGUF loading regression." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Jupyter custom model initialization are unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Different problems: template compilation error vs GraniteMoEHybrid calling an invalid method." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to tensorflow_text backend mapping validation." + "reason": "Molmo tied-weights attribute error and sleng-bert tokenizer loading failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge\u2014issue:43452 with issue:43482\u2014is reasonably supported by the titles and the broad GGUF-loading regression framing. The rest of the negative verdicts are cautious and do not overclaim overlap." - }, - "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 }, @@ -3164,23 +3224,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:28530", "issue:34567", "issue:36032", "issue:40444", + "issue:42175", "issue:42915", "issue:43089", "issue:43262", - "issue:43296", + "issue:43317", "issue:43322", "issue:43377", "issue:43404", - "issue:43425", + "issue:43482", "issue:43531", "issue:43540", - "issue:43611", "issue:43645", "issue:43646", "issue:43742", @@ -3188,6 +3248,7 @@ "issue:43883", "issue:43994", "issue:44062", + "issue:44206", "issue:44220", "issue:44265", "issue:44291", @@ -3208,13 +3269,18 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45812", + "issue:45507", "issue:45987", + "issue:46178", "issue:46315", - "issue:46326", - "issue:46491" + "issue:46326" ], "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", "issue:44849|issue:45325", "issue:44464|issue:45987", "issue:43262|issue:43377", @@ -3232,241 +3298,243 @@ "issue:43089|issue:45987", "issue:44451|issue:45081", "issue:44987|issue:45081", - "issue:44265|issue:44610", "issue:44220|issue:44683", - "issue:44991|issue:46315", + "issue:44265|issue:44610", "issue:45216|issue:45357", - "issue:42915|issue:44291", + "issue:44991|issue:46315", "issue:36032|issue:43742", + "issue:42915|issue:44291", "issue:42915|issue:44589", "issue:40444|issue:46326", "issue:44062|issue:44987", - "issue:43531|issue:44877", - "issue:43611|issue:44534", - "issue:45812|issue:46491", - "issue:43425|issue:44403", - "issue:43296|issue:43531" + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "9aa1dc935ab9cc153569fe90d0c8bee70063c940b0474d055e9595767269f25d", + "prepared_review_unit_hash": "6bab88b83b89ac4ad8a657d5f3e30a573c6a085c55b1b84c1a4c326f56f0f99c", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36517, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct bugs/regressions across different models or subsystems. The only clear duplicate-like pair is the Qwen3.5 save_pretrained regression, where the later report narrows the same serialization problem to visual encoder keys.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the Qwen3.5 save_pretrained regression, with a clear version boundary and the core serialization failure; issue:45357 reads as a later, narrower follow-up on the same bug.", + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports. I only see one plausible duplicate-like pair, both around Qwen3.5 save_pretrained serialization; the rest differ by model, symptom, or code path.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45216 is the clearest representative of the only apparent duplicate subcluster (Qwen3.5 save_pretrained serialization); it states the underlying regression more broadly than 45357.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 best captures the shared underlying bug because it describes the save_pretrained regression at the right abstraction level, while 45357 is a specific symptom of that same failure.", + "best_issue_reason": "Issue 45216 is the strongest anchor here because it names the underlying regression rather than a narrower symptom, but the overall set is still too mixed for a single global canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden-states output logic vs RoPE position scaling for still images." + "reason": "Both are audio/fbank-related, but one is a specific LasrFeatureExtractor center-arg crash while the other is a generic helper-function report; not clearly the same bug." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Unrelated failures: chunked generation inconsistency with compiled forward vs StaticCache length return-type contract." + "reason": "Different loading paths and failure modes: dequantized model offload vs Qwen2.5-GGUF loading under v5." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both audio-related, but one is a chat-template sampling-rate default and the other is a batching/padding-mask correctness bug in MIMI." + "reason": "Tokenizer method-name conflict vs custom model initialization breakage; unrelated bugs." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and appear to stem from different code paths." + "reason": "Different concrete failures: template compilation error vs GraniteMoEHybrid invalid method call." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Custom model initialization breakage in notebooks is a different issue from non-persistent buffers being filled with junk." + "reason": "Both mention backend handling, but one is packaging/install coverage and the other is an unsupported backend mapping error; not the same issue." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different Qwen models and different defects: hidden-state output bug vs RoPE position-id scaling bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different problem from StaticCache returning the wrong type." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate handling and the other is MIMI batching/padding-mask behavior." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; not the same underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is a model-specific missing tie and the other is a save_pretrained serialization inconsistency." + "reason": "One is a model-specific weight-tying bug; the other is device-dependent lm_head serialization inconsistency." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same as the Mistral regex patch crash." + "reason": "Unrelated issues: noisy loading logs vs a Mistral tokenizer regex patch crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and non-template-node compile error are different concrete problems." + "reason": "Qwen3MoE FP8 config failure and a template compilation TypeError do not share the same bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision issues: nonsensical SigLIP2 outputs vs wrong processor image size for OmDet-Turbo." + "reason": "Different vision-model problems: nonsensical SigLIP2 outputs vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio codec/model bugs: padding-mask batching mismatch vs DAC latent/STE mismatch." + "reason": "Different audio-model bugs: batching/padding-mask mismatch vs DAC STE mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input processing error." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping configuration issue and token-count tracking bug are unrelated." + "reason": "Early-stopping metric selection and num_input_tokens_seen updating are unrelated trainer issues." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization regression is separate from the non-persistent-buffer serialization bug." + "reason": "Notebook-specific custom model initialization breakage is not the same as buffer fill/serialization junk." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type mismatch are not the same bug." + "reason": "Generation performance overhead and StaticCache return-type contract are separate problems." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to the Mistral regex patch crash." + "reason": "Model-loading failure for ScandiBERT and Mistral regex patch crash are different issues." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different failure points; no shared underlying bug is evident." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to an image-size processor bug." + "reason": "Different targets and failures: model loading regression vs tokenizer regex patch crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature-extraction helper bug and compiled flex_attention failure are unrelated." + "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer loading failure and slow convert_tokens_to_ids performance are different issues." + "reason": "torch.export compilation failure for certain models is unrelated to OmDet-Turbo image-size preprocessing." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: 45357 is a narrower follow-up describing incorrect visual encoder keys, which fits the same underlying serialization bug." + "reason": "Same Qwen3.5 save_pretrained serialization regression; the visual-encoder-key report is a narrower manifestation of the same broken checkpoint output." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Different incompatibilities: Qwen3Moe FP8 config failure vs init_empty_weights receiving an unexpected argument." + "reason": "Tokenizer-loading regression and slow convert_tokens_to_ids behavior are different bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict and MobileLLM key error are unrelated." + "reason": "Tokenizer method conflict and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different failure modes in different model-loading paths: FineGrainedFP8Config vs init_empty_weights argument handling." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different FP8-related failures with different symptoms and likely different code paths." + "reason": "FP8 config failure and missing Float8 storage are different low-level issues." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to mistral_common continue_final_message behavior." + "reason": "Different multimodal/audio-style bugs: iterable multi-image finetuning failure vs mistral_common continue_final_message behavior." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken constructor argument conflict and a model-loading regression for physical-intelligence/fast are unrelated." + "reason": "AddedToken special-argument error and a model-loading regression for a different repo are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different problems." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading breakage is separate from junk-filled non-persistent buffers." - }, - { - "left": "issue:45812", - "right": "issue:46491", - "accept": false, - "reason": "Both tokenizer regressions, but for different model families and different observable failures." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version compatibility and generic transformer-loading noise do not describe the same bug." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Sliding-window bug in Qwen3-MoE and strict granite_speech config loading are distinct problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 vs issue:45357, is plausibly the same Qwen3.5 save_pretrained regression, with 45357 reading as a later/narrower follow-up. The rest of the pair verdicts are appropriately cautious and the summary does not overclaim broader duplication beyond what the titles support." + "feedback": "The assessment is conservative and well grounded in the packet. The summary correctly characterizes the set as mostly heterogeneous and only treats issue:45216 / issue:45357 as a plausible duplicate-like pair, which is supported by their closely aligned Qwen3.5 save_pretrained serialization regression titles. The other soft-edge rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -3485,7 +3553,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:33666", "issue:36032", @@ -3495,14 +3563,16 @@ "issue:41720", "issue:42175", "issue:42796", + "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", + "issue:43425", "issue:43482", "issue:43525", "issue:43531", "issue:43582", + "issue:43611", "issue:43632", "issue:43746", "issue:43792", @@ -3523,22 +3593,24 @@ "issue:44977", "issue:44991", "issue:45020", - "issue:45081", "issue:45325", - "issue:45357", "issue:45479", - "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", "issue:45923", "issue:46326", - "issue:46402" + "issue:46402", + "issue:46491" ], "soft_pairs": [ - "issue:43632|issue:44756", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:45812|issue:46491", + "issue:43296|issue:43531", "issue:36032|issue:41720", + "issue:43632|issue:44756", "issue:44479|issue:45325", "issue:44977|issue:46326", "issue:43792|issue:44589", @@ -3547,227 +3619,223 @@ "issue:33666|issue:40444", "issue:44683|issue:45020", "issue:43381|issue:45923", - "issue:43632|issue:44534", "issue:43421|issue:44568", + "issue:43632|issue:44534", "issue:44291|issue:44589", - "issue:44829|issue:45479", - "issue:44079|issue:45663", "issue:43482|issue:45538", - "issue:40444|issue:45325", "issue:43482|issue:43525", "issue:41553|issue:43582", + "issue:40444|issue:45325", + "issue:44079|issue:45663", + "issue:44829|issue:45479", "issue:43317|issue:43856", "issue:42175|issue:45542", "issue:43818|issue:46402", "issue:42796|issue:43746", - "issue:44462|issue:45812", - "issue:43818|issue:45357", - "issue:43377|issue:45491", - "issue:41720|issue:45081", - "issue:43531|issue:44291" + "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "bc30854faca267c4db5aba5a3acc1b040e1e7aeaec6c33ab3c301132643c77a0", + "prepared_review_unit_hash": "e6e40a05c78292c4fda01f157546d447572f7b3037cb9af0d61606d4c61ccda1", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36295, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair is strong enough to treat as a confirmed duplicate. The Qwen2.5-VL pair (44479/45325) is thematically related, but the packet marks it deterministic_accept=false and does not establish that 45325 is the root cause of 44479; it should be treated as a tentative topical relation only.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44479 is the best umbrella issue for the Qwen video-regression topic because it describes the broader user-facing failure across multiple Qwen VL variants. However, its relationship to issue:45325 is only tentative in the packet, not a confirmed duplicate/root-cause pairing.", + "summary": "The packet is still mostly a set of unrelated issue reports. The AutoTokenizer pair (44462/45812) is too weakly supported to merge confidently, so I\u2019m rejecting that soft edge rather than treating 45812 as a confirmed manifestation of 44462.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44462 is the broader, more general AutoTokenizer/tokenizer.json loading regression, but the packet does not justify folding issue:45812 into it as the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest triage anchor among the cluster because it covers the widest visible impact in the shared Qwen VL video-position-id regression theme, even though the evidence is not sufficient to collapse it with 45325.", + "best_issue_reason": "issue:44462 is the best standalone representative for the repository tokenizer-loading regression theme; issue:45812 should remain separate absent stronger evidence of a shared root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility and load-noise reports are different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading failure vs buffer initialization junk." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but the packet does not ground a shared underlying bug or code path." + }, + { + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Different bugs: _is_hf_initialized / version regression vs mmap OOM on Strix Halo." + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer attribute conflict and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Tokenizer init error vs CUDA assert during device mapping are distinct failures." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated v5 init-flag regression and mmap OOM issue." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen2.5-VL video-position-id symptoms, but the packet does not conservatively prove the same underlying bug; deterministic_accept is false." + "reason": "Related model family, but different concrete bugs and code paths." }, { "left": "issue:44977", "right": "issue:46326", "accept": false, - "reason": "Both are generation/tokenizer-adjacent, but the concrete failures and code paths differ." + "reason": "Flash-attention generation breakage is unrelated to continue_final_message handling." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup are unrelated." + "reason": "Whisper runtime failure and Float8 storage lookup are different issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs a specific tokenizer-loading regression for a model repo." + "reason": "Both involve loading, but the models and failure modes differ." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Perplexity anomaly and batch_decode skip_special_tokens are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL related, but the training setups and failure modes are different." + "reason": "Both mention Qwen2-VL, but the training scenarios and failures differ." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Torch flex_attention compilation and remote_code loading regressions are separate problems." + "reason": "Torch flex_attention compile failure and remote_code loading break are different bugs." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Eval-mode checkpointing limitation is not the same as a missing support flag." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different internal regressions with different failure surfaces." + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS handling are separate issues." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BOS/EOS insertion in a specific tokenizer." + "reason": "Different v5 regressions affecting unrelated initialization internals." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are unrelated loading errors." + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both mention degenerate training, but the root causes differ (flash_attention_3 vs classification-loss setup)." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Different model-loading failures with no shared underlying path evident." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length are separate tokenizer/model-loading issues." + "reason": "AutoTokenizer/Voxtral error messaging and allocator TypeError are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning and the other is temporal position-id scaling." + "reason": "Different Qwen VL bugs: multi-image finetuning vs still-image rope scaling." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "GGUF loading failure is unrelated to Llama4Config missing pad_token_id." + "reason": "ModelOutput key assignment and Gemma4 attention state handling are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." + "reason": "Different training failures with different mechanisms." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "GPU/CPU offload loading failure and Qwen3 MoE memory usage are different bugs." + "reason": "device_map/offload failure and MoE memory inefficiency are not the same bug." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow packaging, but they describe different install states and failures." + "reason": "Similar backend packaging area, but the failures are not grounded as the same issue." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA tower architecture issue and Sam3Model text-encoder loading are unrelated." + "reason": "Video-LLaVA architecture issue and Sam3Model loading issue are unrelated." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are separate issues." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer, but the repo-tokenizer precedence bug and Granite token-ID regression are not the same code-path." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Video-LLaVA tower issue and Qwen3.5 save_pretrained visual-key regression are different regressions." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "MIMI padding-mask batching and Gemma3 sliding-window NaNs are different model bugs." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to the Mistral tokenizer regex crash." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized loading errors are separate issues." + "reason": "Related tokenizer regressions, but the packet does not provide enough evidence to treat them as the same underlying bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates the evidence. In the packet, the only Qwen pair (issue:44479 / issue:45325) is explicitly marked deterministic_accept=false, so treating it as a confirmed duplicate/canonical pair is not conservative. The titles do show related Qwen2.5-VL/video-position-id behavior, but the claim that 45325 is the root cause behind 44479 is not grounded by the packet. The other soft-edge rejections are generally conservative enough, but the accepted pair and the canonical-issue rationale should be downgraded to a tentative thematic relation at most." + "feedback": "The output is mostly conservative, but the accepted pair `issue:44462` / `issue:45812` is not sufficiently grounded by the packet. The titles show related AutoTokenizer/tokenizer regressions, but the packet does not provide enough evidence to assert they share the same underlying bug or that one is the root cause and the other is merely a model-specific manifestation. Please keep that link tentative or reject it." }, "evaluator_used": true, "retried": true, @@ -3786,7 +3854,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:35707", "issue:39692", @@ -3795,11 +3863,11 @@ "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43296", "issue:43377", "issue:43454", "issue:43482", + "issue:43531", "issue:43550", "issue:43606", "issue:43611", @@ -3807,9 +3875,9 @@ "issue:43644", "issue:43646", "issue:43701", - "issue:43746", - "issue:43761", + "issue:43749", "issue:43792", + "issue:43818", "issue:43819", "issue:43881", "issue:43957", @@ -3822,27 +3890,30 @@ "issue:44479", "issue:44488", "issue:44534", - "issue:44568", - "issue:44610", "issue:44877", "issue:44898", - "issue:44977", "issue:45072", + "issue:45081", "issue:45325", + "issue:45357", "issue:45381", + "issue:45491", "issue:45800", "issue:45823", "issue:45834", - "issue:45920", "issue:46305", "issue:46315" ], "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", "issue:43611|issue:43646", "issue:44265|issue:45072", "issue:42175|issue:43296", - "issue:43994|issue:44898", "issue:43792|issue:43957", + "issue:43994|issue:44898", "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", @@ -3854,243 +3925,239 @@ "issue:44291|issue:44877", "issue:44479|issue:45823", "issue:35707|issue:40444", - "issue:43761|issue:44079", "issue:42796|issue:45381", "issue:43296|issue:45800", + "issue:43749|issue:44079", "issue:43606|issue:44265", "issue:43701|issue:45325", "issue:43881|issue:44488", - "issue:43606|issue:43819", "issue:43454|issue:43550", + "issue:43606|issue:43819", "issue:39692|issue:40444", "issue:41720|issue:45823", - "issue:44186|issue:44265", "issue:46305|issue:46315", - "issue:43262|issue:43746", - "issue:44568|issue:45920", - "issue:42796|issue:44977", - "issue:43377|issue:44610" + "issue:44186|issue:44265" ], - "prepared_review_unit_hash": "f2f711e03ef1105d6f17c4e15667008c8acb30a7b9fac4dab547f8e0b0256db5", + "prepared_review_unit_hash": "647f66833c0a72dfd7118c6dfcdfd3e7b4ab2631dc70c065f369de379d58d7f0", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37461, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "serialized_chars": 36828, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, model-specific regressions. No soft pair looks like a clear duplicate; the closest ones are related by theme but not the same concrete bug. The best global issue anchor is the broad AutoTokenizer regression (issue 45920), since it is active, has inbound references, and covers a wide cross-model tokenizer failure mode.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45920 is the broadest and most central open regression here: it affects many models, has inbound references, and describes a reusable tokenizer failure pattern rather than a single model quirk.", + "summary": "This cluster is mostly a mixed bag of Transformer/model-specific bug reports, with a small subtheme around Transformers v5 model-initialization regressions. None of the soft pairs are close enough to be treated as true duplicates or mergeable PR-equivalents.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the repeated Transformers v5 initialization/loading breakage theme, while most other items are either model-specific symptoms or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best cluster anchor because it is the most general, highest-impact issue in the set and is already being referenced externally.", + "best_issue_reason": "43646 is the best anchor for the cluster because it captures the most general v5 regression pattern without being overly narrow to one model or one error message.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are video/vision model bugs, but one is about missing temporal attention/shared weights and the other about incorrect visual-encoder keys on save; different failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding effects, but the first is a MIMI padding-mask issue and the second is a Gemma3 sliding-window NaN issue; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 CUDA assert on auto device mapping and a Mistral tokenizer regex crash are unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window problem; the other is an init_empty_weights signature break. Similar v5-era context, but not the same failure." + }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is about `base_model_prefix` and the other about custom model initialization; different failure points and likely different fixes." + "reason": "Both are Transformers v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge as one bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Unrelated bugs: `torch.export`/`torch_compilable_check` vs a bfloat16 dtype mismatch in inference." + "reason": "torch.export failure with torch_compilable_check is a different issue from bfloat16 dtype mismatches in inference." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Different subsystems and symptoms: packaging/backend selection vs loading a specific model in vLLM." + "reason": "Missing TensorFlow from a torch extra install is unrelated to PaddleOCR-VL failing to load in vLLM." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both are vision-model regressions, but they target different models and different behaviors (nonsensical outputs vs image-size handling)." + "reason": "Both are model-loading/runtime problems, but one is Whisper-specific and the other is a meta-device loading regression affecting some models." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "One is a model-specific runtime failure, the other is a meta-device loading regression; not the same code-path bug." + "reason": "Different vision-model correctness bugs: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve multimodal position/index handling, but one is a Qwen2.5-VL rope-index scaling bug and the other is a Kosmos2.5 OCR length/index error." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention `lm_head`, but one is about missing weight tying and the other about inconsistent serialization; related area, not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a broken tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and different loading/quantization paths; no shared concrete defect." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "`ModelOutput` key assignment and non-persistent buffer initialization are unrelated." + "reason": "ModelOutput key assignment when previous value is None is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` handling vs dtype mismatches in inference." + "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are separate regressions." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video `vision_position_ids`; close but not clearly the same bug." + "reason": "Both are Qwen2.5-VL position-id bugs, but one affects still-image temporal scaling and the other video input vision_position_ids; close, but not clearly the same bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen2.5-VL multimodal inputs, but one is finetuning with multiple images per prompt and the other is a video position-id regression." + "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is an IterableDataset/multi-image finetuning failure and the other is a video position-id regression." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is buffer initialization junk, the other is `ModelOutput` field assignment; no duplicate-level overlap." + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment semantics." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading-related, but one is an `init_empty_weights` argument regression and the other is strict config validation for GraniteSpeech." + "reason": "An init_empty_weights argument error and a strict-config loading failure for granite_speech are different issues." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both involve device/runtime issues, but they affect different models and different mechanisms (`device_map`/video regression vs Gemma4 PLE forward mismatch)." + "reason": "Both are device/input handling regressions, but one is a Qwen video-input issue and the other is a Gemma4 device_map mismatch; different code paths." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "Different failures: CLIP hidden states not returned vs `ModelOutput` key bookkeeping." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "A tokenizer BPE-marker bug is unrelated to Qwen2.5-VL video position-id handling." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "A model-loading failure in vLLM is not the same as a broad torch/transformers version incompatibility report." + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers version incompatibility are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete failure mode." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and `torch.export` failure from `torch_compilable_check` are different bugs." + "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading problems with no shared code-path evidence." + "reason": "glm-4v-9b load failure and sleng-bert load failure are different model-specific reports." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Device mismatch on CPU offload is unrelated to DAC latent reconstruction mismatch." + "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Weight-tying/generation correctness and torch.compile SDPA issues are different defects." + "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are unrelated bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors are not the same bug as a finetuning failure with multiple images per prompt." + "reason": "A documentation example problem and a Qwen2.5-VL finetuning runtime bug are not duplicates." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but the affected models and concrete failures differ substantially." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Tokenizer padding/truncation crashes and `torch.export`/compilability issues are unrelated." + "reason": "Both mention device_map, but the Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different model/path failures." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window masking off-by-one and tokenizer slowdown are entirely different regressions." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sample-rate defaults and GraniteSpeech PEFT checkpoint loading are separate issues." + "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is special-token insertion for a specific tokenizer and the other is widespread wrong token IDs across many models." - }, - { - "left": "issue:42796", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "Padding-mask behavior in MIMI encoder and OmDet-Turbo processor size mismatch are different model pipeline bugs." + "reason": "LayoutLMv2Tokenizer padding/NER crashes and torch.export with torch_compilable_check are unrelated." } ] }, @@ -4112,7 +4179,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:26413", "issue:28530", @@ -4127,6 +4194,7 @@ "issue:42947", "issue:43065", "issue:43257", + "issue:43262", "issue:43317", "issue:43377", "issue:43404", @@ -4138,41 +4206,44 @@ "issue:43577", "issue:43708", "issue:43720", + "issue:43746", "issue:43854", "issue:43873", "issue:43881", "issue:43883", "issue:44008", "issue:44186", - "issue:44387", - "issue:44423", "issue:44466", - "issue:44756", + "issue:44568", + "issue:44610", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45357", - "issue:45406", "issue:45584", "issue:45701", - "issue:45704", "issue:45759", "issue:45823", + "issue:45920", "issue:45923", "issue:46402" ], "soft_pairs": [ + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43377|issue:44610", "issue:40990|issue:45584", "issue:43454|issue:45072", "issue:43317|issue:43873", "issue:43257|issue:45923", "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:43572|issue:45759", "issue:43873|issue:45701", "issue:43454|issue:43720", + "issue:43572|issue:45759", "issue:42796|issue:43854", "issue:43526|issue:43883", "issue:44466|issue:45357", @@ -4181,235 +4252,238 @@ "issue:26413|issue:28530", "issue:42617|issue:42915", "issue:35707|issue:41720", + "issue:44877|issue:44991", + "issue:43450|issue:45701", "issue:43065|issue:46402", "issue:34634|issue:35707", - "issue:43450|issue:45701", - "issue:44877|issue:44991", "issue:43404|issue:45357", - "issue:44186|issue:45072", "issue:36331|issue:42915", - "issue:43550|issue:43720", - "issue:43577|issue:43708", "issue:44008|issue:45823", - "issue:36331|issue:42617", - "issue:44423|issue:45406", - "issue:44387|issue:45704", - "issue:43873|issue:44756" + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:36331|issue:42617" ], - "prepared_review_unit_hash": "6303265401f4824c1b9d3a909b88bc408bb8ab171260534512ce78630743781a", + "prepared_review_unit_hash": "0d931b8900eabea5573491c15f0057e2e7551cfca7fb6f742996594ee4179a3c", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37190, - "estimated_input_tokens": 9298, - "estimated_eval_tokens": 18852 + "soft_pair_count": 32, + "serialized_chars": 37595, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not look like a duplicate set; the only recurring theme is a loose family of loading/offloading/quantization-related reports, with no pair meeting a strict same-bug threshold.", - "confidence": 0.33, - "canonical_issue_reason": "issue:43873 is the most central of the bunch because it is the broadest loading/offloading report and it appears in multiple soft-similarity links, but the cluster overall is too mixed to treat it as a true duplicate anchor.", + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, training-loop, processor, and offloading bugs. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items are not duplicate reports of one bug; they cover distinct code paths and models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to represent the cluster\u2019s loose offloading/quantization theme, but it is not a good global duplicate canonical because most other issues are unrelated.", + "best_issue_reason": "If forced to pick a representative issue, issue:45920 is the broadest high-signal open regression with inbound references, but it is still not a true canonical duplicate anchor for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different surfaces: audio chat-template sampling-rate default vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization regressions, but one is mDeBERTa special-token insertion and the other is broader AutoTokenizer ID mapping across many models." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Qwen3.5 flash-attention generation are unrelated failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask output divergence is unrelated to OmDet-Turbo processor image-size mismatch." + }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Both are model behavior bugs, but one is perplexity on gpt-oss-20b and the other is Whisper empty-transcription handling; no shared code-path is evident." + "reason": "Perplexity on GPT-OSS and Whisper empty-transcription generation after token alignment are different bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different failures: tied lm_head weights in AyaVision vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "lm_head weight tying in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader CUDA memory/offloading complaint; too generic to merge." + "reason": "Both mention offloading, but one is dequantized-model loading with device_map=auto and the other is generic quantization offload behavior." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+DeepSpeed MOE weight conversion and a missing gradient-checkpointing flag are unrelated issues." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different processors and different bugs: padding-mask-dependent encoder outputs vs image classification with interpolate_pos_encoding." + "reason": "Both are batching-related model bugs, but MIMI encoder padding-mask behavior is not the same as Perceiver interpolation on non-default resolution." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity/eval-quality issue vs gradient-checkpointing ineffectiveness with PEFT LoRA; not the same bug." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Both concern config/model loading, but one is a missing pad token field and the other is unwrapping composite text_config; different code paths." + "reason": "GPT-OSS perplexity regression and PEFT gradient-checkpointing ineffectiveness are different problems." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization problems are not the same as version-dependent tokenization changes." + "reason": "Quantization offload behavior is unrelated to tokenization changes across transformers versions." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision tied-weight serialization and BitNet packed-weight unpacking are distinct model-loading bugs." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are distinct code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:42796", "right": "issue:43854", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to GLM-4.7 model loading failures." + "reason": "Tokenizer BPE marker issues do not match GLM-4.7-Flash model-loading failures." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction and missing all_tied_weights_keys are unrelated implementation bugs." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/load behavior, but one is tied lm_head serialization and the other is incorrect visual encoder keys; different model components." + "reason": "Both concern serialization, but one is device-dependent lm_head weight serialization and the other is wrong visual-encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-family generation issues, but one is an auto-device-map CUDA assert and the other is a flash-attention generation bug; not clearly the same defect." + "reason": "Qwen3 auto device-mapping cuda asserts and Qwen3.5 flash-attention generation failures are different concrete issues." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different failure modes in model/tokenizer loading for unrelated models." + "reason": "glm-4v-9b loading failure and EMBEDDIA tokenizer loading regression are unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume/epoch iterator failure is unrelated to early stopping metric selection." + "reason": "resume_from_checkpoint epoch_iterator failure is not the same as early-stopping metric lookup disabling itself." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3D parallel execution failure and Qwen3Moe fine-grained FP8 loading failure are different problems." + "reason": "Running 3d_parallel.py and Qwen3 MoE failing with FineGrainedFP8Config are unrelated." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assertion." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text-encoder weights are different Sam3 bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping crashes." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "BarkProcessor voice_preset handling has no clear overlap with progressive generation using inputs_embeds." + "reason": "Strict granite_speech config loading and tokenizer loading for EMBEDDIA are different failures." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug and tokenization version-change bug are unrelated subsystems." + "reason": "Video processor batched-shape bugs are unrelated to tokenizer behavior changes across versions." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Strict config rejection for granite_speech is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Sam3 pixel-decoder dummy Conv2d and Sam3 text-encoder weight loading are different parts of the model." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Different tied-weight/save-pretrained issues affecting different model architectures." + "reason": "BarkProcessor voice_preset handling is unrelated to progressive generation with inputs_embeds." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatch in inference." + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer API breakage and Qwen3Moe FP8 loading failure are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is not the same as accelerate loading not unpacking BitNet weights." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Blip2 dtype not propagating and resume_from_checkpoint max_steps miscalculation are unrelated bugs." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3 MoE FP8 loading failure." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 PLE device placement mismatch." + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Trainer compute_loss API breakage and 3D parallel execution failure do not share a concrete code path." + "reason": "LayoutLMv2 tokenizer NER/padding bugs are unrelated to dtype mismatches in inference." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both affect serve, but the first is multimodal continuous-batching with a string/.to error and the second is a missing _tokenizer on Gemma4Processor; different root causes." + "reason": "Blip2 dtype not propagating and resume_from_checkpoint max_steps miscalculation are different trainer/model-loading issues." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Int4 CUDA reserved-memory growth and an apex RMSNorm memory leak are different memory issues with different causes." + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct problems." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Quantization/offloading behavior is too broad a commonality; disabling mmap on Strix Halo is a platform-specific OOM workaround, not the same bug." + "reason": "CustomTrainer compute_loss signature mismatch and 3d_parallel.py execution failure are unrelated." } ] }, @@ -4431,7 +4505,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:28530", "issue:29159", @@ -4459,37 +4533,40 @@ "issue:43720", "issue:43749", "issue:43782", + "issue:43873", "issue:43881", "issue:44186", "issue:44361", - "issue:44492", - "issue:44509", + "issue:44387", + "issue:44423", "issue:44534", "issue:44610", "issue:44671", "issue:44743", + "issue:44756", "issue:44898", "issue:44913", "issue:45161", - "issue:45357", "issue:45406", "issue:45464", "issue:45632", "issue:45684", "issue:45701", - "issue:45759", + "issue:45704", "issue:46050", - "issue:46291", - "issue:46402" + "issue:46291" ], "soft_pairs": [ + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", "issue:43749|issue:44534", - "issue:43550|issue:43606", "issue:44610|issue:44898", "issue:44186|issue:44610", + "issue:43550|issue:43606", "issue:43295|issue:45701", - "issue:45632|issue:45684", "issue:42915|issue:43317", + "issue:45632|issue:45684", "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:41720|issue:42617", @@ -4506,255 +4583,233 @@ "issue:43316|issue:44913", "issue:28530|issue:30064", "issue:29159|issue:36032", + "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43606|issue:43720", - "issue:30064|issue:34634", "issue:45406|issue:45464", "issue:43421|issue:45701", - "issue:42915|issue:43322", - "issue:45357|issue:46402", - "issue:44492|issue:44509", - "issue:43606|issue:43653", - "issue:43531|issue:45759" + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "dc0c2b7e41e8670db7e921d9d2edf9f4ddfe8cff7da5857c7eebfeed8719bc47", + "prepared_review_unit_hash": "8acb69980f5f5ac1c9289e593e1448fcceaed737312d6cb880523a39ffc30144", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37345, - "estimated_input_tokens": 9337, - "estimated_eval_tokens": 18930 + "soft_pair_count": 32, + "serialized_chars": 37047, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly semantic noise: the issues span unrelated models, tokenizer behaviors, loading paths, docs, and runtime errors. None of the soft pairs look like the same underlying bug/change, so no duplicate consolidation is warranted.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is mostly heterogeneous: many are tokenizer/processor/loading regressions, but the paired candidates usually point to different models, code paths, or failure modes rather than the same duplicate bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45701 is the broadest and most central regression-style report in the set, with multiple inbound references and a version-dependent tokenization symptom that makes it the best cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the strongest standalone representative because it is broad, user-visible, and likely to attract related tokenization regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "One is FSDP CPU/RAM-efficient loading breaking; the other is v5 non-persistent buffer initialization. Different failure modes and code paths." + "reason": "Both affect serve/multimodal paths, but the concrete failures differ: continuous batching string handling vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "One is int4 quantization OOM in Transformers v5; the other is a T5/apex RMSNorm memory leak. Different bug classes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and Strix Halo mmap OOM are related to memory handling, but they are not the same failure path." + }, + { + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different models and bugs: torch.compile+SDPA on Bamba vs CPU offload device mismatch on Bark." + "reason": "FSDP CPU RAM-efficient loading is a loading-mode regression; filling non-persistent buffers with junk is a separate buffer initialization bug." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image resolution, but they are separate model-specific preprocessing bugs with different expected sizes and failure points." + "reason": "Both involve image sizes, but one is a processor/model resolution mismatch and the other is Perceiver interpolation failing on non-default resolution." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Tokenizer crashes on NER padding/truncation and an image processor resolution mismatch are unrelated code paths." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "The first is a regression in processor/tokenizer access; the second is a broader tokenization-change report. Not the same concrete bug." + "reason": "Different failure modes: torch.compile with SDPA vs CPU offload device mismatch." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + "reason": "Custom processor/tokenizer API regression is not the same as the broader tokenization-version change reported in 45701." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are loading/quantization-related, but they describe different models, configs, and distinct offload failures." + "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config failure and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models and read-only permission propagation in save_pretrained are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault when loading Llava Next is not the same as sinq quantization save/load breakage." + "reason": "Llava Next load segfault and sinq save/load breakage are distinct model/loading bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and symptoms: cudaErrorAssert on Qwen3 vs segfault on Llava Next." + "reason": "Auto device-map CUDA assert on Qwen3 is a different issue from Llava Next segfault on load." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping failure is unrelated to not being able to run 3d_parallel.py." + "reason": "Qwen3 device-map CUDA failure and a 3d_parallel.py runtime problem do not share the same concrete code path." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model/dataset is not the same as a general tokenization-version change report." + "reason": "High perplexity on gpt-oss-20b is not the same symptom as version-dependent tokenization changes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and a 3d_parallel.py runtime issue are unrelated." + "reason": "GenerationMixin import failure and not being able to run 3d_parallel.py are unrelated runtime/import issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different Qwen/GPT-OSS-related loading issues with different symptoms and root causes." + "reason": "Both mention advanced model parallelism, but Qwen3 auto device mapping and GPT-OSS MoE tensor parallelism are different problems." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate configuration/model issues." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and pipelines import dependency-version failure are different problems." + "reason": "Qwen3Moe FP8 failure and kernels v0.15 import/version requirement failure are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are different subsystems with no shared bug." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT image label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3 modular recurrent-state reset are different code paths." + "reason": "CamemBERT masked LM prediction regression and Qwen3 recurrent-state reset are different model behaviors." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs MLukeTokenizer task AttributeError: related subsystem, but not the same bug." + "reason": "These are both tokenizer issues, but the reported failures are different models and different runtime paths." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is different from weight_only load failure in Qwen3VL." + "reason": "Video-input ValueError in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct failures." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload issue are unrelated config bugs." + "reason": "Both are config inconsistencies, but Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload loss are different fields and behaviors." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/eval metric handling has nothing to do with void segmentation map processing." + "reason": "Early stopping metric configuration and void segmentation-map processing are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency between slow/fast and T5 add_special_tokens conflict are distinct issues." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer class initialization conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and BigBird mask-token registration bug are unrelated." + "reason": "SDPA/torch.compile failure in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading, but Bark CPU offload mismatch and BitNet packed-weight unpacking are different fixes." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "ImageProcessor void segmentation-map handling and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading bugs." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer on serve is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are not the same defect." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor update behavior is not the same as a generic tokenization-change report." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Qwen3.5 visual-encoder save_pretrained keys and Sam3 text-encoder weights loading are different model-specific serialization bugs." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategies and outdated docs about removed pipelines are both docs-related, but not the same issue." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "Different tokenizer/model bugs: Bark CPU offload mismatch vs BigBird special-token registration." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoModelForCausalLM text_config unwrapping are separate Qwen-related issues." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 auto device mapping and Llava Next loading segfault are not the same failure." + "reason": "Runtime post-processor update behavior is not the same as general version-driven tokenization changes." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading bugs." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Same general area of model serialization/loading, but different models, different attributes, and different root causes." + "reason": "FP8 config failure and Llava Next segfault differ in model, trigger, and code path." } ] }, @@ -4776,7 +4831,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:33666", "issue:34567", @@ -4792,15 +4847,17 @@ "issue:43421", "issue:43525", "issue:43531", + "issue:43606", "issue:43653", "issue:43746", "issue:43844", "issue:43873", "issue:43927", "issue:44062", - "issue:44186", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", "issue:44514", "issue:44545", "issue:44589", @@ -4814,8 +4871,6 @@ "issue:45042", "issue:45059", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", "issue:45588", "issue:45663", @@ -4824,261 +4879,269 @@ "issue:45859", "issue:45923", "issue:46032", + "issue:46402", "issue:46463" ], "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", "issue:34567|issue:35707", "issue:43388|issue:45059", + "issue:44451|issue:44991", "issue:43873|issue:45704", "issue:42490|issue:43329", - "issue:44451|issue:44991", "issue:43531|issue:44589", "issue:33666|issue:35707", - "issue:44898|issue:45072", "issue:44514|issue:44545", + "issue:44898|issue:45072", "issue:45759|issue:45859", "issue:41720|issue:43746", - "issue:45588|issue:45759", "issue:44368|issue:45357", "issue:44062|issue:44451", - "issue:43421|issue:43927", + "issue:45588|issue:45759", "issue:44987|issue:45042", + "issue:43421|issue:43927", "issue:39692|issue:44610", "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:45704|issue:45923", "issue:44918|issue:44936", + "issue:45704|issue:45923", "issue:46032|issue:46463", "issue:43421|issue:43653", "issue:45704|issue:45859", - "issue:45663|issue:45923", "issue:34634|issue:41720", + "issue:45663|issue:45923", "issue:43525|issue:43531", - "issue:43421|issue:44186", - "issue:43381|issue:45704", - "issue:39692|issue:43873", - "issue:45081|issue:45356" + "issue:43381|issue:45704" ], - "prepared_review_unit_hash": "1ad4db2b9f3557b752ce8c6e628ac0b7df5b743cf7f00b808fd497937fd6196e", + "prepared_review_unit_hash": "39c61d46880710cf259b0c72178e4cb08753745a0e9fedc5293e338381d965ce", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36897, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37605, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: training, tokenizer, multimodal processor, offload, and CI bugs that do not share a single underlying fix. The only clear duplicate pair is the two Qwen2.5-VL `apply_chat_template(..., padding=False)` reports.", - "confidence": 0.93, - "canonical_issue_reason": "Use issue:44514 as the canonical issue for the only true duplicate pair; issue:44545 is the same Qwen2_5_VLProcessor batched `apply_chat_template` crash with `padding=False`, just phrased slightly differently.", + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports. The rest are same-subsymbol, same-model, or same-environment similarity matches but appear to be distinct bugs/feature requests.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the earlier, more complete report of the batched-input apply_chat_template crash, so it is the best canonical issue for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue representative here because it is a crisp, reproducible bug report and has an exact duplicate (issue:44545).", + "best_issue_reason": "issue:44514 is the clearest representative of the only real duplicate cluster in this set, with a precise title and earlier creation date.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Different failures: TrainerState token counting vs progressive generation with `inputs_embeds`/`past_key_values`; no shared code-path bug." + "reason": "Different models and failures: Qwen3.5 visual-encoder save_pretrained keys vs Sam3 text-encoder loading." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Unrelated subsystems: metric gathering/label truncation vs SAM3 text+box prompt behavior." + "reason": "Both are docs-style issues, but they concern different content changes: cache typo vs removed pipeline task docs." }, { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; different bug classes and fixes." + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen variants and different code paths: sliding_window handling vs unwrapping text_config in from_config." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: CPU offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Training counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Local-path slash import warning is unrelated to the multimodal token counting video-branch NameError." + "reason": "Different bugs in different stacks: distributed metric gathering vs SAM3 text/box prompting behavior." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but for different models and different failure modes." + "reason": "Both are tokenizer-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning is unrelated to multimodal token counting in video branches." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to the Float8 storage type error." + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs missing Float8 storage type." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Multi-GPU training request vs generation correctness bug; not the same underlying issue." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver image-resolution failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the generation bug in inputs_embeds/past_key_values." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same bug and same code path: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "Same underlying bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failures: Perceiver resolution handling vs dtype mismatch in inference." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite multimodal config unwrapping vs CPU offload incompatibility in Qwen3.5 MoE rotary embedding; not mergeable as one fix." + "reason": "Composite multimodal config unwrapping is unrelated to CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech local PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal config handling." + "reason": "Different models and symptoms: Qwen3 device-mapping cuda assert vs GraniteSpeech PEFT local-checkpoint loading." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Warning about `tie_word_embeddings` during LoRA fine-tuning is not the same as saving incorrect visual encoder keys." + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken(..., special=...)` construction error is unrelated to the ScandiBERT loading failure." + "reason": "AddedToken special-arg error is a tokenizer construction bug, not the same as ScandiBERT loading failure." }, { - "left": "issue:43421", - "right": "issue:43531", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Runtime special-token post-processor update issue is unrelated to Qwen3-MoE `sliding_window` behavior." + "reason": "Flash-attention s_aux handling is unrelated to Qwen multimodal config unwrapping." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model in transformers>=5.1.0 and PIL backend processors requiring torchvision are separate regressions." + "reason": "Model loading failure for one repo is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs example errors and OmDet-Turbo processor/model resolution mismatch are different issues." + "reason": "Both mention model/processor examples, but one is a doc example mismatch/quantization issue and the other is an image-size mismatch bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "Gradient checkpointing in eval mode is unrelated to the DeepSpeed ZeRO-3 gradient growth issue." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Tokenizer cache offline failure and unconditional `model_info()` call in `_patch_mistral_regex` are distinct offline-loading bugs." + "reason": "Both touch offline loading, but one is general cache loading and the other is a specific unconditional model_info() call in a regex patch." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "T5 apex RMSNorm leak is unrelated to missing `supports_gradient_checkpointing` on Nemotron trust_remote_code." + "reason": "TRl SFT embedding unpacking is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "SFT embedding unpacking failure is not the same as `trainer.evaluate()` failing after `trainer.train()`." + "reason": "RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer `use_cache` correctness bug and T5 decoder-input error message bug are unrelated." + "reason": "Mamba2 use_cache correctness bug is unrelated to T5 decoder-input error messaging." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Tokenizer backend post-processor update bug is unrelated to BigBirdTokenizer special-token registration/decoding." + "reason": "Special-token post-processor updates are unrelated to BigBirdTokenizer mask-token decode behavior." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Memory leak in T5 RMSNorm is unrelated to Qwen3.5 MoE CPU-offload incompatibility." - }, - { - "left": "issue:45663", - "right": "issue:45923", - "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to a missing class flag on Nemotron." + "reason": "Apex RMSNorm leak is unrelated to CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset parsing and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different models and unrelated bugs." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Llama4Config missing `pad_token_id` and Qwen3-MoE `sliding_window` are different configuration bugs." + "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to a missing gradient-checkpointing flag." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "TokenizersBackend special-token update bug is unrelated to LayoutLMv2 NER/padding crash." + "reason": "pad_token_id AttributeError in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and T5 memory leak are separate problems." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both involve tokenizer regex/codec handling, but the concrete failures differ: crash in `_patch_mistral_regex` vs Kimi-K2.5 regression and misleading warning." + "reason": "Eval-mode checkpointing restriction is unrelated to the T5 apex memory leak." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:44514 / issue:44545 is well supported by the titles, and the other soft-edge rejections do not overclaim sameness based on the provided evidence." + "feedback": "Grounded overall: the only clearly duplicated pair in the packet is issue:44514 / issue:44545, which share the same title and bug description, and the earlier issue is a reasonable canonical choice. The other soft-edge rejections are conservative and supported by the issue titles." }, "evaluator_used": true, "retried": false, @@ -5097,15 +5160,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:30064", "issue:36010", "issue:36331", + "issue:39692", "issue:42915", "issue:43295", "issue:43335", "issue:43388", + "issue:43421", "issue:43531", "issue:43540", "issue:43550", @@ -5120,7 +5185,7 @@ "issue:43756", "issue:43782", "issue:43819", - "issue:43950", + "issue:43873", "issue:43994", "issue:44008", "issue:44062", @@ -5142,12 +5207,14 @@ "issue:45479", "issue:45834", "issue:45907", - "issue:45987", "issue:46032", "issue:46050", "issue:46294" ], "soft_pairs": [ + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:39692|issue:43873", "issue:43596|issue:44220", "issue:45356|issue:45907", "issue:43540|issue:46294", @@ -5155,238 +5222,243 @@ "issue:43994|issue:44671", "issue:43782|issue:45381", "issue:30064|issue:36010", + "issue:44220|issue:44661", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:44220|issue:44661", - "issue:44077|issue:44625", "issue:43746|issue:46050", + "issue:44077|issue:44625", "issue:43618|issue:43697", "issue:42915|issue:43746", - "issue:43550|issue:45072", "issue:43295|issue:45834", + "issue:43550|issue:45072", "issue:43550|issue:43819", "issue:43540|issue:44008", - "issue:44186|issue:44898", "issue:44062|issue:44488", + "issue:44186|issue:44898", "issue:43653|issue:43819", "issue:45183|issue:45479", "issue:43531|issue:43643", "issue:43335|issue:43756", - "issue:43388|issue:46032", - "issue:43643|issue:44877", "issue:43716|issue:44008", "issue:44843|issue:45081", - "issue:30064|issue:36331", - "issue:43950|issue:45987" + "issue:43643|issue:44877", + "issue:43388|issue:46032", + "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "52dd0dd85f55d8e52129119895830228d235086b37f631b3e704dca1fb695684", + "prepared_review_unit_hash": "5ab819c62e3e599fd5a666b47649ad9b09d6b77e6e42b5979c5984d8421180a3", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36628, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the soft pairs are similar only at a broad topic level, not the same underlying bug/change. No PRs are present, and the closest thing to a theme is a small Mistral/tokenizer-regex subgroup.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45081 is the closest anchor in an otherwise heterogeneous set: it is a concrete, well-referenced tokenizer-regex regression, and several nearby items are at least tokenizer/loading related.", + "summary": "This set is not a duplicate cluster: the items span unrelated bugs across models, tokenizers, loading paths, training utilities, and documentation. All soft edges look like superficial similarity rather than the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items cover distinct regressions and feature bugs in different subsystems, and the apparent overlaps are only at a high level.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue:45081 is the strongest fit because it is specific, actionable, and has more discussion/inbound references than the other near-matches.", + "best_issue_reason": "No single best issue overall; if one issue must anchor the set, issue 45081 is the most concrete reproducible crash and has the strongest discussion/inbound-reference signal, but it still does not represent the whole group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor update vs tokenizer crashes on NER padding/truncation." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral/tokenizer handling, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc example/model mismatch and quantization failure is unrelated to a general offloading-with-quantization issue." + }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and failure modes: DeepSpeed/BERT init index error vs audio feature extraction." + "reason": "Deepspeed zero3/BertModel init indexing and audio fbank extraction are unrelated code paths." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated bugs: tokenizer codec/regex regression vs Hub list_repo_files revision forwarding." + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related, but they target different Qwen models and different code paths/errors." + "reason": "Both are Qwen multimodal video issues, but one is a processing ValueError and the other is a chat-template token/feature mismatch." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is Qwen3.5 config propagation; the other is a generic sequence-classification loss issue." + "reason": "Config label propagation and single-label zero-loss behavior are different bugs in different parts of sequence classification." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked-LM predictions." + "reason": "Different models and outputs: SigLIP2 nonsensical results vs CamemBERT masked-LM predictions." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different models and bugs: Qwen3VL weight_only load failure vs Qwen2.5-VL video position-id mismatch." + "reason": "One is a from_pretrained weight_only load error; the other is a video position-id bug in a different Qwen VL model." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps vs GenerationMixin import error." + "reason": "Image segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping handling are unrelated issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different code paths: packed-weight loading in BitNet vs DAC latent/STE behavior." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DAC latent conversion missing STE." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; not the same issue." + "reason": "BigBird special-token registration is unrelated to BitNet packed-weight loading." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Audio feature extraction issue vs add-new-model-like/tokenizer mapping failure." + "reason": "PEFT local-checkpoint loading and sinq save/from_pretrained quantization breakage are different loading paths." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTST post_init policy vs Qwen3.5 num_labels propagation; unrelated." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "PEFT/local checkpoint loading vs quantized save/load corruption; different problems." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment regression vs RTDetrV2 output differences in v5." + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model-specific bugs." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Different models and failure points: Qwen3Moe FP8 config vs GraniteSpeech PEFT loading." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both touch performance/dtype areas, but the concrete bugs are different models and different failures." + "reason": "processor.tokenizer regression and long OCR input index error are not the same bug." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error; not the same bug." + "reason": "torch.compile with SDPA on Bamba-9B-v2 and bfloat16 dtype mismatches in other models are different failures." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Unrelated issues: SDPA/torch.compile failure vs DAC latent decoding mismatch." + "reason": "Bamba compile/SDPA failure is unrelated to DAC.from_latents missing STE." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal, but one is Qwen3Omni video input handling and the other is a Gemma3n variable-name collision." + "reason": "Qwen3OmniMoe video-input processing and Gemma3n variable-name collision are different multimodal code paths." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer padding/NER crash vs Perceiver image-res interpolation failure; unrelated." + "reason": "AddedToken duplicate keyword error and sleng-bert loading failure are unrelated tokenizer bugs." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "AddedToken keyword conflict vs loading a specific tokenizer model; both are tokenizer-related but not the same defect." + "reason": "LayoutLMv2 tokenizer padding crash and Perceiver non-default resolution handling are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Special-token registration bug vs DAC STE mismatch; no shared code-path." + "reason": "BigBird special-token registration has nothing to do with DAC latent conversion behavior." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation/error-message bug vs degenerate zero-loss behavior; different bugs and fixes." + "reason": "Input validation error messaging and single-label zero-loss semantics are different classification bugs." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code field loss; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config loading are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping; different model/config issues." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "Metrics gathering label truncation vs Mamba2 cache correctness; unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-loading issues, but they concern different mechanisms and models." + "reason": "Sparse-layer construction bug and Smollm3 RoPE-layer count mismatch are different architecture/config regressions." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal paths and different error types: image dtype mismatch vs audio_mel_mask collision." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n audio_mel_mask collision are unrelated multimodal issues." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different concrete failures: offline model_info call vs backend_tokenizer AttributeError." + "reason": "Same helper area, but one is an offline hub call and the other is an AttributeError on a different tokenizer object; not the same underlying bug." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Image segmentation processing vs custom trainer loss signature; unrelated." + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache incorrect results are unrelated." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both involve from_pretrained/save behavior, but one is buffer restoration corruption and the other is seq_length return type." + "reason": "Void segmentation-map processing and compute_loss signature mismatch are different APIs and failures." } ] }, @@ -5408,14 +5480,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", "issue:39692", - "issue:42175", "issue:43322", "issue:43421", "issue:43452", @@ -5428,6 +5499,7 @@ "issue:43818", "issue:43825", "issue:43827", + "issue:43950", "issue:43994", "issue:44186", "issue:44442", @@ -5441,13 +5513,11 @@ "issue:44805", "issue:44811", "issue:44821", - "issue:44857", "issue:44936", "issue:44977", "issue:44991", "issue:45020", "issue:45072", - "issue:45081", "issue:45084", "issue:45381", "issue:45584", @@ -5457,244 +5527,242 @@ "issue:46192", "issue:46291", "issue:46294", - "issue:46463" + "issue:46463", + "issue:46512" ], "soft_pairs": [ + "issue:43950|issue:45987", "issue:44821|issue:45084", "issue:44448|issue:44671", + "issue:43582|issue:46512", "issue:39692|issue:45834", "issue:43421|issue:44811", "issue:43540|issue:45381", "issue:45584|issue:45834", - "issue:43577|issue:43818", "issue:43782|issue:44977", + "issue:43577|issue:43818", "issue:43606|issue:45072", - "issue:44479|issue:45834", - "issue:44186|issue:44442", "issue:46294|issue:46463", + "issue:44479|issue:45834", "issue:43322|issue:45685", + "issue:44186|issue:44442", "issue:43825|issue:43994", "issue:44485|issue:44509", "issue:34634|issue:36010", - "issue:44561|issue:45020", "issue:44991|issue:46291", + "issue:44561|issue:45020", "issue:45987|issue:46192", - "issue:43452|issue:44991", "issue:44805|issue:44936", + "issue:43452|issue:44991", "issue:28218|issue:29159", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:43577|issue:43582", "issue:43825|issue:43827", - "issue:42175|issue:45081", - "issue:43582|issue:44857" + "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "9cf7624fafd615ec615959d2c21fec7c6b9445b14d4ae31dbb8e3ac0b75f3fed", + "prepared_review_unit_hash": "beb8c972e0eadbad7f4631130e621d99c584ac18bf6cd1cde9ca8efd43b1cd82", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36187, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "serialized_chars": 35611, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issues. The only clear duplicate-like pair is the tokenizer added-token spacing bug and the broader slow/fast tokenizer inconsistency report.", - "confidence": 0.94, - "canonical_issue_reason": "issue:29159 is the broader tokenizer inconsistency report and is the best umbrella for the only plausible duplicate pair with 28218.", + "summary": "The set is mostly a loose collection of unrelated Transformers issues, with several tokenizer/model-loading/video-regression reports that are only thematically similar. I did not find any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45020 is the broadest, most central report in the set and best serves as a representative anchor for the cluster, but the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 best represents the duplicate pair because it states the general slow-vs-fast tokenizer inconsistency, while 28218 is the narrower symptom.", + "best_issue_reason": "45020 is the best single issue to represent the cluster because it has the widest scope and highest chance of overlapping with other remote_code/loading regressions, even though it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs StaticCache.get_seq_length returning the wrong type." + }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different bugs: image processor loading from URL vs template compilation error." + "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template-node compilation TypeError." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and different failure modes." + "reason": "Different model/regression pairs: Pegasus output drift vs CamemBERT masked LM prediction errors." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "One is an Apple Silicon warmup TypeError; the other is stale config.dtype after from_config." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Doc-example mistakes vs a runtime OCR index error; not the same bug." + "reason": "Docs/example errors for SigLIP2 are not the same as a Kosmos2.5 OCR index error." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve token/special-token handling, but one is post-processor updates and the other is batch_decode skip_special_tokens behavior." + "reason": "Both touch tokenization, but one is runtime special-token/post-processor syncing and the other is Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video-input regressions with different symptoms and model paths." + "reason": "Different Qwen video bugs with different failure modes and code paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 OCR indexing." + "reason": "Whisper empty-transcription behavior after align_special_tokens is unrelated to Kosmos2.5 long-OCR indexing." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different models and different loading bugs: dtype propagation vs missing temporal attention/weight sharing." + "reason": "Different loading/generation problems: weight_only checkpoint loading vs flash-attention generation." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are distinct issues." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different root causes: CPU offload device mismatch vs bfloat16 dtype mismatch." + "reason": "CPU offload device mismatch is not the same as bf16 dtype mismatches." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Unrelated: Qwen video regression vs Kosmos2.5 long OCR input error." + "reason": "Video chat-template feature mismatch for Qwen is unrelated to a T5 decoder-input validation message." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer loading a FastSpeech2 tokenizer." + "reason": "A broad Qwen video-input regression does not match an OCR long-input index error." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Qwen video feature/token mismatch is unrelated to T5 decoder-input validation." + "reason": "Llava Next segfault loading models is unrelated to the MPS histogram/int issue in moe." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Llava Next load segfault and MPS histogram issue are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer are different problems." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message text and SigLIP2 output quality are different issues." + "reason": "One is an error-message/docs issue around removed pipeline tasks; the other is a SigLIP2 model/pipeline correctness bug." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to pipeline-task documentation drift." + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are different code paths." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Related theme, but one is a specific helper removal and the other is a broad remote_code breakage report." + "reason": "Tokenizer load failure for a specific model is unrelated to importing transformers.pipelines failing on kernels v0.15 requirements." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer loading failure and kernels import/version requirement failure are unrelated." + "reason": "Both mention remote_code, but one is a specific removed-helper breakage and the other is a broader regression report; not the same concrete bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache seq-length contract bug and return_tensors kwargs handling are unrelated." + "reason": "StaticCache sequence-length shape bug is unrelated to text_kwargs causing return_tensors to be ignored." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both are loading-related, but gguf_file breakage and a specific tokenizer load failure are different bugs." + "reason": "Mask/tensor shape mismatch is different from trainer.evaluate() failing after trainer.train()." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() after train are unrelated." + "reason": "gguf_file loading breaks and tokenizer loading for EMBEDDIA/est-roberta are distinct load paths and failures." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Added-token extra spacing matches the broader slow-vs-fast tokenizer inconsistency report." + "accept": false, + "reason": "They are both tokenizer-related, but one is a specific added-token spacing symptom while the other is a broad slow/fast tokenizer inconsistency report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor input-size mismatch and dtype mismatch are unrelated." + "reason": "Processor output size mismatch is unrelated to dtype mismatches in inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure is not the same as a bfloat16 dtype mismatch." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype propagation and AppleSilicon allocator warmup TypeError are unrelated." + "reason": "Packed-weights unpacking during accelerate loading is a different failure than bf16 dtype mismatches." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both involve v5 pipeline removal, but one is an error message and the other is docs drift." + "reason": "Both involve removed v5 pipeline tasks, but one is an error message and the other is documentation drift; not the same underlying bug." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "TF backend packaging and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated." + "reason": "Blip2 dtype propagation and an Apple Silicon warmup TypeError are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is issue:28218 with issue:29159, and the rest of the soft-edge rejections are generally supported by the issue titles and descriptions. No PR-pair mergeability concerns apply here." - }, - "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 }, @@ -5709,7 +5777,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:34634", "issue:36010", @@ -5721,6 +5789,7 @@ "issue:43404", "issue:43526", "issue:43550", + "issue:43582", "issue:43638", "issue:43644", "issue:43645", @@ -5733,7 +5802,6 @@ "issue:43749", "issue:43782", "issue:43819", - "issue:43854", "issue:43906", "issue:43927", "issue:44060", @@ -5742,9 +5810,9 @@ "issue:44610", "issue:44671", "issue:44811", + "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:45003", "issue:45020", "issue:45042", @@ -5761,224 +5829,231 @@ "issue:46424" ], "soft_pairs": [ + "issue:42175|issue:45081", + "issue:43582|issue:44857", "issue:43404|issue:43782", "issue:43262|issue:43819", - "issue:44671|issue:45701", "issue:45003|issue:46285", - "issue:43526|issue:43697", + "issue:44671|issue:45701", "issue:43653|issue:44912", + "issue:43526|issue:43697", "issue:45081|issue:45406", - "issue:44060|issue:44368", "issue:43906|issue:46209", - "issue:43742|issue:45020", + "issue:44060|issue:44368", "issue:45084|issue:45538", + "issue:43742|issue:45020", "issue:43329|issue:45600", "issue:44589|issue:45042", "issue:43644|issue:43749", "issue:43550|issue:44912", "issue:43638|issue:44936", "issue:43746|issue:44811", - "issue:43819|issue:43927", "issue:34634|issue:36331", "issue:43650|issue:43906", + "issue:43819|issue:43927", + "issue:42175|issue:46291", "issue:36010|issue:43645", "issue:38175|issue:44610", - "issue:42175|issue:46291", "issue:43720|issue:44610", "issue:46421|issue:46424", - "issue:43854|issue:44977", "issue:36010|issue:36331" ], - "prepared_review_unit_hash": "f354d86848190bd3ffc31745044d19453ae7fcca485c6193c00063dcdec2f940", + "prepared_review_unit_hash": "428a0007f8facd26429e3a16db214799b5e5f80560cf0db6133cf7e5605c9af0", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35970, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "soft_pair_count": 28, + "serialized_chars": 36269, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues. None of the soft-similarity pairs look like true duplicates or the same underlying fix, so I reject all soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45020 is the broadest concrete regression report in the set, but there is no strong single canonical because the items are largely unrelated.", + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs are superficial and do not look like the same underlying bug or change. I reject all soft edges; no PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set ('Recent transformers versions break models using `remote_code`'), so it is the least specific anchor. Even so, the cluster is too diverse to treat as a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the closest thing to an umbrella anchor among these issues, but only weakly so given the heterogeneity of the cluster.", + "best_issue_reason": "issue:45020 is the best available single representative because it captures a general version-regression failure mode, unlike the mostly model- or component-specific reports elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging vs. Mistral tokenizer regex crash; unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs. CUDA AMP loss crash; different code paths and symptoms." + }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Different models and different failures: tied lm_head weights vs a weight_only loading error." + "reason": "Different model-loading bugs: untied lm_head weights vs. Qwen3VL weight_only error." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latent reconstruction mismatch." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a generic tokenization-change report." + "reason": "Audio processor sampling-rate default bug vs. DAC latent reconstruction mismatch; unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to CLIP structural inconsistency." + "reason": "Unsafe sys.modules access is a library internals issue; CLIP structure inconsistency is a model API layout change." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "BEiT label reduction bug and RTDetr output drift are different code paths and symptoms." + "reason": "Incorrect masked LM predictions vs. tokenization changes across versions; not the same bug." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer decode/special-token issue is unrelated to MXFP4 quantization loading fallback." + "reason": "Tokenizer special-token registration vs. MXFP4 quantization fallback; unrelated subsystems." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both are load-time processor/tokenizer failures, but different models and different missing attributes/code paths." + "reason": "BEiT label reduction bug vs. RT-DETR output drift; different models and mechanisms." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both mention tied-weight warnings, but they concern different Qwen variants and different warning behavior." + "reason": "Both involve tokenizer/processor loading, but one is a regex patch crash and the other is a missing `_tokenizer` attribute; not the same concrete defect." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." + "reason": "Isolated reproduction of an older issue vs. FP8 inference on B200; no shared failure path." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "MobileLLM key error and remote_code regressions are different loading problems." + "reason": "Both mention tied-weights warnings, but they describe different model families and different warning causes." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation failure is unrelated to CLIPTokenizer's model_max_length bug." + "reason": "Template-node compilation error vs. CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs. broad remote_code regression; distinct model-load failures." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined multimodal-token variables and removed auto-mapping configs are separate regressions." + "reason": "Undefined variables in multimodal token counting vs. stale auto-mapping config references; different breakages." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error is not the same as PIL backend requiring torchvision." + "reason": "Float8 storage lookup failure vs. PIL backend unexpectedly requiring torchvision; unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Junk non-persistent buffers and broken FSDP CPU RAM loading are different initialization/loading defects." + "reason": "Non-persistent buffer initialization junk vs. FSDP CPU RAM efficient loading; both loading-related, but not the same bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to MXFP4 quantization fallback." + "reason": "torch.compile/SDPA failure vs. quantization fallback; different execution paths and symptoms." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO3 index error during training is not the same as evaluate-after-train failure." + "reason": "Deepspeed ZeRO-3 indexing crash vs. train/evaluate lifecycle failure; not the same defect." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper skip_special_tokens decoding are unrelated." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC forward/latent mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "PEFT checkpoint loading vs. batch_decode skip_special_tokens handling; unrelated processor/model issues." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." + "reason": "BarkProcessor voice_preset bug vs. CustomTrainer compute_loss signature mismatch; different layers of the stack." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "An empty placeholder issue is not a duplicate of an isolated reproduction report." + "reason": "Placeholder issue title vs. isolated reproduction of another bug; no technical overlap." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs. DiaConfig losing custom token IDs; unrelated generation/model config bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Pip backend dependency packaging vs. kernels import-time version/revision requirement; different dependency issues." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import breakage is unrelated to notebook-defined custom model initialization." + "reason": "GenerationMixin import error vs. notebook custom-model initialization regression; both version-related, but not the same code path." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Siglip2 zero-probabilities and OmDet processor size mismatch are different model-specific bugs." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Missing tensorflow in an install extra and kernels import requirements are separate dependency issues." + "reason": "Zero-probabilities model output vs. processor image-size mismatch; different model and processor bugs." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading failure for BitNet is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Packed-weight loading bug vs. image-size mismatch; unrelated." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "GLM-4.7 unit-test loading and Qwen3.5 flash-attention generation are different model-specific regressions." + "reason": "Lazy cache initialization causing recompilation vs. max_cache_length only honored for quantized cache; related area, but distinct semantics." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss keyword mismatch are unrelated." + "reason": "ImportError on GenerationMixin vs. CustomTrainer compute_loss keyword mismatch; unrelated." } ] }, @@ -6000,7 +6075,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:29159", "issue:34567", @@ -6014,18 +6089,17 @@ "issue:43404", "issue:43425", "issue:43450", - "issue:43452", "issue:43454", "issue:43525", "issue:43526", "issue:43531", "issue:43577", - "issue:43582", "issue:43606", "issue:43643", "issue:43697", "issue:43742", "issue:43749", + "issue:43854", "issue:43927", "issue:43931", "issue:44291", @@ -6038,6 +6112,7 @@ "issue:44821", "issue:44849", "issue:44912", + "issue:44977", "issue:45042", "issue:45127", "issue:45356", @@ -6052,238 +6127,214 @@ "issue:46326" ], "soft_pairs": [ + "issue:43854|issue:44977", + "issue:43531|issue:45042", "issue:39692|issue:44912", "issue:44387|issue:44617", - "issue:43531|issue:45042", "issue:45459|issue:45803", "issue:43526|issue:44554", "issue:43749|issue:44291", "issue:43262|issue:44811", "issue:43257|issue:43329", - "issue:43643|issue:45759", - "issue:43454|issue:43577", "issue:45372|issue:46326", + "issue:43643|issue:45759", "issue:42490|issue:43257", + "issue:43454|issue:43577", "issue:43329|issue:43450", - "issue:43606|issue:45859", "issue:34567|issue:40990", - "issue:43329|issue:44479", + "issue:43606|issue:45859", "issue:44568|issue:45356", "issue:42915|issue:43742", "issue:29159|issue:34567", "issue:43525|issue:46291", - "issue:43404|issue:45127", "issue:44291|issue:45042", + "issue:43329|issue:44479", + "issue:43404|issue:45127", "issue:43257|issue:43931", - "issue:43927|issue:44912", "issue:42915|issue:44821", + "issue:43927|issue:44912", "issue:43697|issue:45357", - "issue:43452|issue:43582", "issue:44849|issue:45701", "issue:43425|issue:46291" ], - "prepared_review_unit_hash": "b27b6bfaca451adaac5e12953306dd54b4c815fb0abfd123b825f47326d67df6", + "prepared_review_unit_hash": "35f69804e102f6c12a8604d5f52248b3d040d77598e5a6632e71909c9b086254", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36724, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate links are false positives: they span unrelated tokenizer, model-loading, quantization, processor, and CPU-offload bugs. No pair looks like the same underlying issue/change, so there is no duplicate cluster to collapse.", + "summary": "These items are a heterogeneous set of unrelated bug reports, not one duplicate cluster. The soft edges mostly share broad subsystems or symptoms, but each points to a different concrete failure mode and should stay separate.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and different root causes (unit-test load failure vs flash-attention generation regression)." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Both mention version-related regressions, but one is a Qwen3-MoE sliding_window bug and the other is a PIL image-processor dependency regression." + }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example breakage in SigLIP2 is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "One is a documentation example mismatch/quantization failure; the other is a quantization fallback bug for gpt-oss-20b. Different code paths and fixes." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 CUDA reserved-memory growth and the other is Sam3Video-specific CPU/GPU usage." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window logic and PIL backend torchvision dependency are different bugs." + "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a SAM3 video-model memory issue." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Different exception-handling paths: protobuf decode masking vs bare except in Fuyu tensor conversion." + "reason": "Both concern swallowed tokenizer/processing errors, but they are distinct implementations and bug locations with different failure behavior." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated code paths." + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern loading, but FSDP CPU RAM-efficient loading and init_empty_weights argument handling are distinct failures." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate loading-stack regressions." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode special-token handling are different tokenizer/processor bugs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same as undefined video token-count helpers." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "AutoConfig remote-code field loss and composite Qwen text_config unwrapping are different API bugs." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and undefined video-token helper variables are unrelated failures." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Weight tying in AyaVision/Mistral3 is unrelated to Blip2 dtype propagation." + "reason": "Both involve mistral_common, but one is an import error for ReasoningEffort while the other is a continue_final_message tokenizer bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "One is an import failure from mistral_common, the other is continue_final_message behavior in a tokenizer." + "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite Qwen configs are different config-loading problems." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path trailing-slash warning is unrelated to Qwen3 MoE loading under accelerate/deepspeed." + "reason": "A trailing-slash local path import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Undefined video patch helpers and batched video shape errors are separate video-processing bugs." + "reason": "lm_head weight tying in AyaVision and Blip2 dtype propagation are different model initialization bugs." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and code paths." + "reason": "Both are video-related, but one is undefined symbols in multimodal token counting and the other is a batched output-shape bug in video processors." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking does not match a perplexity regression on gpt-oss." + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "A missing helper in multimodal token counting is not the same as the v5.3.0 video input regression." + "reason": "CPU offload device mismatch in bark-small and Qwen3_5Moe rotary embedding incompatibility are different runtime/device bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Model-specific tokenizer special-token handling and Kimi codec handling are different regressions." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors (special tokens vs codec/warning regression)." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3 MoE is unrelated to MobileLLM key errors." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are separate model-loading issues." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer parity issues and TrainerState token counters are unrelated." + "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen are unrelated." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels package import/version requirements." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Missing lm_head tying and LoRA-extended-vocabulary collapse are different weight-sync problems." + "reason": "Llama4Config pad_token_id missing and kernels v0.15 pipeline import failure are unrelated config vs dependency problems." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument compatibility has nothing to do with PIL backend torchvision requirements." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3 MoE loading under accelerate/deepspeed is not the same as Qwen3-VL weight-shape mismatch." + "reason": "init_empty_weights argument compatibility and PIL backend torchvision requirement are unrelated regressions." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token IDs loss and git-oss quantization fallback are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor URL loading are unrelated issues." + "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are different bugs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key corruption are different bugs." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "gguf_file loading failures and Apple Silicon warmup TypeError are unrelated." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained visual-key mismatch are different model-specific issues." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and version-dependent tokenization changes are different regressions." + "reason": "Qwen3.5 hidden-state bug and general version-dependent tokenization changes are not the same failure." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels v0.15 import requirements are separate dependency issues." + "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are different dependency issues." } ] }, @@ -6305,7 +6356,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:24643", "issue:27957", @@ -6313,18 +6364,18 @@ "issue:29159", "issue:33357", "issue:34567", - "issue:36010", "issue:36331", "issue:38175", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43317", "issue:43404", + "issue:43452", "issue:43493", "issue:43540", "issue:43577", + "issue:43582", "issue:43646", "issue:43696", "issue:43742", @@ -6337,9 +6388,8 @@ "issue:44560", "issue:44568", "issue:44737", - "issue:44792", + "issue:44821", "issue:44898", - "issue:44964", "issue:44987", "issue:44991", "issue:45072", @@ -6354,241 +6404,243 @@ "issue:45987", "issue:46463", "issue:46468", - "issue:46491" + "issue:46491", + "issue:46512" ], "soft_pairs": [ "issue:42915|issue:45538", + "issue:43577|issue:46512", "issue:44987|issue:45538", - "issue:41720|issue:43540", + "issue:43452|issue:43582", "issue:43317|issue:45538", + "issue:41720|issue:43540", "issue:33357|issue:34567", "issue:45137|issue:45405", "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:44568|issue:45488", - "issue:44479|issue:45381", "issue:43742|issue:44291", + "issue:44479|issue:45381", "issue:44987|issue:45907", "issue:24643|issue:29159", + "issue:44062|issue:44991", "issue:38175|issue:44898", "issue:44737|issue:46463", - "issue:44062|issue:44991", "issue:43257|issue:43696", "issue:43906|issue:46468", "issue:34567|issue:36331", - "issue:43646|issue:43749", - "issue:43577|issue:45072", "issue:44568|issue:46491", - "issue:44737|issue:45588", + "issue:43646|issue:43749", "issue:44062|issue:45081", + "issue:43577|issue:45072", "issue:43493|issue:43994", "issue:27957|issue:28282", + "issue:44737|issue:45588", "issue:43404|issue:45987", - "issue:44792|issue:44964", - "issue:36010|issue:42175" + "issue:44291|issue:44821" ], - "prepared_review_unit_hash": "e241ea402059b5927ad5fa6f3990a9da798f97f0e0d30cb6fd821c49157511fb", + "prepared_review_unit_hash": "a14b22f72ae0cc9af9578a6ea2371664d508b2a9a3eaa488928b44fa7c438946", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36510, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "soft_pair_count": 30, + "serialized_chars": 36819, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers bugs, with only a few plausible duplicate groups: Qwen 5.3.0 video-input regressions and SigLIP2 output discrepancies. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44479 is the broadest representative of the strongest overlap in this set: the Qwen 5.3.0 video-input regression family. It covers the shared multimodal/video code path that also appears in the more specific Qwen reports.", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. Two small duplicate families stand out: SigLIP2 output regression and a Qwen2.5-VL video-position regression. Everything else is too loosely related to merge safely.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue: the items span multiple unrelated bug families, with only a couple of true duplicate subpairs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best single issue anchor because it is the most umbrella-like, recent, and central to the only clear duplicate cluster (Qwen video-input regressions).", + "best_issue_reason": "Issue 43994 is the best representative of the strongest duplicate family: it is the broader SigLIP2 report and subsumes the more specific 43493 symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3MoE FP8 loading vs CLIPTokenizer max length." + "reason": "Different subsystems: Qwen3Moe FP8 loading vs CLIP tokenizer max length." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is BLIP2 submodule loading and the other is stale config.dtype on from_config; not the same bug." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Unrelated: a model-loading failure for physical-intelligence/fast versus a CLIP tokenizer constant issue." + "reason": "Unrelated failures: model load regression for a specific repo vs CLIP tokenizer length bug." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both involve Qwen models, but one is auto device mapping/cuda assert and the other is video-input processing; not the same bug." + "reason": "Tokenizer/model_from_pretrained gguf handling vs Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Different failures: dequantized model offload loading versus tokenizer max-length behavior." + "reason": "Dequantized model offload failure is unrelated to CLIP tokenizer max length." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family, but one is device-mapping CUDA assert and the other is video-input processing; different code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP versus TrainerState token counter not updating; unrelated." + "reason": "CLIP MacOS bus error vs TrainerState token-count update bug are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." }, { "left": "issue:43540", "right": "issue:44479", - "accept": true, - "reason": "Same Qwen video-input regression family; 44479 is the umbrella report and 43540 is a specific model symptom." + "accept": false, + "reason": "Both mention video inputs, but the concrete failures and model paths differ enough that this is not clearly one bug." }, { "left": "issue:43540", "right": "issue:44560", - "accept": true, - "reason": "Both are Qwen multimodal video-input failures in the same regression family, likely the same processing bug." + "accept": false, + "reason": "Different video-input failures in different Qwen models; not the same concrete defect." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen VL video regression area; 45381 looks like a specific manifestation of the broader 5.3.0 issue." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and symptoms." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are model loading errors, but one is a key error for a specific model and the other is an init_empty_weights API break; not the same bug." + "reason": "Model-loading key error vs init_empty_weights argument mismatch are separate initialization bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression family; both point to incorrect video position handling in the same code path." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading a model from the Hub and forwarding list_repo_files revision are unrelated." + "reason": "Model load failure vs list_repo_files revision forwarding are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and tokenizer inconsistency are unrelated." + "reason": "DeepSpeed training runtime error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer construction error vs specific tokenizer load failure are different bugs." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model bugs, but they concern different architectures and symptoms." + "reason": "Both are vision-model issues, but SigLIP2 zero probabilities and Perceiver interpolation failure are distinct." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug and T5 decoder error-message bug are unrelated." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading issues, but the titles point to different root causes and model families." + "reason": "XLNet CPU device placement bug and T5 decoder-input error messaging are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion bug versus GPT-oss OOM; unrelated." + "reason": "Qwen3 MOE weight conversion failure is unrelated to a GPT-oss OOM." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Different models and different failures; no clear shared code-path bug." + "reason": "An isolated reproduction of one issue and a broken Nemotron example are not the same underlying bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting and CustomTrainer compute_loss signature mismatch are distinct trainer issues." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model initialization break and FSDP CPU RAM efficient loading are separate regressions." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype mismatches, but they affect different model families and likely different code paths." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." }, { "left": "issue:44568", - "right": "issue:46491", + "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions for different models." + "reason": "Different tokenizer regressions with different root causes and affected models." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "XLNet positional encoding CPU placement and flash-attention crash on sink-less models are unrelated." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate v5 loading issues." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both are SigLIP2 correctness regressions: one frames it as a HF-vs-JAX discrepancy, the other as nonsensical outputs on the same model family." + "reason": "Same SigLIP2 failure family; 43994 is the broader report and 43493 is a specific reproduction/analysis." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta versus missing PyTorch import are unrelated." + "reason": "Flash Attention 2 with XLM-Roberta is unrelated to missing PyTorch ImportError." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and StaticCache length return type are unrelated." + "reason": "XLNet positional encoding bug is unrelated to flash-attention auxiliary-state handling." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Different multimodal models and different failures; not the same bug." + "reason": "Mistral3 weight tying bug and StaticCache seq-length return type bug are unrelated." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "GenerationMixin import error and TensorFlow backend packaging are unrelated." + "reason": "Unexpected _is_hf_initialized argument during model loading is unrelated to AutoImageProcessor URL loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The Qwen video-input issues are the clearest overlap, and the SigLIP2 pair is a plausible second cluster. No PRs are present, and the soft-edge verdicts do not overclaim beyond the metadata." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are plausible duplicate families from the titles, and the rejections do not overclaim similarity." }, "evaluator_used": true, "retried": false, @@ -6607,11 +6659,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:28282", "issue:29127", "issue:34689", + "issue:36010", "issue:41762", "issue:42175", "issue:42898", @@ -6619,7 +6672,6 @@ "issue:43452", "issue:43526", "issue:43531", - "issue:43582", "issue:43643", "issue:43697", "issue:43720", @@ -6628,17 +6680,17 @@ "issue:43756", "issue:43824", "issue:43906", - "issue:44291", "issue:44488", "issue:44589", "issue:44625", "issue:44756", + "issue:44792", "issue:44821", "issue:44877", "issue:44898", "issue:44913", "issue:44936", - "issue:44977", + "issue:44964", "issue:45042", "issue:45081", "issue:45200", @@ -6658,15 +6710,16 @@ "issue:46491" ], "soft_pairs": [ - "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:44792|issue:44964", "issue:28282|issue:34689", "issue:42175|issue:43824", - "issue:43749|issue:44756", "issue:45823|issue:46463", + "issue:43749|issue:44756", "issue:45042|issue:45081", "issue:43742|issue:44589", - "issue:43257|issue:43756", "issue:43452|issue:44488", + "issue:43257|issue:43756", "issue:43906|issue:45381", "issue:45405|issue:45600", "issue:45357|issue:45920", @@ -6675,200 +6728,199 @@ "issue:43756|issue:46399", "issue:44913|issue:46121", "issue:43526|issue:45479", - "issue:43643|issue:45375", "issue:43697|issue:45216", - "issue:43720|issue:44898", + "issue:43643|issue:45375", "issue:45200|issue:46463", + "issue:43720|issue:44898", "issue:44625|issue:44877", - "issue:43756|issue:45325", "issue:42898|issue:46491", - "issue:43582|issue:44977", + "issue:43756|issue:45325", "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "0b09a0db05cc6b9f483a7c42be4182a76e87abab3620bf948276207888f69ab3", + "prepared_review_unit_hash": "bc3894dcab856d85a040eb8806257dd7ee16447524b30d943cdc3b33ef0be220", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35265, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "serialized_chars": 35228, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-loading, config, tokenizer, and regression bugs; I don\u2019t see any soft pair that looks like the same underlying defect, so all soft edges should be rejected. If a single anchor is needed, issue 45920 is the broadest, most general regression report in the set, but the cluster is not a true duplicate group.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45920 is the broadest and most central report here: it describes a multi-model tokenizer regression with wide blast radius, whereas the others are narrower, model-specific bugs or unrelated failures.", + "summary": "These items are a loose collection of unrelated Transformers issues, mostly different model-loading, config, tokenizer, and backend regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45920 is the broadest still-open regression in the set and the closest thing to a representative umbrella issue, but the overall cluster is not actually cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best representative issue if one must be chosen, because its scope is broad and it reads like a family-level regression rather than a single isolated model bug.", + "best_issue_reason": "issue:45920 has the widest scope and is the most likely to remain useful as a central reference point, even though the rest are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: missing GenerationMixin import vs TensorFlow backend packaging. No shared code-path bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different code paths: init_empty_weights/_is_hf_initialized argument handling vs loading AutoImageProcessor from a URL." + "reason": "Different models and symptoms: Janus image-generation test failure vs Phi-4 multimodal model loading failure." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "A missing PyTorch import error is not the same as a Llama 3.2 Vision model-loading regression." + "reason": "One is a missing PyTorch dependency message; the other is a version-specific Llama 3.2 Vision loading breakage." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Package/backend dependency mismatch vs missing Qwen2_5_VL import; unrelated failures." + "reason": "Packaging/backend issue vs missing Qwen2.5-VL class import. Not the same bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both are loading/memory-related, but one is FSDP CPU-efficient loading and the other is mmap/OOM on Strix Halo; not the same bug." + "reason": "Gemma4 device mismatch during forward is unrelated to T5 decoder-input validation errors." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Gemma4 device_map forward mismatch and T5 decoder input validation are different subsystems and symptoms." + "reason": "FSDP CPU RAM efficient loading regression and Strix Halo mmap OOM are different loading/memory problems." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend dependency regression vs Mistral tokenizer regex crash; no shared underlying defect." + "reason": "Torchvision requirement regression vs Mistral tokenizer regex crash; different subsystems and fixes." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key-error loading failure vs missing Float8 storage type during deserialization; different causes." + "reason": "KeyError on MobileLLM-125M loading is unrelated to Float8 storage type lookup failure." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading bug vs Smollm3 RoPE-layer selection bug; not the same issue." + "reason": "Both are model loading problems, but they involve different mechanisms and models; not one concrete bug." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "gguf_file breaks tokenizer/model loading, but cjvt/sleng-bert is a separate model-loading failure." + "reason": "Accelerate/DeepSpeed MoE weight conversion bug vs Smollm3 RoPE layer dropping. Different issues." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "One is a reproduction of an older issue; the other is a Qwen2.5-VL video position_ids bug." + "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video position-id regression; not the same change." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version-bump/release-management issue vs stale auto_mappings references; unrelated." + "reason": "Released-version dependency bump problem vs stale auto_mappings CI breakage. No common code-path bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression is different from a broad AutoTokenizer token-ID regression." + "reason": "Incorrect save_pretrained visual encoder keys vs wrong AutoTokenizer token IDs. Different behavior and files." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import handling is unrelated to LayoutLMv3 box-information error messaging." + "reason": "Missing PyTorch error message vs LayoutLMv3 box-content validation clarity. Different diagnostics." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor-from-URL loading failure are unrelated." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 is not the same as a missing decorator causing kernel registration failure." + "reason": "Smollm3 RoPE-layer count bug vs Qwen3.5 kernel registration crash. Different code paths." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Config reload losing rotary_pct is separate from JSON-loaded list handling in convert_rope_params_to_dict." + "reason": "Config value not persisting on reload vs JSON-loaded list type handling in RoPE validation. Related area, different bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and zero-loss single-label classification bug are different behaviors." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "trust_remote_code missing fields and strict-dropping deepstack_visual_indexes are different config-serialization issues." + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression. Different model families and fixes." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift in v5 is not the same as Qwen3.5 save_pretrained saving incorrect checkpoint keys." + "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained regression. Not the same issue." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to Perceiver non-default resolution failure." + "reason": "Missing fields from trust_remote_code AutoConfig vs strict-dropping a specific Qwen3_5MoeVisionConfig field. Too different in scope and mechanism." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and T5 decoder validation errors are different bugs." + "reason": "Gemma4 token-type defaulting issue is unrelated to T5 decoder input validation messaging." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is separate from granite_speech being blocked by strict config loading." + "reason": "BitNet packed-weight unpacking bug vs Perceiver interpolation failure. Distinct model and loading paths." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Different Qwen/Smollm visual-position logic; one is RoPE-layer omission, the other is still-image temporal position_ids scaling." + "reason": "Qwen3.5 num_labels propagation bug vs granite_speech config strictness failure. Different config fields and symptoms." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Tokenization-space cleanup behavior in v5 and CodeLlama round-trip spacing regression are not the same defect." + "reason": "Global tokenizer cleanup-behavior change vs CodeLlama leading-space round-trip regression. Not the same concrete bug." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "AppleSilicon warmup TypeError vs Qwen3.5 flash-attention generation bug; different execution paths." + "reason": "Different Qwen-related RoPE bugs affecting different models and inputs; not mergeable as one fix." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after train() due to trainer state." + "reason": "Gemma3 ZeRO-3 loading index error vs trainer.evaluate() after train regression. Completely different failures." } ] }, @@ -6890,7 +6942,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:24643", "issue:28282", @@ -6943,244 +6995,245 @@ ], "soft_pairs": [ "issue:44466|issue:45005", + "issue:44514|issue:45381", "issue:24643|issue:29127", "issue:43452|issue:44843", - "issue:44514|issue:45381", "issue:43819|issue:44811", "issue:45372|issue:46170", - "issue:44361|issue:44442", - "issue:38175|issue:43295", "issue:44936|issue:45823", - "issue:43653|issue:44361", "issue:44484|issue:44704", - "issue:43452|issue:43577", + "issue:38175|issue:43295", + "issue:44361|issue:44442", "issue:45542|issue:46178", "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:43452|issue:43577", "issue:43577|issue:43697", "issue:44493|issue:46050", "issue:43653|issue:44568", "issue:44843|issue:44991", - "issue:43756|issue:46402", "issue:29159|issue:33357", "issue:43531|issue:43742", - "issue:43653|issue:43927", + "issue:43756|issue:46402", "issue:44464|issue:44743", "issue:44514|issue:45290", + "issue:43653|issue:43927", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:44464|issue:44977", "issue:28282|issue:35141", + "issue:44464|issue:44977", "issue:43643|issue:44561", - "issue:45491|issue:46002" + "issue:45491|issue:46002", + "issue:44466|issue:46050" ], - "prepared_review_unit_hash": "9421f9274c5c9dbdacfd10bd437ecb8a5a86c9783acfb6b6382608170915cf82", + "prepared_review_unit_hash": "8bc21c66ab014d53fb3acc811029bb769beafd0856354d369f535f81103997e3", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 31, + "serialized_chars": 37309, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A heterogeneous cluster of mostly unrelated closed issues around tokenizers, model loading, generation, backend imports, and regression edge cases. No soft pair looks like the same underlying bug/change, so all candidate duplicates are rejected. If forced to pick a representative issue, issue:43452 is the broadest loading-path regression in the set.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43452 is the closest cluster anchor because it covers a broad from_pretrained loading-path regression affecting both tokenizer and causal LM loading.", + "summary": "These items span many unrelated Transformers bugs (tokenizers, processors, model loading, generation, serialization, and backend imports). None of the soft pairs looks like a true duplicate; the only loosely coherent subtheme is tied-weights/save-load regressions.", + "confidence": 0.77, + "canonical_issue_reason": "44466 is the closest thing to a hub here: it is a concrete, well-scoped tied-weights/save-load regression and is the strongest representative of the small related subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the most representative of the cluster\u2019s shared theme of model-loading/tokenizer regressions while remaining a concrete bug report.", + "best_issue_reason": "44466 is the best standalone representative of the most coherent theme in the set, with a specific code-path and nearby related reports around tied weights and serialization.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a device-dependent lm_head serialization inconsistency and the other is a translation-model tied-weights problem; different failures and likely different fixes." + "reason": "Both mention tied weights, but 44466 is a save/load serialization regression while 45005 is a broader translation-model report; not clearly the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a batched chat-template crash and the other is wrong vision_position_ids for video input; different failures." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error vs LayoutLMv3 box validation/error-message clarity; unrelated code paths." + "reason": "DeepSpeed training weight-dim error vs. LayoutLMv3 error-message clarity; unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both hit AutoTokenizer/from_pretrained, but one is broken by gguf_file handling and the other by an unconditional model_info() call in a regex patch; different bugs." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is incorrect video vision_position_ids; not the same bug." + "reason": "Both are loading-related, but one is gguf_file breakage and the other is an offline Mistral regex/model_info regression; different code paths." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents vs Whisper batch_decode(skip_special_tokens); no shared underlying defect." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Both are import/dependency failures, but they concern different packages, platforms, and missing symbols." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Different tokenizers and different failures: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "Siglip2 zero-probability output is unrelated to the processor.tokenizer regression in v4.57.5." + "reason": "Gemma 4 processor import failure vs. Windows ROCm torch.distributed dependency issue; unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate() after train is a training-loop issue, while Gemma4 PLE device mismatch is a model/device placement bug." + "reason": "trainer.evaluate() after train vs. Gemma4 PLE device mismatch; different subsystems and symptoms." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both concern tokenizer behavior, but one is BigBird special-token decode registration and the other is an MLukeTokenizer AttributeError." + "reason": "save_pretrained shard-size question vs. AutoProcessor kwargs forwarding bug; not the same problem." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Siglip2 zero probabilities and a processor.tokenizer regression are different model-path bugs." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Blip2 dtype propagation during loading." + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer-loading issues." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both touch backend selection, but one is undefined tf backend behavior and the other is an invalid tensorflow_text backend mapping." + "reason": "Both mention backend resolution, but one is tensorboard-without-TF and the other is tensorflow_text mapping; different root causes." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression and Kimi tokenizer codec/warning regression are different code paths and symptoms." + "reason": "processor.tokenizer regression vs. Kimi-K2.5 tokenizer codec/warning regression; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs. MLukeTokenizer AttributeError; different models and failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure vs. Blip2 dtype staying float32; unrelated." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype loading and RTDetrV2 output differences are unrelated model bugs." + "reason": "Blip2 dtype propagation and RTDetrV2 output changes in v5 are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id key warnings are unrelated to NaNs in classification heads." + "reason": "Unexpected key with position id vs. quantized save/load breakage; not the same issue." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special-token behavior, but one is a BigBird CI/decode issue and the other is mdeberta-v3 not adding BOS/EOS; distinct tokenizer bugs." + "reason": "Both are tokenizer/special-token complaints, but they affect different tokenizers and concrete behaviors." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the offline model_info bug and the est-roberta loading failure are different causes." - }, - { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weights not loaded are unrelated model-specific loading bugs." + "reason": "Offline Mistral regex/model_info bug vs. est-roberta tokenizer loading failure; unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to a MacOS bus error on a CLIP model." + "reason": "Slow/fast tokenizer inconsistency vs. MacOS bus error on a CLIP model; unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model/configuration bugs." + "reason": "Qwen3-MoE sliding_window bug and MobileLLM-125M load key error do not share a concrete code path." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom token-ID persistence are both token-related but not the same failure." + "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weights not loading are different model-specific regressions." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and recurrent-state reset in modular_qwen3_5 are separate generation/cache issues." + "reason": "Both are generation/state-related, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; not the same bug." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is batched padding=False behavior and the other is assistant tool-call messages with no content." + "reason": "Both hit apply_chat_template, but one is batching with padding=False and the other is tool-call assistant messages with no content; distinct edge cases." }, { - "left": "issue:43550", + "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "torch.compile with SDPA in Bamba is unrelated to DiaConfig token ID loss after save/load." + "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token IDs loss are unrelated." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + "reason": "Bamba torch.compile/SDPA failure vs. DiaConfig token-ID persistence; unrelated." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Both mention generation, but chunked compiled forward inconsistency and Qwen3.5 flash-attention generation are different concrete paths." + "reason": "Missing PyTorch import and post_init reinitializing output embeddings are unrelated." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Missing PyTorch import for AutoModel is unrelated to post_init reinitializing output embeddings after resize_token_embeddings()." + "reason": "Compiled-forward chunked generation inconsistency vs. Qwen3.5 flash-attention generation failure; different bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code regressions, but one loses fields in AutoConfig and the other breaks due to removal of is_torch_fx_available." + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; different fixes." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both report NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head NaNs on checkout/init; not the same bug." + "reason": "NaNs in Gemma3 sliding-window embeddings vs. NaNs in classification-head checkout/init are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load, but 44466 is tied-weight serialization inconsistency while 46050 is a quantized-model persistence issue; not the same underlying bug." } ] }, @@ -7202,7 +7255,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:28282", "issue:32090", @@ -7231,13 +7284,14 @@ "issue:44361", "issue:44451", "issue:44464", - "issue:44466", "issue:44479", + "issue:44488", "issue:44554", "issue:44568", "issue:44610", "issue:44625", "issue:44821", + "issue:44843", "issue:44849", "issue:44964", "issue:44977", @@ -7246,7 +7300,6 @@ "issue:45357", "issue:45405", "issue:45440", - "issue:45588", "issue:45823", "issue:46050", "issue:46192", @@ -7254,259 +7307,252 @@ "issue:46489" ], "soft_pairs": [ - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:43504|issue:44610", - "issue:44466|issue:46050", "issue:33666|issue:36010", + "issue:43504|issue:43720", "issue:43742|issue:44821", + "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:44977|issue:46209", - "issue:43577|issue:45588", "issue:43688|issue:45440", + "issue:43504|issue:44610", "issue:41720|issue:44464", "issue:28282|issue:32090", - "issue:43720|issue:43927", "issue:43262|issue:43295", - "issue:43606|issue:43927", "issue:43452|issue:44451", + "issue:43720|issue:43927", "issue:45823|issue:46050", + "issue:43606|issue:43927", "issue:33666|issue:36331", - "issue:43994|issue:46192", "issue:43525|issue:43572", - "issue:43720|issue:44361", + "issue:43994|issue:46192", "issue:44849|issue:46209", "issue:43493|issue:43825", + "issue:43720|issue:44361", "issue:44964|issue:45405", "issue:39692|issue:43493", "issue:44479|issue:44625", - "issue:43577|issue:44554", "issue:44849|issue:45357", + "issue:43577|issue:44554", "issue:44568|issue:46489", "issue:45200|issue:45229", "issue:39692|issue:43295", + "issue:44488|issue:44843", "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "bfac684d87a90facfdf5dc30e82e03e6c327229fbc0ad2804ea41b789a64dc2a", + "prepared_review_unit_hash": "c57f83e3fb2e87b2a220c6058c01bc0f4d192f4839dd4a17634bd7747aa1e447", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37390, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "soft_pair_count": 31, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge duplicate pairs look mergeable here; the issues mostly span different models, configs, or code paths, even when the symptom class is similar (loading, generation, device mapping, etc.).", - "confidence": 0.94, - "canonical_issue_reason": "If forced to anchor this heterogeneous set, issue 43452 is the most generic user-facing loading regression, but there is no truly canonical duplicate cluster to collapse around.", + "summary": "This set is a loose collection of unrelated Transformers issues across many models/subsystems. None of the soft pairs look like the same underlying bug or change, so there is no good canonical duplicate target here.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated model families, error modes, and code paths, so they do not form a single duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43452 is the best single representative only in the loose sense that it covers a broad from_pretrained loading failure; otherwise the set is too diverse for a strong global anchor.", + "best_issue_reason": "No single issue is a strong global representative because there is no shared underlying bug across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Different bugs: legacy field loading for Beit vs BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different models and failures: Beit pretrained loading vs Bamba torch.compile/SDPA behavior." + "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import break." }, { "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "One is a legacy-field load error; the other is an OmDet processor size mismatch." - }, - { - "left": "issue:44466", - "right": "issue:46050", + "right": "issue:43720", "accept": false, - "reason": "Both involve serialization, but one is tied weights/device-dependent save behavior and the other is sinq quantized save/load breakage." + "reason": "Different load failures with different causes: legacy preset field vs packed-weight unpacking during accelerate loading." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Multi-GPU Qwen2-VL training issues are unrelated to the GenerationMixin import regression." + "reason": "Both are loading-related, but one is a key error for MobileLLM and the other is URL loading for AutoImageProcessor." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "A model key error and loading an AutoImageProcessor from URL are different load paths and failures." + "reason": "Different models and root causes: legacy field on load vs torch.compile/SDPA failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is a different distributed-training failure from Qwen2-VL multi-GPU training." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different runtime paths: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "Both mention inference issues, but one is Qwen3.5 flash-attn generation and the other is FP8 on B200; not the same bug." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Blip2 dtype propagation and flash_attention s_aux=None crash are unrelated code paths." + "reason": "Different topics: auxiliary loss normalization vs DeepSeek implementation divergence." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is not the same bug as DeepSeekV3MoE divergence." + "reason": "Legacy model-loading bug is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and chunked-generation compiled-forward inconsistency are distinct failures." + "reason": "Different correctness issues: device-map cuda assert on Qwen3 vs chunked generation with compiled forward." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch missing ImportError and Trainer _gpu_broadcast_one TypeError are unrelated setup vs distributed-runtime problems." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated bugs." + "reason": "ImportError for missing PyTorch is unrelated to Trainer GPU broadcast TypeError." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image regression are different processor behaviors." + "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/images regression." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "CPU offload device mismatch and custom token ID loss are unrelated issues." + "reason": "Both are load failures, but one concerns gguf_file support and the other a specific model that no longer loads." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "General gguf/from_pretrained loading breakage is not the same as ScandiBERT-specific load failure." + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different bugs." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 auto device-map device mismatch is unrelated to sinq quantization save/load corruption." + "reason": "Device mismatch with device_map=auto is unrelated to sinq save/load quantization breakage." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Qwen2-VL multi-GPU training and custom trainer compute_loss signature mismatch are different regressions." + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token IDs being lost." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API bugs." + "reason": "Multi-GPU training for Qwen2-VL is not the same as compute_loss signature mismatch in CustomTrainer." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme of missing config fields, but different models and different missing attributes." + "reason": "Both are missing config fields, but they affect different configs and different fields (pad_token_id vs pad_token_idx)." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "SigLIP2 wrong results are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 B200 inference failure are unrelated." + "reason": "Different Qwen3.5 failures: output_hidden_states bug vs FP8 inference on B200." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-message wording are not the same bug." + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure and MIN_PEFT_VERSION packaging issue are unrelated." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a dependency version bump (MIN_PEFT_VERSION)." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs-example errors and core SigLIP2 implementation discrepancy are different issues." + "reason": "Doc/example errors for SigLIP2 are not the same as a core SigLIP2 implementation discrepancy." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen models is separate from Qwen3.5 num_labels propagation." + "reason": "Video-input regression across Qwen VL models is unrelated to num_labels propagation in Qwen3.5." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Blip2 dtype loading and MPS attention correctness differ in subsystem and symptom." + "reason": "Different regressions in Qwen3.5: hidden-states output vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Hidden-states output bug and incorrect visual-encoder save_pretrained keys are distinct Qwen3.5 regressions." + "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer families and failures; mdeberta special tokens vs DeepSeek-Coder v1 output regression." + "reason": "Tokenizer special-token behavior change is unrelated to DeepSeek-Coder tokenizer output regression." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 text-only token-type defaults and Gemma4 31B multi-GPU OOM are unrelated problems." + "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to Gemma4 multi-GPU inference OOM." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 documentation errors and processor.tokenizer/image regression do not share the same code-path bug." + "reason": "SigLIP2 docs/model mismatch is unrelated to the processor.tokenizer/images regression." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific BERT model is unrelated to the unconditional model_info() call in offline mode." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training/loading issues." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different code paths and failures." } ] }, @@ -7528,8 +7574,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ + "issue:29942", + "issue:30333", "issue:33357", "issue:33666", "issue:43257", @@ -7554,7 +7602,6 @@ "issue:44423", "issue:44464", "issue:44466", - "issue:44488", "issue:44493", "issue:44554", "issue:44568", @@ -7562,7 +7609,7 @@ "issue:44625", "issue:44734", "issue:44792", - "issue:44843", + "issue:44964", "issue:44977", "issue:45229", "issue:45405", @@ -7579,231 +7626,238 @@ "issue:46424" ], "soft_pairs": [ - "issue:44488|issue:44843", "issue:43540|issue:44977", "issue:44568|issue:45812", "issue:44464|issue:46424", - "issue:43493|issue:43844", "issue:43646|issue:44466", - "issue:43334|issue:43572", + "issue:43493|issue:43844", "issue:43824|issue:44589", "issue:33357|issue:33666", "issue:44589|issue:45520", + "issue:43334|issue:43572", "issue:43688|issue:45704", - "issue:43334|issue:45759", "issue:43278|issue:43844", - "issue:43504|issue:43606", + "issue:43334|issue:45759", "issue:43927|issue:44361", + "issue:43504|issue:43606", "issue:45229|issue:45823", "issue:43572|issue:44291", - "issue:44792|issue:45405", "issue:44493|issue:46285", + "issue:44792|issue:45405", "issue:43257|issue:43299", "issue:43575|issue:45405", - "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:44625|issue:45759", + "issue:43504|issue:43653", "issue:44554|issue:46365", "issue:43688|issue:45701", "issue:45588|issue:46050", - "issue:44423|issue:44734" + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964" ], - "prepared_review_unit_hash": "a9bba81ac26be61bd4560fb52d8474e5b1a38b42a6683c09078ea55b4988dfbb", + "prepared_review_unit_hash": "ceb300956bdb58738aab74179ce0db258258c28b1a26959aaff78ca96e1fb0e8", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35685, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are isolated Transformers bugs across different models, configs, and failure modes. The soft-similarity links are all false positives; none look like the same underlying bug or fixable in one PR.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These soft pairs are mostly broad thematic matches rather than true duplicates. They share subsystems or model families, but the concrete failures and fixes differ, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated bugs, and the apparent overlaps are only loose thematic similarities.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents the cluster because the items span unrelated bugs; if forced, the closest broad umbrella is still not a true canonical duplicate target.", + "best_issue_reason": "No global best issue: this is not one duplicate cluster, so no single issue cleanly represents the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Both are loading-related, but one is a specific model load failure and the other is an offline-mode hub call regression; different code paths and fixes." - }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3 variants and symptoms: one is a video-input ValueError in Qwen3OmniMoe, the other is flash-attention generation quality in Qwen3.5." + "reason": "Both involve Qwen3/VL and attention, but one is a video-processing ValueError and the other is a flash-attention generation bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior." + "reason": "Both are tokenizer regressions, but they affect different model families and different token ID behavior." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation compiled-forward inconsistency is unrelated to cache max length handling for quantized cache." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "One is a model-implementation discrepancy vs JAX; the other is a DeepSpeed training instability issue." + "reason": "Chunked generation with compiled forward is a different code path from cache max length handling for quantized cache." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Generic custom model initialization breakage is not the same bug as device-dependent lm_head serialization inconsistency." + "reason": "Custom model initialization and lm_head serialization are distinct bugs with different failure modes." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Both mention missing config fields, but they are different fields on different model classes with distinct failure modes." + "reason": "One is a SigLIP2 implementation discrepancy; the other is a DeepSpeed/gradient scaling issue." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing VL class and failing on Float8 storage lookup are unrelated failures." + "reason": "Importing a missing model class is unrelated to the Float8 storage TypeError." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are entirely different problems." + "reason": "Different models, different symptoms, and different execution contexts." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup error is unrelated to a Python 3.13 flash_attn import-utils KeyError." + "reason": "Float8 storage lookup and flash_attn import handling are separate compatibility problems." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to a T5 apex RMSNorm memory leak." + "reason": "Both are config attribute issues, but they concern different fields, models, and load paths." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Qwen3-VL pad_token_id loss and composite Qwen 3.5/3.6 text_config unwrapping are different configuration bugs." + "reason": "Auxiliary loss normalization is unrelated to the T5 RMSNorm memory leak." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO-3 gradient increase issue." + "reason": "Dtype drift between train/eval is not the same as exploding gradients under ZeRO-3." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Legacy-field model loading failure and CPU-offload device mismatch do not share a concrete code path." + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad token attribute and the other is from_config unwrapping." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are different model/tokenizer issues." + "reason": "A lost config token ID after save/load is a different bug from a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for BEiT is unrelated to a CPU offload device mismatch in bark-small." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is OOM under multi-GPU inference while the other is a forward-time device mismatch." + "reason": "Both mention Gemma4, but one is OOM and the other is a device placement mismatch during forward." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are v5 compatibility issues, but they concern different APIs: missing pad_token_idx vs unexpected _is_hf_initialized in init_empty_weights." + "reason": "These are separate Transformers 5 init/load regressions with different triggering APIs." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "A failing Janus image-generation test is unrelated to a PEFT version pin bump." + "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Unexpected position-id keys in many models is not the same as the CLIP text-model structure change." + "reason": "A janus test failure is unrelated to a PEFT version bump issue." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Qwen3VL MoE load failure are related only by family name, not the same bug." + "reason": "Both are Qwen3 MoE loading problems, but they affect different model variants and different loading mechanisms." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM on a Qwen2 model is unrelated to an unreleased dependency-version bump." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Beit pretrained load failure and BigBirdTokenizer special-token registration are different subsystems and bugs." + "reason": "A tensor-parallel OOM is unrelated to the PEFT version requirement regression." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch and a stale GraniteSpeech CI test are not the same underlying issue." + "reason": "A runtime device mismatch and a stale CI test are not the same underlying bug." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Qwen3.5 num_labels propagation and composite Qwen config unwrapping are distinct config-serialization problems." + "reason": "Both involve Qwen3.5 config propagation, but one is num_labels copying and the other is composite-config unwrapping." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Loading a BEiT preset and BigBird mask-token special-token registration are unrelated tokenizer/model issues." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to Trainer import failure caused by datasets installation." + "reason": "An MPS attention correctness bug is unrelated to the Trainer import problem." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "MoE auxiliary-loss normalization and a broad tokenization regression report are not the same concrete bug." + "reason": "Auxiliary loss normalization is not a tokenization-version regression." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model crash and sinq save/load quantization breakage are unrelated." + "reason": "A flash_attention.py sink-less-model crash is different from a quantization save/load breakage." }, { "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." + "reason": "Both are serve-related crashes, but they fail in different endpoints and different tensor handling paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient inflation and Phi-4 multimodal loading are separate issues." } ] }, @@ -7825,13 +7879,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:15354", "issue:28218", "issue:29159", - "issue:29942", - "issue:30333", "issue:32090", "issue:33357", "issue:34567", @@ -7850,6 +7902,7 @@ "issue:43701", "issue:43844", "issue:43873", + "issue:43957", "issue:43994", "issue:44186", "issue:44466", @@ -7858,7 +7911,7 @@ "issue:44554", "issue:44610", "issue:44849", - "issue:44964", + "issue:44898", "issue:44987", "issue:45072", "issue:45084", @@ -7868,6 +7921,7 @@ "issue:45290", "issue:45356", "issue:45406", + "issue:45412", "issue:45446", "issue:45520", "issue:45823", @@ -7877,8 +7931,6 @@ "issue:46369" ], "soft_pairs": [ - "issue:29942|issue:30333", - "issue:43844|issue:44964", "issue:43994|issue:44493", "issue:43688|issue:43873", "issue:29159|issue:32090", @@ -7888,10 +7940,10 @@ "issue:15354|issue:38175", "issue:43540|issue:45200", "issue:43065|issue:46369", - "issue:43278|issue:43701", "issue:43873|issue:46050", - "issue:45072|issue:45198", + "issue:43278|issue:43701", "issue:45200|issue:45823", + "issue:45072|issue:45198", "issue:44186|issue:46192", "issue:44521|issue:45290", "issue:43232|issue:44849", @@ -7905,175 +7957,177 @@ "issue:43295|issue:43873", "issue:43572|issue:44987", "issue:39692|issue:46192", + "issue:43572|issue:43957", "issue:43550|issue:43844", - "issue:44466|issue:45127" + "issue:44466|issue:45127", + "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "708fa07163da345887dd3c38399925f8b4976c4ec60fa3ecd489af3102e711f2", + "prepared_review_unit_hash": "c12b2b81590cd7bba9e2ac42b8a3d8f336c715cc223f0afe35b768c9c72a698f", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge pair looks like a true duplicate; the set is a grab-bag of unrelated tokenizer, processor, quantization, generation, and training issues rather than one coherent bug cluster.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and the soft-pair similarities are superficial.", + "summary": "This set is highly heterogeneous; the soft pairs are mostly unrelated model-, tokenizer-, training-, or device-specific bugs, so I would not merge any of them as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "No true canonical duplicate stands out. If one representative is needed, issue:44521 is the broadest user-facing API regression in the set and has the strongest discussion/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a convincing cluster representative because none of the candidates share the same underlying defect.", + "best_issue_reason": "Issue:44521 is the best general representative because it is a concrete, active multimodal API bug with multiple users impacted; most other items are narrower or orthogonal.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Different failures in different areas: FlashAttention test regressions vs MLflow reporting on failed jobs." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "Unrelated bugs: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." - }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output quality issue vs position-id key mismatch; different code paths and symptoms." + "reason": "Different bugs: SigLIP2 inference/pipeline nonsense vs a generic position-id key warning across many models." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to quantization/offloading behavior." + "reason": "Aux-loss normalization in MoE models is unrelated to quantization/offloading behavior." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs Trainer GPU broadcast TypeError are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType errors." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing bug is unrelated to TrainerState token counting." + "reason": "Added-token spacing in tokenizers does not match TrainerState token-count tracking." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError are separate issues." + "reason": "Template-node compilation failure is unrelated to a flash_attn import key error." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both mention attention-related code, but one is an MPS correctness bug and the other is a PyTorch version guard/import check." + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are different code paths." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe vs Gemma4 multimodal token-type defaulting." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids defaults." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder is not the same as memory overflow in sam3-litetext." + "reason": "Sam3PixelDecoder dummy layer issue is not the same as SAM3 litetext memory overflow." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading failure and quantized save/load breakage are distinct defects." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16/FP32 dtype drift during evaluate is unrelated to resume_from_checkpoint key mismatch." + "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Quantization/offloading symptoms differ: offloading not working vs broken save/load round-trip after sinq quantization." + "reason": "Gemma4 token-type defaults and Gemma4 PLE device-mapping mismatch affect different parts of the model." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes are not the same as return_tensors being ignored with text_kwargs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; different edge cases." + "reason": "All-zero assistant masks for multimodal chat templates is a different bug from tool-call message crashes." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states bug." + "reason": "Generation kwargs syncing after sync_gpus is unrelated to Qwen3.5 hidden-state output bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint resume key mismatch." + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to checkpoint resume key handling." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and rope-params list TypeError are different bugs." + "reason": "Gemma4Processor _tokenizer attribute crash and rope-parameter type conversion are different failures." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-map forward mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Device-mapping mismatch in Gemma4 PLE is unrelated to return_tensors handling." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to batched video processor shape errors." + "reason": "Processor.tokenizer regression is not the same as batched video-shape handling." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Added-token spacing bug is unrelated to MacOS bus error in CLIP model loading." + "reason": "Added-token spacing in tokenizers does not match the CLIP MacOS bus error." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as OmDet-Turbo\u2019s 640px-vs-224px preprocessing mismatch." + "reason": "Missing processor.tokenizer / image passing regression is unrelated to OmDet-Turbo's input-size mismatch." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different attention/tokenizer problems: MPS attention correctness vs Kimi-K2.5 tokenizer regression." + "reason": "Attention-head-dim correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling." }, { "left": "issue:43295", @@ -8085,25 +8139,37 @@ "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading failure for physical-intelligence/fast." + "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on v5.1+." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to return_tensors being ignored with text_kwargs." + "reason": "SigLIP2 doc example errors are unrelated to return_tensors being ignored when text_kwargs is provided." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and meta-device loading breakage are distinct loading issues." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba-9B-v2 is unrelated to ZeRO-3 gradient blow-up." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve weights, but one is inconsistent serialization and the other is LoRA merge collapse with extended vocab." + "reason": "lm_head.weight serialization inconsistency is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory not being released." } ] }, @@ -8125,7 +8191,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:37428", "issue:38175", @@ -8136,10 +8202,10 @@ "issue:43295", "issue:43334", "issue:43450", + "issue:43452", "issue:43493", "issue:43525", "issue:43526", - "issue:43572", "issue:43575", "issue:43653", "issue:43696", @@ -8158,7 +8224,6 @@ "issue:44561", "issue:44610", "issue:44857", - "issue:44898", "issue:45083", "issue:45198", "issue:45200", @@ -8174,248 +8239,242 @@ "issue:46209", "issue:46234", "issue:46285", - "issue:46326" + "issue:46326", + "issue:46512" ], "soft_pairs": [ - "issue:43572|issue:43957", - "issue:44898|issue:45412", "issue:43950|issue:46285", "issue:45520|issue:46178", "issue:45381|issue:46209", "issue:45200|issue:45325", - "issue:43450|issue:43575", "issue:37428|issue:43957", + "issue:43450|issue:43575", "issue:43334|issue:43525", + "issue:43452|issue:46512", "issue:43824|issue:43975", "issue:38175|issue:43493", - "issue:43653|issue:44112", "issue:42490|issue:43696", - "issue:43278|issue:43856", - "issue:43526|issue:46192", + "issue:43653|issue:44112", "issue:42915|issue:43824", + "issue:43526|issue:46192", + "issue:43278|issue:43856", "issue:43295|issue:43493", "issue:44442|issue:45198", "issue:37428|issue:43824", - "issue:38175|issue:45412", "issue:45520|issue:46170", "issue:43262|issue:43450", - "issue:44610|issue:44857", + "issue:38175|issue:45412", "issue:44561|issue:46234", - "issue:45759|issue:46285", "issue:43819|issue:44112", + "issue:45759|issue:46285", "issue:43827|issue:43901", "issue:45290|issue:46326", + "issue:44610|issue:44857", "issue:44514|issue:44521", "issue:43819|issue:45083" ], - "prepared_review_unit_hash": "7b505cebe9dc030015e3494c0820482268fd2e3afc67eb2964d41f835ef72f86", + "prepared_review_unit_hash": "bdd7e7d79b49864e3daac4c561f4b61fe4c132c3cb8ccb7e3f6076c35322bf24", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36973, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 29, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster; it\u2019s a grab bag of mostly unrelated Transformers regressions, with only a loose multimodal/chat-template subtheme. None of the soft pairs are close enough to merge as true duplicates, so I\u2019d treat them as distinct issues and use issue 44521 only as the broadest representative of the chat-template subgroup.", - "confidence": 0.89, - "canonical_issue_reason": "If a representative issue is needed, 44521 is the broadest and most active multimodal apply_chat_template regression in this set, but the cluster overall is not a true duplicate group.", + "summary": "These items are mostly unrelated Transformers bugs spanning import errors, model/config regressions, processor/chat-template issues, and documentation mismatches. None of the soft-edge candidates look like the same underlying bug/change, so they should all be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items cover many distinct failure modes and model families rather than one duplicate bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the most central issue among the few related items: it has the broadest multimodal chat-template scope, active discussion, and references, making it the best stand-in for the loose subgroup.", + "best_issue_reason": "No global best issue for deduping; the set does not converge on one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Both are v5 loading regressions, but StableLm missing pad_token_idx and meta-device loading are different root causes." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Different bugs: Perceiver non-default-resolution interpolation vs RT-DETR memory not being released." - }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Both involve model-loading structure changes, but buffer persistence corruption and CLIP text-model layout inconsistency are not the same defect." + "reason": "Both are loading/model-structure regressions, but they affect different classes of behavior and different models; not the same bug." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Separate import/backends failures: flash_attn lookup on Python 3.13 vs tensorflow_text not in BACKENDS_MAPPING." + "reason": "Different backend/import problems: flash_attn on Python 3.13 versus tensorflow_text not being in BACKENDS_MAPPING." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Unrelated code paths: Qwen2.5-VL rope/position ids vs FP8 inference failure on B200." + "reason": "One is a Qwen2.5-VL position-id bug; the other is an FP8 inference OOM on B200 hardware." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both touch multimodal defaults, but Gemma 4 mm_token_type_ids and Qwen2.5-VL temporal position ids are distinct issues." + "reason": "Different Qwen/Gemma multimodal issues with different symptoms and code paths." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Video processor batch-shape bug and tensor-parallel OOM are unrelated." + "reason": "An import symbol regression is not the same as a meta-device model-loading failure." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "ImportError for a flash-attention helper is not the same as meta-device model loading breakage." + "reason": "Video batch shape handling and Qwen3 tensor-parallel OOM are unrelated." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom name, different models/config classes; no evidence of one underlying bug." + "reason": "Same symptom class, but different model configs and no evidence of one shared underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf/from_pretrained loading breakage is unrelated to from_config dtype staleness." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import error for Qwen2.5-VL class vs DeepSeek detokenization regression are different problems." + "reason": "Importing a missing Qwen class and a DeepSeek detokenization regression are distinct bugs." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as one concrete bug." + "reason": "SigLIP2-specific complaints, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same defect." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Tokenizer special-token registration bug vs GraniteSpeech CI test flake are unrelated." + "reason": "Local-path slash import warning and GPT-oss CUDA OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Local-path import warning and GPT-oss OOM are unrelated failure modes." + "reason": "Tokenizer special-token registration and a GraniteSpeech CI test failure do not share the same bug." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "BF16-to-FP32 dtype drift during eval is not the same as MoE training memory inefficiency." + "reason": "Qwen3 MoE FP8 failure and a Qwen2.5-VL import error are separate issues." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Both are processor argument-handling bugs, but reduce_labels truncation and return_tensors/text_kwargs precedence are different defects." + "reason": "Both are input-processing bugs, but one is Beit label reduction and the other is return_tensors handling; different code paths." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5-VL import error are unrelated." + "reason": "Embedding dtype drift during evaluation is unrelated to Qwen3 MoE memory inefficiency." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Custom processor.tokenizer regression and SigLIP2 implementation discrepancy do not share the same code-path." + "reason": "Custom processor/tokenizer regression is unrelated to SigLIP2 implementation mismatch." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are speech tokenization issues, but they affect different tokenizer families and different save/load paths." + "reason": "Different speech tokenizer/load/save failures with different models and symptoms." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors in different modules/classes." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 output anomaly and RT-DETR memory retention are unrelated." + "reason": "Both are import errors, but they involve different missing symbols and different failure causes." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import-related, but the Windows ROCm torch.distributed issue is a different dependency problem." + "reason": "Python 3.13 flash_attn key error and Windows ROCm torch.distributed dependency issues are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batched-shape bug are different processor regressions." + "reason": "Audio chat-template sampling-rate behavior and video batch shape bugs are distinct processor issues." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different model/task bugs: OmDet processor sizing vs LwDetr AMP crash." + "reason": "SigLIP2 probability anomalies and RT-DETR memory-release problems are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are missing helper symbols in import_utils, but they are different functions with different downstream breakages." + "reason": "These are two different missing-helper/import_utils regressions, not one shared bug." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both involve composite-model structure, but Qwen multimodal config unwrapping and CLIP text-model layout inconsistency are not the same bug." + "reason": "DAC STE mismatch and a GraniteSpeech device-override CI failure are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Unrelated: DAC latent reconstruction mismatch vs GraniteSpeech CI device override." + "reason": "Different composite-config/model-structure regressions in unrelated model families." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they cover different pipelines/APIs and are not duplicates." + "reason": "Both are docs issues, but they cover different pipeline APIs and should not be merged." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both concern chat-template edge cases, but tool-call/no-content crashes and mistral_common continue_final_message behavior are distinct." + "reason": "Both involve chat templating, but the triggers and failure modes differ enough that they are not clearly the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and AMP CUDA loss crash are unrelated detection issues." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same area, but one is a batched padding=False crash and the other is all-zero assistant masks; different concrete failures." + "reason": "Same general API area, but one is a batched-input crash and the other is an assistant-mask correctness bug; not the same defect." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Completely different areas: DAC from_latents vs qwen3_omni_moe helper output lengths." + "reason": "DAC latent/forward mismatch and qwen3_omni_moe feature-length behavior are unrelated." } ] }, @@ -8437,12 +8496,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ - "issue:28218", "issue:29942", "issue:32090", - "issue:35141", "issue:37428", "issue:39692", "issue:41720", @@ -8482,11 +8539,13 @@ "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:45823", "issue:45859", "issue:46209", "issue:46234", - "issue:46402" + "issue:46402", + "issue:46512" ], "soft_pairs": [ "issue:41720|issue:46209", @@ -8494,21 +8553,22 @@ "issue:43335|issue:43550", "issue:43611|issue:46402", "issue:44206|issue:45584", - "issue:43606|issue:45083", "issue:37428|issue:43425", "issue:42796|issue:46209", + "issue:43606|issue:45083", "issue:44792|issue:45563", + "issue:45759|issue:46512", "issue:44448|issue:44743", - "issue:43335|issue:43653", "issue:45200|issue:45588", + "issue:43335|issue:43653", "issue:45127|issue:45245", "issue:43550|issue:44112", - "issue:44855|issue:45083", "issue:37428|issue:44351", + "issue:44855|issue:45083", "issue:43335|issue:43504", "issue:43819|issue:44493", - "issue:43278|issue:43825", "issue:44206|issue:45823", + "issue:43278|issue:43825", "issue:29942|issue:32090", "issue:39692|issue:43526", "issue:45588|issue:45859", @@ -8518,250 +8578,242 @@ "issue:45459|issue:46234", "issue:45310|issue:45478", "issue:43335|issue:44112", - "issue:43335|issue:45593", "issue:45290|issue:45381", - "issue:39692|issue:44493", - "issue:28218|issue:35141", - "issue:43606|issue:44857" + "issue:43335|issue:45593", + "issue:39692|issue:44493" ], - "prepared_review_unit_hash": "9293f69383012f7bb181a4ecc6a2cd929c2a827e97892b8039eafbc04283f245", + "prepared_review_unit_hash": "e19e96543de4d599897a5782c7f0093b84e96f5aaa3aa141ceaa8dd2e4354779", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38089, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "soft_pair_count": 33, + "serialized_chars": 37814, + "estimated_input_tokens": 9454, + "estimated_eval_tokens": 19164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports. Only one soft pair is a clear duplicate: the two identical Qwen3.5 Moe `from_pretrained` errors (45310/45478).", + "summary": "This cluster is mostly a collection of unrelated Transformers issues. The only clear duplicate is the repeated Qwen3.5 Moe `from_pretrained` regression reported in issues 45310 and 45478.", "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is a narrowly scoped, reproducible bug report and has an exact duplicate in issue:45478 with the same title and failure mode.", + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier, more established report for the exact same Qwen3.5 Moe `from_pretrained` failure that is duplicated by 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best overall issue candidate because it is specific, well-scoped, and has the strongest duplicate signal in the set.", + "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s only true duplicate pair and has the clearest overlap with a second report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are model/runtime failures, but they concern different hardware and failure modes (cuda assert on A800 vs FP8 inference on B200)." + "reason": "Both involve model/runtime failures, but they are different models and different failure modes (cuda assert on auto device mapping vs FP8 inference on B200)." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different models and bugs: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss versus missing auxiliary losses when denoising is off in D-FINE." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Unrelated code paths: SwitchTransformers config layer creation vs Bamba torch.compile/SDPA failure." + "reason": "These are unrelated model-specific bugs; one is a SwitchTransformers config edge case, the other is a Bamba torch.compile/SDPA failure." }, { "left": "issue:43611", "right": "issue:46402", "accept": false, - "reason": "Both involve model loading, but the underlying bugs are different: `base_model_prefix` loading regression vs Sam3 text encoder weights not loaded." + "reason": "Both are loading-related, but the concrete problems differ: `base_model_prefix` handling vs Sam3 text encoder weights not loading." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different affected features and failures: LasrFeatureExtractor unsupported arg vs Whisper empty transcription after token alignment." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "Device mismatch with CPU offload is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "One is a feature extractor regression with an unsupported argument; the other is an empty-transcription generation issue after token alignment." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing internal flash-attention symbol is not the same as a Torch 2.10 compatibility issue." + "reason": "Different version-compatibility problems: a missing flash-attention import versus a broad Torch 2.10 incompatibility report." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are distinct problems." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is not the same as qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing image-generation test is unrelated to a stale warning in paged generate()." + "reason": "A failed image-generation test and a stale `num_return_sequences` warning are different generate-path issues." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "Different model behaviors: Pegasus output regression vs recurrent states resetting with cache in qwen3 modular code." + "reason": "Composite multimodal config unwrapping and stale `config.dtype` after `from_config(dtype=...)` are different constructor semantics bugs." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are separate components and failure modes." + "reason": "Different Qwen-related bugs: output drift between v4/v5 versus recurrent state reset in modular_qwen3_5 cache handling." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 text-only mm token IDs issue is unrelated to the flash_attention `s_aux=None` crash." + "reason": "Gemma4 text-only fine-tuning token-type defaults and a flash_attention crash on `s_aux=None` are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both mention model/config/tokenizer behavior, but one is SwitchTransformers sparse-layer creation and the other is BigBirdTokenizer special-token registration." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended vocabulary collapse is unrelated to the category-count runtime error." + "reason": "LoRA merge collapse with extended vocabulary is unrelated to the category-cardinality limit error." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech CI device-override flake are unrelated." + "reason": "Both are CI/runtime failures, but one is torch.compile+SDPA on Bamba and the other is a stale device override test in GraniteSpeech." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Both are import failures, but they concern different missing symbols/modules and different code paths." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Missing flash-attention helper import and missing `HybridCache` import are distinct API regressions." + "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Beit semantic segmentation pretrained loading with a legacy field." + "reason": "A SwitchTransformers sparse-layer config bug and a Beit pretrained-preset legacy-field loading issue are not the same defect." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to widespread unexpected position-id keys." + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys in many models." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to a pipeline error-message regression." + "reason": "Different model-specific device/forward bugs: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different models and failure modes: LasrFeatureExtractor crash vs Gemma4 PLE device mismatch." + "reason": "Embedding dtype staleness after evaluate and a pipeline error-message regression are different concerns." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are separate issues." + "reason": "Both are runtime/test failures, but Flash Attention 2 test breakage is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to BeitImageProcessorFast label reduction behavior." + "reason": "SigLIP2 doc example errors and BeitImageProcessorFast `reduce_labels` behavior are separate issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3-related code, but one is a flash-attention sink crash and the other is CPU-offload incompatibility in rotary embedding; not the same bug." + "reason": "Both touch offload/attention-related code, but one is a flash_attention auxiliary-state crash and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are unrelated." + "reason": "Different bugs in different models: SwitchTransformers config vs qwen3_omni_moe helper output lengths." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale CI override are unrelated." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale device override test." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric-gathering label truncation and Beit label reduction bug affect different subsystems and data flows." + "reason": "Both involve label handling, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking with missing protobuf and a missing import-utils availability helper are unrelated." + "reason": "Tokenizer protobuf error masking and a missing `is_falcon_mamba_ssm_available` symbol are different import/compatibility issues." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate reports: same title, same Qwen3.5 Moe `from_pretrained` failure, same scope." + "reason": "Exact same Qwen3.5 Moe `from_pretrained` regression with the same version context; 45478 is a clear duplicate of 45310." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config and GraniteSpeech CI test flake are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI device override are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and qwen2.5-vl video position-id bug are different code paths." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to unexpected position-id keys across models." + "reason": "Chat-template tool-call crash and qwen2.5-vl video `vision_position_ids` mismatch are different bugs." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer added-space behavior and output-embedding reinitialization are unrelated bugs." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are unrelated model-specific defects." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP crash are different model/runtime failures." + "reason": "A SigLIP2 doc example failure and a broad unexpected position-id-key report are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 45310/45478 duplicate call is supported by the identical titles, and the other soft pairs are rejected without overstating similarity." + "feedback": "Accepted. The summary is grounded in the packet: the cluster is described conservatively as mostly unrelated issues, and the only clearly supported duplicate pair is issue:45310 / issue:45478. The canonical choice of 45310 as the earlier report is also justified." }, "evaluator_used": true, "retried": false, @@ -8780,9 +8832,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", + "issue:28218", "issue:28282", "issue:29127", "issue:29942", @@ -8801,6 +8854,7 @@ "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", "issue:43746", "issue:43854", @@ -8817,14 +8871,12 @@ "issue:44977", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", "issue:45372", "issue:45491", "issue:45563", "issue:45588", "issue:45698", - "issue:45803", "issue:45823", "issue:45920", "issue:46192", @@ -8832,252 +8884,259 @@ "issue:46399" ], "soft_pairs": [ + "issue:28218|issue:35141", "issue:44448|issue:44779", + "issue:43606|issue:44857", "issue:42490|issue:43854", "issue:44360|issue:44561", "issue:44857|issue:45072", "issue:38175|issue:44493", "issue:45920|issue:46192", "issue:34689|issue:35141", + "issue:44448|issue:44977", "issue:43701|issue:45083", "issue:44977|issue:45229", - "issue:44448|issue:44977", - "issue:44855|issue:46399", "issue:29127|issue:32090", + "issue:44855|issue:46399", "issue:43550|issue:45083", - "issue:43927|issue:45698", "issue:42490|issue:43575", + "issue:43927|issue:45698", "issue:40444|issue:43526", "issue:29942|issue:35141", "issue:44561|issue:44779", "issue:27957|issue:34689", "issue:44857|issue:45588", - "issue:44977|issue:45563", "issue:44568|issue:45491", + "issue:44977|issue:45563", "issue:28282|issue:33357", "issue:43278|issue:43381", - "issue:43412|issue:45588", "issue:45372|issue:45588", - "issue:45588|issue:45823", + "issue:43412|issue:45588", "issue:36010|issue:37428", + "issue:45588|issue:45823", "issue:43746|issue:46209", - "issue:44448|issue:44466", - "issue:45198|issue:45803" + "issue:44448|issue:44466" ], - "prepared_review_unit_hash": "c1f00dc15778c440f8311ff1cba0a621fba6b42cb99c0b90310b6d1e8825f269", + "prepared_review_unit_hash": "b560186be34dc1198c063bb01ae0572db842ae8ea2357dfcceb8c68fb11b4bc7", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37214, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "soft_pair_count": 32, + "serialized_chars": 37462, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated. The soft pairs share broad surface area (tokenizers, loading, flash-attn, mixed precision, etc.) but not the same concrete bug or fix path, so none of the candidate duplicates should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45920 is the broadest, most central user-facing regression here: it affects AutoTokenizer across multiple models and is likely to subsume related tokenizer reports better than the narrower issues.", + "summary": "The candidates are mostly superficially related but describe different bugs, models, or code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the strongest umbrella report: it describes a broad v5 AutoTokenizer token-id regression affecting multiple model families, with clear user impact and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest representative issue because it is open, impacts several model families, and describes a high-level regression with clear user impact.", + "best_issue_reason": "issue:45920 is the best cluster anchor because it is the broadest, most representative, and most actionable issue among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different tokenizer spacing bug vs. embedding reinitialization bug; unrelated symptoms and fix paths." + }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer/output regressions, but they affect different models and likely different code paths." + "reason": "Both are tokenizer-related regressions, but they affect different models and behaviors; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs. AMP/CUDA crash in LwDetr image loss; different code paths." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A local-path import warning is not the same bug as failing to load a specific model in tests." + "reason": "Local-path slash warning vs. model loading test failure for a specific model; not the same issue." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to the v5 trust_remote_code import breakage." + "reason": "DSA indexer discussion and a v5 compatibility break from removing a helper are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both involve precision issues, but they are model-specific crashes in different subsystems and not one fixable bug." + "reason": "Both mention dtype/precision, but they are distinct model failures with different triggers and fixes." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities and unexpected position-id keys are different failure modes." + "reason": "Unexpected zero probabilities in SigLIP2 vs. unexpected position-id keys; different bugs." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regressions are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "A broad tokenizer regression is not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading failure for Llama 3.2 Vision is unrelated to embedding resize reinitialization." + "reason": "Model loading failure for Llama 3.2 Vision vs. output embedding reinit after resize; different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output mismatch and Qwen3.5 flash-attention generation failure are different model-specific regressions." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different code-path problems." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU OOM are unrelated bugs." + "reason": "Flash-attention generation bug vs. multi-GPU OOM; different failure modes and causes." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different model families and different regressions: generation/output mismatch vs flash-attention behavior." + "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators/parsing, but one is a Python 3.13 script parse issue and the other is a missing registration decorator." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 box error messaging is unrelated to Trainer GPU broadcast type errors." + "reason": "Both are import/runtime failures, but for different models and different root causes." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is not the same as qwen3_omni_moe helper behavior." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Saving custom token IDs and loading the wrong custom module are both save/load bugs, but not the same underlying issue." + "reason": "Import warning on local path vs. tensor-parallel OOM for Qwen2.5-57B; not the same bug." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "A trailing-slash import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Both involve save/load, but one is custom token IDs lost and the other is wrong custom module loading; different serialization bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multiple-image iterable dataset failures and BEiT reduce_labels behavior are different preprocessing bugs." + "reason": "IterableDataset multi-image finetuning failure vs. BEiT fast image processor label reduction bug; unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match the embedding reinit bug." + "reason": "Flash Attention 2 test failures are not the same as token embedding reinitialization after resize." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A removed import helper breaking trust_remote_code is not the same as tokenizer output corruption." + "reason": "A removed API breaking trust_remote_code is unrelated to tokenizer output regressions." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to Llama 3.2 Vision model loading." + "reason": "Flash Attention 2 support for XLM-Roberta vs. Llama 3.2 Vision loading failure; different issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr AMP crashes and sink-less flash_attention AttributeError are different failures." + "reason": "Float16 AMP crash in LwDetrImageLoss vs. flash_attention s_aux=None AttributeError; different code paths." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Flash-attention generation correctness and a stale warning in paged generate are not the same bug." + "reason": "Tokenizer special-token regression vs. Gemma3 NaN embeddings in sliding-window attention; not the same bug." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings have different causes and fixes." + "reason": "Generation crash with flash-attention vs. stale warning in paged generate; different severity and cause." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error on a CLIP model are unrelated load/runtime issues." + "reason": "Missing PyTorch import error vs. MacOS bus error on a CLIP model; unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are separate eval-mode problems." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executorch export guards/erfinv support and flash_attention s_aux handling are different code paths." + "reason": "Gemma4 processor import failure vs. flash_attention sink-less AttributeError; unrelated." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Missing ReasoningEffort import for Gemma 4 processors is unrelated to flash_attention sink-less crashes." + "reason": "Executorch export issues for Gemma3n are unrelated to the flash_attention s_aux=None crash." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Flash_attention AttributeError and Gemma4 PLE device mismatch are separate runtime bugs." + "reason": "Both are import errors, but they stem from different symbols and modules." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Both are import errors, but they involve different removed symbols and different modules." + "reason": "Flash_attention crash on sink-less models vs. Gemma4 PLE device mismatch during forward; different failures." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated problems." + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different output regression for Pegasus and lm_head serialization inconsistency are not the same defect." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare except swallowing errors." + "reason": "Both concern v5 behavior regressions, but one is generation output divergence and the other is tied-weight serialization; not the same bug." } ] }, @@ -9099,7 +9158,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:10000", "issue:15354", @@ -9131,7 +9190,6 @@ "issue:44206", "issue:44265", "issue:44361", - "issue:44442", "issue:44462", "issue:44479", "issue:44734", @@ -9147,228 +9205,229 @@ "issue:45459", "issue:45563", "issue:45712", + "issue:45803", "issue:46121", "issue:46369" ], "soft_pairs": [ + "issue:45198|issue:45803", "issue:25251|issue:32090", "issue:45245|issue:45563", "issue:43653|issue:44743", "issue:43065|issue:45412", "issue:44186|issue:45198", - "issue:44361|issue:45198", "issue:43611|issue:46121", + "issue:44361|issue:45198", "issue:33357|issue:39692", - "issue:29127|issue:34567", "issue:42915|issue:42994", + "issue:29127|issue:34567", "issue:45459|issue:45712", "issue:44871|issue:44977", "issue:43976|issue:45440", - "issue:45412|issue:46369", "issue:43278|issue:43575", - "issue:26413|issue:31501", + "issue:45412|issue:46369", "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:26413|issue:31501", "issue:45372|issue:45459", - "issue:43994|issue:45412", "issue:29942|issue:30064", - "issue:43066|issue:44462", + "issue:43994|issue:45412", "issue:10000|issue:15354", "issue:42490|issue:43873", - "issue:44265|issue:45198", "issue:43381|issue:43701", - "issue:44734|issue:45406", - "issue:43653|issue:44442" + "issue:44265|issue:45198", + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "582bf6d2056fe33afbc36b2e904511066d2f22cbd5117b4f2a8a5a178eba0a39", + "prepared_review_unit_hash": "9f1317a31c6d1dcbb913de9366be75d3b6b0297bde976d7080da8d6f76cba8fc", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35729, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35780, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft pairs are false matches: they describe different bugs or changes in different subsystems (tokenizers, training, serving, quantization, model loading, docs, and memory behavior). There is no coherent duplicate cluster or single canonical artifact here.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The items do not form a real duplicate cluster: they span many unrelated bugs across tokenization, training, serving, quantization, model loading, and documentation. None of the soft pairs look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is justified; the cluster is too heterogeneous to represent one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one concrete code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different models and failures: Wav2Vec2 save/tokenization issues vs Fuyu tensor conversion swallowing errors." + }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Different failures: pipeline output-shape regression vs Trainer broadcast TypeError." + "reason": "Pipeline output shape regression and Trainer broadcast/type error are unrelated code paths." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Unrelated: category-cardinality error vs stale warning in paged generate()." + "reason": "Category cardinality overflow and stale generate warning are distinct bugs." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token bug is unrelated to Qwen recurrent-state caching." + "reason": "Tokenizer special-token registration and Qwen recurrent-state reset are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Different code paths: Sam3PixelDecoder dummy conv vs RT-DETR GC/memory leak." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak are different problems." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure do not match." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization issues." + "reason": "base_model_prefix loading breakage is unrelated to rope-validation list typing." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to rope-validation type handling." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failure are different bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP model differs from SigLIP2 doc/example errors." + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are not the same issue." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "LayoutLMv3 box-clarity error is unrelated to TrainerState token-count tracking." + "reason": "FP8 config failure in Qwen3MoE and quantized model saving failure involve different flows." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "FineGrainedFP8Config model failure is not the same as quantized-model save failure." + "reason": "LayoutLMv3 box-info error message and TrainerState token counter bug are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking vs leftover dummy classes leaking into repo checks." + "reason": "Tokenizer exception masking and leftover dummy classes are separate maintenance issues." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility issue is not the same as DeepseekV3MoE divergence." - }, - { - "left": "issue:45412", - "right": "issue:46369", - "accept": false, - "reason": "RT-DETR object lifetime leak differs from sam3-litetext memory overflow." + "reason": "Python version incompatibility and DeepseekV3MoE divergence are different issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 eval dtype change is unrelated to tp-related OOM on Qwen2-57B." + "reason": "dtype drift in eval and tensor-parallel OOM are not the same underlying bug." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Checkpoint resume iterator error is not the same as FineWeb training startup failure." + "reason": "Both mention memory, but RT-DETR GC leakage and sam3-litetext overflow are distinct model/code paths." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature-extractor arg differs from video-input regression in Qwen variants." + "reason": "Unsupported center arg in feature extractor and Qwen video-input regression are unrelated." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Gemma 4 processor import breakage is unrelated to protobuf error masking in tokenizers." + "reason": "Tokenizer decoder type mismatch and AutoTokenizer ignoring tokenizer.json are different loading/tokenizer bugs." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "SigLIP2 incorrect outputs are not a memory-release problem." + "reason": "Gemma 4 processor import failure and tokenizer protobuf error masking are unrelated." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-load bugs." + "reason": "SigLIP2 nonsense outputs and RT-DETR memory leak share nothing beyond being model bugs." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "DistilBert model issue in German is unrelated to torch.jit GeneratorExp export failure." + "reason": "DistilBertModel German issue and GeneratorExp torch.jit.script export failure are unrelated." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning is not the same as offloading/quantization behavior." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export + torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Local-path import warning and offloading-with-quantization failure are different behaviors." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient-checkpointing eval limitation is different from resume_from_checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "KV-cache continuation indexing crash is unrelated to Gemma4Processor missing _tokenizer." + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 tokenization/save failure are unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "BigBirdTokenizer mask-token registration bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is Gemma4Processor missing _tokenizer." } ] }, @@ -9390,7 +9449,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", "issue:29127", @@ -9411,6 +9470,7 @@ "issue:43526", "issue:43531", "issue:43575", + "issue:43653", "issue:43701", "issue:43756", "issue:43761", @@ -9434,14 +9494,13 @@ "issue:45440", "issue:45491", "issue:45584", - "issue:45588", "issue:45593", - "issue:45600", "issue:45834", "issue:45859", "issue:46369" ], "soft_pairs": [ + "issue:43653|issue:44442", "issue:43421|issue:45491", "issue:43873|issue:45229", "issue:43065|issue:43994", @@ -9450,230 +9509,229 @@ "issue:43756|issue:45440", "issue:45372|issue:45406", "issue:43526|issue:45834", - "issue:41720|issue:45229", "issue:43278|issue:43329", + "issue:41720|issue:45229", "issue:45440|issue:45593", "issue:43575|issue:43701", "issue:43526|issue:44186", "issue:42490|issue:43381", - "issue:43761|issue:45859", "issue:43575|issue:44387", - "issue:43526|issue:44857", + "issue:43761|issue:45859", "issue:27957|issue:33357", + "issue:43526|issue:44857", "issue:43334|issue:43531", - "issue:44442|issue:45072", "issue:44977|issue:45245", + "issue:44442|issue:45072", "issue:43994|issue:46369", "issue:43824|issue:44279", "issue:42915|issue:43931", "issue:27957|issue:29127", "issue:29127|issue:35141", "issue:43262|issue:44206", - "issue:44464|issue:45584", - "issue:45588|issue:45600" + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "a007fa62dd03294648bc13a037dbcba6e3d686c49b94353e202f9d5890543103", + "prepared_review_unit_hash": "9956eb9981f448f98f9405a1a9a5fe575572bd9b7e75fbf6cb6f12dee5632410", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36353, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "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 not a true duplicate set: the paired issues share only broad vocabulary (e.g. Flash Attention, loading, OOM, multimodal) but describe different models, code paths, and failure modes. No PRs are present; the broadest representative issue is the open quantization/offloading report.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43873 is the broadest, still-open problem statement in the set and best represents the general runtime/memory-regression theme, though the cluster overall is heterogeneous.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs across model loading, tokenizers, quantization, serving, and vision/audio processors. All soft pairs look like superficial keyword similarity rather than the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not represent one duplicate thread but many unrelated issues with overlapping keywords.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the widest scope and highest likelihood of anchoring related follow-up work among these mostly unrelated issues.", + "best_issue_reason": "If forced to pick a weak anchor, issue:43873 is the broadest and most actively discussed user-facing bug, but it does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems: special-token registration vs loading a specific tokenizer class." + }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Different bugs: tokenizer post-processor update behavior vs Gemma3 sliding-window NaNs." + "reason": "One is runtime post-processor updates for special tokens; the other is NaN embeddings in Gemma3 attention." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory pressure, but one is quantization offloading behavior and the other is multi-GPU OOM for Gemma4." + "reason": "Both mention memory/OOM, but one is quantization offloading behavior and the other is multi-GPU load OOM for a specific model." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Unrelated components: Sam3PixelDecoder dummy conv vs SigLIP2 wrong outputs with AutoModel/pipeline." + "reason": "Unrelated model components: Sam3 pixel decoder dummy conv vs Siglip2 bad outputs in pipeline." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "Same Flash Attention 2 wording, but one is XLM-R support and the other is failing FA2 tests; different underlying issues." + "reason": "Flash Attention 2 appears in both, but one is XLM-Roberta support and the other is failing tests, not the same bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different failures: Trainer NoneType broadcast error vs MacOS bus error with a community CLIP model." + "reason": "Different failure modes and platforms: Trainer broadcast NoneType vs MacOS bus error on CLIP." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model families and bugs: Smollm3 RoPE-layer mismatch vs DeepseekV3 native implementation divergence." + "reason": "Different models and defects: Smollm3 RoPE layer count vs DeepSeekV3 implementation divergence." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import dependency break vs Gemma4 processor missing _tokenizer; separate failures." + "reason": "Both touch Gemma4 loading, but one is an import dependency issue and the other is a missing processor attribute in serve." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Both are vision/OCR-ish, but one is BeitImageProcessorFast label reduction and the other is Kosmos2.5 long OCR index error." + "reason": "Different processors and code paths: Beit label reduction vs Kosmos2.5 long OCR indexing." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Different root causes: Qwen3 auto device mapping cudaErrorAssert vs Gemma4 multi-GPU OOM." + "reason": "One is dtype drift during eval; the other is an undefined-variable bug in multimodal token counting." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Unrelated bugs: dtype drift in embedding layers vs undefined variables in multimodal token counting video path." + "reason": "Both are GPU memory/device issues, but the causes are unrelated: cudaErrorAssert on auto device map vs OOM in multi-GPU inference." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation mismatch is unrelated to D-FINE auxiliary-loss handling." + "reason": "Different model logic: DeepSeekV3 divergence vs D-FINE auxiliary loss handling." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Different problems: tensor-parallel OOM on Qwen2-57B vs resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel load OOM and resume-from-checkpoint key mismatch are unrelated bugs." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both involve processors/tokenizers, but BeitImageProcessorFast label reduction and LayoutLMv2 NER padding crashes are different bugs." + "reason": "Different tokenizer/processor failures affecting different tasks and code paths." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing in eval mode." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "Different code paths: CLIPVisionModel hidden_states regression vs Qwen3.5Moe CPU offload incompatibility." + "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is model-loading OOM and the other is increased CUDA reserved memory under int4 quantization." + "reason": "Both are memory-related, but one is TP load OOM and the other is int4 quantization reserved-memory regression." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Different image-processing bugs: label reduction vs image loss crashing under float16 AMP on CUDA." + "reason": "CLIPVision hidden-state regression and Qwen3_5 MoE CPU-offload incompatibility are different issues." }, { "left": "issue:27957", "right": "issue:33357", "accept": false, - "reason": "No shared underlying bug: Flash Attention 2 support for XLM-R vs MacOS bus error loading a CLIP model." + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to a MacOS bus error with CLIP." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label-reduction bug in Beit processor vs float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-VL vs Qwen3-MoE loading/runtime issues; one is missing pad_token_id, the other sliding_window behavior." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are distinct model bugs." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different tokenizer/model problems: FastSpeech2ConformerTokenizer loading vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Flash-attention generation issue and category-limit RuntimeError have no shared code path." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to category-count runtime limit." + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are unrelated." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different bugs: SigLIP2 output quality issue vs Sam3-lite text memory overflow." + "reason": "Different symptoms and subsystems: Siglip2 output quality vs SAM3 litetext memory overflow." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Importing Qwen2.5-VL is a specific API exposure issue; dependency issue is broader and not the same bug." + "reason": "Importing a missing Qwen2.5-VL class is not the same as a general transformers dependency issue." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-Moe FP8 failure vs Qwen3-VL shape-mismatch loading error." + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading problems." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "XLM-R Flash Attention 2 support is unrelated to LayoutLMv3 box-validation error messaging." + "reason": "Flash Attention support issue and LayoutLMv3 error-message clarity bug are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different subsystems: LayoutLMv3 error clarity vs post_init reinitializing tied output embeddings." + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different code paths." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to LasrFeatureExtractor center-arg crash." + "reason": "Audio chat-template sampling-rate default and LASR feature-extractor unsupported arg are unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is a different failure mode from Whisper empty-transcription handling after token alignment." - }, - { - "left": "issue:45588", - "right": "issue:45600", - "accept": false, - "reason": "Flash-attention sink-less-model crash is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Chunked generation under compiled forward and Whisper empty-transcription failure after token alignment are distinct." } ] }, @@ -9695,7 +9753,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", "issue:28218", @@ -9721,41 +9779,43 @@ "issue:43931", "issue:44062", "issue:44077", - "issue:44188", + "issue:44079", "issue:44442", "issue:44464", "issue:44743", "issue:44811", - "issue:44855", "issue:44871", "issue:44898", "issue:44964", "issue:44977", - "issue:45137", "issue:45216", "issue:45290", "issue:45440", "issue:45491", "issue:45584", + "issue:45588", + "issue:45600", "issue:45698", "issue:45759", "issue:45803", "issue:45907", "issue:46121", "issue:46234", - "issue:46399" + "issue:46399", + "issue:46421" ], "soft_pairs": [ - "issue:44743|issue:44811", + "issue:45588|issue:45600", "issue:27957|issue:33290", + "issue:44743|issue:44811", "issue:43646|issue:44077", "issue:44977|issue:45584", "issue:28218|issue:32090", "issue:33290|issue:34567", "issue:44062|issue:45907", "issue:44464|issue:45491", - "issue:44442|issue:44898", "issue:43381|issue:43873", + "issue:44442|issue:44898", "issue:46121|issue:46399", "issue:43316|issue:43525", "issue:44964|issue:45440", @@ -9768,209 +9828,215 @@ "issue:43550|issue:44743", "issue:42907|issue:45698", "issue:44442|issue:45803", - "issue:42175|issue:46234", + "issue:43761|issue:44079", "issue:42796|issue:45290", + "issue:42175|issue:46234", "issue:43873|issue:44871", "issue:43316|issue:45759", - "issue:43761|issue:44188", - "issue:44855|issue:45137" + "issue:44464|issue:46421" ], - "prepared_review_unit_hash": "d7c9239a8bbbe2571c953df2aef4e152c7c4d6f9be76f53ae3bd5645c0ad8a97", + "prepared_review_unit_hash": "6af06a55e66cccd128fa28bafa10da18f6ffd8eaf9e2e3ede804436c6d52fc5c", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35624, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36453, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated issues; none of the proposed soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out: this set spans unrelated tokenizer, training, loading, quantization, generation, and documentation bugs, so there is no cohesive duplicate cluster to collapse onto one issue.", - "canonical_pr_reason": "No PRs are present in the input.", - "best_issue_reason": "No best issue among these for deduplication purposes; the candidates are too diverse and do not share a common code path or fix.", - "best_pr_reason": "No PRs are present in the input.", + "summary": "This set is a heterogeneous mix of unrelated issues; none of the soft pairs look like true duplicates or the same underlying bug/change. If forced to pick a representative issue, the save/load-related \"from_pretrained loads wrong custom module after save_pretrained\" is the broadest hub, but there is no real canonical duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": "No clear duplicate cluster exists; if a single issue must represent the set, issue 45698 is the most broadly relevant and active (highest discussion/inbound activity among the more general framework issues).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single representative because it has broad save/load impact, active discussion, and inbound references, but it should be treated as a standalone issue rather than a duplicate canonical.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Different components and failures: Qwen recurrent-state reset in cache handling vs Whisper batch decode token skipping." + "reason": "Different bugs: one is a flash-attention crash on sink-less models, the other is stale auto_mappings references breaking CI." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 model support and a Deepspeed/Adafactor OOM are unrelated bugs." + "reason": "Unrelated topics: Flash Attention 2 support for XLMRoberta vs Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths and symptoms: recurrent state reset in Qwen3.5 modular code vs Whisper batch_decode token skipping." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both concern initialization, but one is a broad Transformers 5 custom-model init regression and the other is a specific patchtsmixer post_init policy issue." + "reason": "Both touch initialization, but 44077 is a specific patchtsmixer post_init policy issue while 43646 is a broader Transformers 5 custom model init regression; not the same concrete bug." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Both are generation failures, but they affect different models and code paths: Qwen3.5 flash-attention vs Whisper empty-transcription handling." + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs Whisper empty-transcription/alignment failure." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-token spacing is unrelated to the Trainer/_gpu_broadcast_one NoneType error." + "reason": "Tokenizer added-space bug vs Trainer/_gpu_broadcast_one NoneType type error are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "An OOM with Adafactor in Deepspeed is not the same as TrainerState token counters not updating." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken constructor argument collision and list_repo_files revision forwarding are unrelated API bugs." + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files revision forwarding." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from sliding-window attention are different failure modes." + "reason": "Both are generation/attention regressions, but they affect different models and concrete failure modes; not mergeable as one fix." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image classification resolution handling are unrelated subsystems." + "reason": "Gradient checkpointing in eval mode is unrelated to offloading with quantization." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different behavioral issues." + "reason": "Different model families and failures: FastSpeech2Conformer tokenizer load vs Perceiver interpolation on non-default resolution." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "A JSON-list type error in rope validation is unrelated to Qwen3.5 rotary-embedding registration under use_kernels=True." + "reason": "ROPE validation TypeError and Qwen3.5 kernel-registration decorator error are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config bugs." + "reason": "Both concern config APIs, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal model loading regression and DeepseekV3MoE divergence from remote implementation do not share the same fix." + "reason": "Different model-loading/divergence issues for different architectures; no shared concrete code-path." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both mention model loading breakage, but one is a version-specific Llama 3.2 vision regression and the other is a base_model_prefix-related Transformers 5 regression." + "reason": "Both are loading regressions, but one is a specific Llama 3.2 Vision failure and the other is a base_model_prefix loading change in Transformers 5." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast type handling and Deepspeed Adafactor OOM are unrelated training/runtime bugs." + "reason": "NoneType broadcast error is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading under accelerate and FastSpeech2ConformerTokenizer loading are entirely different code paths." + "reason": "BitNet accelerate-loading/unpacking bug is unrelated to tokenizer loading for FastSpeech2Conformer." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch when loading Qwen3-VL is not the same as save_pretrained producing an incorrect checkpoint." + "reason": "Qwen3-VL weight-shape mismatch on load is different from Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "These are separate import/load regressions with different failure points and APIs." + "reason": "Different regressions: Llama 3.2 Vision model loading vs GenerationMixin import path change." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() APIs." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba is unrelated to Qwen recurrent-state reset logic." + "reason": "torch.compile/SDPA failure in Bamba is not the same as recurrent cache state reset in Qwen3.5 modular code." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized save failure and wrong custom module loading after save_pretrained are distinct serialization problems." + "reason": "Both involve save/load behavior, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained; different failure modes." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading and a bare-except swallowing errors in FuyuBatchFeature.convert_to_tensors() are not the same bug." + "reason": "Tokenizer load failure and bare-except swallowing errors in Fuyu batch conversion are unrelated." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Missing TensorFlow in a torch extra install and a missing import_utils helper are unrelated packaging/API issues." + "reason": "Hidden_states not returned in CLIPVisionModel.forward is not the same as ModelOutput key assignment when previous value was None." }, { "left": "issue:42796", "right": "issue:45290", "accept": false, - "reason": "Ministral BPE marker handling and chat-template crashes on tool-call messages are different tokenizer behaviors." + "reason": "Tokenizer BPE-marker handling and chat-template tool-call crashes are different tokenizer subsystems and bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging backend omission for TensorFlow is unrelated to a missing import_utils availability helper." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading and Gemma-3 eos_token_id inconsistency are separate configuration/runtime bugs." + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration inconsistency." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different config/model-construction issues." + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different config-handling bugs." }, { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and attention-kernel divergence under torch.compile are unrelated." - }, - { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import error and DeepSpeed ZeRO3 deque underflow are different failures." + "reason": "Compiled-forward generation inconsistency and cache lazy initialization causing recompilation are related to compilation, but they are distinct bugs and not plausibly one PR." } ] }, @@ -9992,7 +10058,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:25251", "issue:27957", @@ -10015,23 +10081,23 @@ "issue:43701", "issue:43716", "issue:43742", + "issue:43761", "issue:43825", "issue:43931", "issue:44077", - "issue:44162", + "issue:44188", "issue:44190", - "issue:44464", "issue:44479", "issue:44496", "issue:44514", "issue:44568", "issue:44610", - "issue:44792", + "issue:44855", "issue:44871", "issue:44913", "issue:44987", + "issue:45137", "issue:45479", - "issue:45584", "issue:45632", "issue:45803", "issue:46178", @@ -10040,228 +10106,220 @@ "issue:46291", "issue:46365", "issue:46369", - "issue:46421", "issue:46424" ], "soft_pairs": [ + "issue:43761|issue:44188", "issue:44190|issue:44496", - "issue:44464|issue:46421", "issue:44987|issue:46178", + "issue:44855|issue:45137", "issue:43643|issue:44913", "issue:46234|issue:46291", - "issue:44077|issue:44479", "issue:44568|issue:45479", + "issue:44077|issue:44479", "issue:43295|issue:43825", "issue:43611|issue:43931", "issue:45632|issue:46424", - "issue:43550|issue:43701", "issue:25251|issue:28282", - "issue:43606|issue:43701", "issue:33290|issue:34689", + "issue:43550|issue:43701", "issue:42617|issue:43575", + "issue:43606|issue:43701", "issue:33290|issue:35141", "issue:43575|issue:43742", "issue:27957|issue:32090", - "issue:43316|issue:43716", "issue:44610|issue:46369", + "issue:43316|issue:43716", "issue:43650|issue:46202", "issue:42175|issue:43316", "issue:43295|issue:44871", "issue:45803|issue:46365", - "issue:43540|issue:44514", - "issue:44871|issue:45584", - "issue:44162|issue:44792" + "issue:43540|issue:44514" ], - "prepared_review_unit_hash": "4fd33aae28d7f1db2114a705e4aab628e5c856da9cf5ee3c2f8a97541efb77d1", + "prepared_review_unit_hash": "8976a10ec08d6d4688efb5ddb6d227e050a260763761ecb891694b2a8f5aa1fc", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35741, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34996, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 }, "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: model loading regressions, processor/tokenizer bugs, backend/import problems, and a few compile/cache/training edge cases. None of the soft pairs look like the same underlying bug or change, so I would reject all of them as duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "If forced to pick one anchor, issue 43611 is the broadest user-facing regression in the set: a Transformers 5.0 model-loading break that could affect many models, unlike the more model-specific reports.", + "summary": "This cluster is very heterogeneous: the soft pairs share broad Transformers/regression language, but they do not look like the same underlying bug or change. I did not find any true duplicate pairs.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression here and has outbound/inbound discussion around a v5 pipeline behavior break, so it is the best representative anchor for this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best representative issue for this cluster because it is a clear, high-impact regression and more general than the surrounding model-specific or narrow API problems.", + "best_issue_reason": "43825 is the most generic, widely relevant bug report in the set; the rest are mostly model- or backend-specific edge cases.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Local dataset loading failure and unrecognized-model/config loading failure are different bugs in different code paths." + "reason": "Different bugs: CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Both mention chunking/compiled execution, but one is about inconsistent outputs while the other is about cache lazy init causing recompilation." + "reason": "Local dataset loading failure in a script vs unrecognized model/config.json loading error." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading regression for one repo and a backend-mapping error for tensorflow_text are unrelated failures." + "reason": "Model-loading regression for a specific repo vs backend mapping error for tensorflow_text; different root causes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing issue in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." + "reason": "Missing fields with trust_remote_code vs GPTNeoX rotary_pct not persisting on reload; distinct config problems." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels version/revision import failure are different dependency/API issues." + "reason": "Missing helper in import_utils vs kernels dependency/version requirement when importing pipelines." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "PatchTSMixer post_init gating and Qwen video-input regression are unrelated model-specific bugs." + "reason": "Tokenizer special-token behavior vs degenerate zero-loss sequence-classification bug; unrelated code paths." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Tokenizer special-token behavior and sequence-classification zero-loss behavior are different concrete bugs." + "reason": "PatchTSTMixer post_init API restriction vs Qwen video-input regression; not the same issue." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One is a processor/tokenizer API regression for custom model code; the other is an error-message issue in pipeline() about translation support." + "reason": "Both are regressions, but one is processor/tokenizer access while the other is pipeline task messaging; different code paths." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are loading failures, but one is a base_model_prefix regression and the other is a shape mismatch for a specific Qwen3-VL model." + "reason": "Base model prefix loading breakage vs Qwen3-VL weight-shape mismatch; different loading failures." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and max_cache_length being ignored except for quantized cache are different cache behaviors." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "trust_remote_code cache-path collision vs max_cache_length behavior limited to Quantized Cache." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output nesting with top_k and missing PyTorch ImportError are not the same bug." + "reason": "Pipeline top_k output nesting bug vs missing PyTorch import error for AutoModel; unrelated." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated training/runtime problems." + "reason": "DeepSpeed/Adafactor OOM vs Llama 3.2 Vision loading regression; different failure modes." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "AdaFactor OOM in DeepSpeed and Llama 3.2 Vision loading break are different regressions." + "reason": "torch.compile SDPA failure vs resume_from_checkpoint key mismatch; no shared underlying bug." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A script execution problem and a tp-load OOM on a specific model are not the same issue." + "reason": "3d_parallel.py execution failure vs tensor-parallel load OOM; different problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory blowup and embedding reinitialization on resize are unrelated bugs." + "reason": "OOM in deepspeed/Adafactor vs output embedding reinitialization after resize; distinct bugs." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading complaints, but one is OOM under tensor parallelism and the other is a key error for a different model." + "reason": "Tensor-parallel OOM vs key error while loading a model; different root causes." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and a Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention 2 support issue vs Trainer broadcast NoneType error; not the same bug." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are different subsystems." + "reason": "Processor output size mismatch vs memory overflow in sam3-litetext; unrelated." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Processor output size mismatch and SAM memory overflow are not the same underlying defect." + "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 image-preprocessor dtype mismatch; different model-specific issues." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A placeholder/low-signal issue and a Gemma pipeline roundtrip bug do not describe the same problem." + "reason": "Placeholder/body-only issue vs Gemma pipeline roundtrip failure; no meaningful overlap." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend omission and config API discrepancy are unrelated." + "reason": "Packaging/backend availability issue vs Gemma3TextConfig API discrepancy; different layers." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "These both involve tokenizer/processor behavior, but one is a regression in processor.tokenizer/image passing and the other is an eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression vs eos_token_id config inconsistency; related theme but separate bugs." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing interrupts and import failure until uninstalling datasets are different bugs." + "reason": "Bare except swallowing errors in Fuyu conversion vs Trainer import broken by datasets; unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-processing error and batched apply_chat_template padding crash are separate code paths." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different model/tokenization bugs." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." + "reason": "Video-input processing failure in Qwen3OmniMoe vs batched apply_chat_template padding crash; different processor code paths." } ] }, @@ -10283,9 +10341,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ - "issue:41720", "issue:41950", "issue:43065", "issue:43232", @@ -10298,12 +10355,12 @@ "issue:43572", "issue:43646", "issue:43673", + "issue:43701", "issue:43761", "issue:43827", - "issue:43931", "issue:43994", - "issue:44060", "issue:44077", + "issue:44162", "issue:44190", "issue:44242", "issue:44479", @@ -10321,7 +10378,6 @@ "issue:44977", "issue:45127", "issue:45200", - "issue:45245", "issue:45542", "issue:45584", "issue:45588", @@ -10332,244 +10388,249 @@ "issue:46170", "issue:46178", "issue:46234", - "issue:46421" + "issue:46421", + "issue:46506" ], "soft_pairs": [ + "issue:44162|issue:44792", + "issue:44871|issue:45584", "issue:45803|issue:46170", "issue:41950|issue:43475", "issue:44871|issue:46050", "issue:43404|issue:43441", "issue:43646|issue:44913", + "issue:43701|issue:46506", "issue:43452|issue:44496", - "issue:43065|issue:44617", "issue:45127|issue:45200", - "issue:43761|issue:44479", + "issue:43065|issue:44617", "issue:43572|issue:46178", + "issue:43761|issue:44479", "issue:43504|issue:45698", "issue:45542|issue:46234", "issue:43232|issue:43388", "issue:44077|issue:44534", "issue:44792|issue:44977", "issue:43761|issue:44242", - "issue:44792|issue:45600", "issue:43673|issue:46421", + "issue:44792|issue:45600", "issue:44190|issue:44964", - "issue:44617|issue:45584", - "issue:43673|issue:44743", "issue:44534|issue:44913", - "issue:44855|issue:45588", + "issue:43673|issue:44743", + "issue:44617|issue:45584", "issue:44479|issue:44734", "issue:43827|issue:43994", - "issue:43065|issue:44610", - "issue:41720|issue:45245", - "issue:43931|issue:44060" + "issue:44855|issue:45588", + "issue:43065|issue:44610" ], - "prepared_review_unit_hash": "102552a2ef134deae8efa8d49fb6a7254ae5c03f826a4cfade35fcad80d6ddea", + "prepared_review_unit_hash": "690dd1d9c734d4d370daca7c6bc87b53160e7d87356c1fe787ed41de64d07932", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36344, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set across generation, model loading, video, config, and backend regressions. The only strong duplicate-looking pair is the chunked-prefill cache bug (43673/46421).", - "confidence": 0.73, - "canonical_issue_reason": "issue:46421 is the best representative of the only clear duplicate pair: it uses the broader, more current wording around cache lazy initialization and chunked prefill.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions. A few items share broad themes like loading, generation cache, or v5 migration issues, but they do not look like the same underlying bug and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45698 is the broadest and most actively discussed representative: it\u2019s an open, high-traffic save/load regression around custom modules, which is a common user-facing failure mode in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46421 is the most general and current issue among the likely duplicates, and it best captures the shared cache/chunked-prefill problem.", + "best_issue_reason": "Issue 45698 is the best single representative because it is open, high-activity, and describes a broadly impactful model loading regression rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Both are impactful model bugs, but one is about ESM2 behavior and the other is a janus image-generation test failure; different models and code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both mention token/eos handling, but one is a Gemma config mismatch and the other is Whisper empty-transcription generation after token alignment; not the same bug." + }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different bugs: exception handling in Fuyu preprocessing vs Windows/ROCm import dependency failure." + "reason": "Completely different failures: Fuyu tensor conversion error handling vs Windows/ROCm distributed import issues." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different pipelines/models: video-classification processor lookup vs SAM3 video missing attribute." + "reason": "Different SAM3 problems: pipeline processor lookup vs a missing vision encoder output attribute." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Unrelated symptoms: Gemma eos_token_id mismatch vs quantized model save/load corruption." + "reason": "One is an eos_token_id config inconsistency; the other is quantized model save/load breakage after sinq. Different underlying issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different code paths: tied lm_head weights vs FlashAttention failure in Ministral-3." + "reason": "Related model family, but one is weight tying in Mistral3 and the other is FlashAttention runtime failure in Ministral-3; distinct code paths." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General v5 custom init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "A broad custom-init regression vs a specific GPTNeoX config reload defaulting issue; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Different loading failures: gguf_file handling vs missing model_type in config.json." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA numerical divergence in PPDocLayoutV3." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "SAM3 PixelDecoder dummy layer issue is unrelated to SAM3Video OOM." + "reason": "Both concern loading, but one is gguf_file handling in from_pretrained and the other is missing model_type in config.json; different root causes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/vocab tie-word-embeddings bug is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge with extended vocab/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "CLIP hidden_states regression and Qwen video input regression are different model behaviors." + "reason": "Both SAM3-related, but one is a dummy Conv2d placeholder and the other is an OOM report; not the same change or bug." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx config issue is unrelated to tensorflow_text backend mapping." + "reason": "StableLm pad_token_idx config regression is unrelated to backend mapping errors for tensorflow_text." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen video-input regression." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field loading in BEiT is different from wrong custom module resolution after save/load." + "reason": "Both involve loading, but one is a legacy BEiT preset field and the other is wrong custom-module resolution after save/load; distinct defects." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection bug is unrelated to missing import_utils helper." + "reason": "TensorFlow backend detection with tensorboard installed is unrelated to missing import_utils availability helper." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing bug is unrelated to gather_for_metrics dropping tuple label elements." + "reason": "Generation kwargs sync issue vs metric gathering dropping tuple labels; different subsystems and failure modes." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement is unrelated to non-persistent buffer initialization corruption." + "reason": "PatchTSMixer post_init API restriction is unrelated to non-persistent buffer initialization corruption." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 FlashAttention generation issue are different bugs." + "reason": "Janus test failure with image generation is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP vision hidden_states regression is unrelated to router logits/load-balancing loss handling." + "reason": "CLIPVision hidden_states bug and router load-balancing loss omission are separate issues in different model paths." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "A Janus model test failure is not the same as stale auto_mappings references in CI." + "reason": "Both mention chunked prefill/cache, but one is a missing cache regression in generation and the other is spurious recompilation from lazy cache init; related theme, not the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:46421", - "accept": true, - "reason": "Both describe the same chunked-prefill cache initialization problem in generation; one frames it as missing cache, the other as lazy init causing recompilation." + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading." + "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading failures." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "SAM3Video OOM is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "Non-persistent buffer junk in v5 is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache initialization is not the same as recurrent states resetting with seq_len>1." + "reason": "Both are cache-related, but one is chunked_prefill cache initialization and the other is recurrent state reset in modular_qwen3_5; different mechanisms." }, { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoXConfig rotary_pct reload behavior." - }, - { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to flash_attention s_aux=None crash." + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression in Qwen models is unrelated to KV-cache continuation tensor indexing in serve." + "reason": "Both are generation regressions, but they affect different stacks: video-input Qwen models vs transformers serve KV-cache continuation indexing." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SIGLIP2 producing nonsensical outputs." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "SAM3 PixelDecoder dummy layer issue is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs with AutoModel/pipeline are different issues." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to category-count overflow." + "reason": "Python 3.13 indentation/script parsing issue is unrelated to flash_attention s_aux=None crashes." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning." + "reason": "SAM3 pixel decoder placeholder vs OmDet-Turbo processor/model input-size mismatch; different models and fixes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet, and the only accepted soft pair (43673/46421) is reasonably supported by the titles as the same cache/chunked-prefill bug. The other rejections are appropriately cautious and not overstated." - }, - "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 }, @@ -10584,13 +10645,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:25251", "issue:27957", "issue:35141", "issue:36246", "issue:41628", + "issue:41720", "issue:42490", "issue:43116", "issue:43295", @@ -10599,11 +10661,12 @@ "issue:43540", "issue:43550", "issue:43644", + "issue:43931", "issue:43976", + "issue:44060", "issue:44077", "issue:44112", "issue:44190", - "issue:44246", "issue:44462", "issue:44521", "issue:44617", @@ -10614,7 +10677,6 @@ "issue:44877", "issue:44913", "issue:44938", - "issue:45003", "issue:45127", "issue:45216", "issue:45245", @@ -10635,230 +10697,237 @@ "issue:46489" ], "soft_pairs": [ + "issue:41720|issue:45245", + "issue:43931|issue:44060", "issue:45381|issue:46369", "issue:35141|issue:42490", - "issue:43976|issue:44855", "issue:43644|issue:44913", + "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:44077|issue:44877", "issue:45127|issue:45357", - "issue:44617|issue:46369", "issue:43540|issue:44734", "issue:25251|issue:27957", "issue:44779|issue:46489", + "issue:44617|issue:46369", "issue:43335|issue:44190", - "issue:44112|issue:45600", "issue:45632|issue:46234", "issue:44462|issue:45907", + "issue:44112|issue:45600", "issue:44737|issue:45803", "issue:43116|issue:44190", "issue:44938|issue:45542", "issue:44521|issue:45381", "issue:43295|issue:45276", "issue:45276|issue:45584", - "issue:45632|issue:46421", "issue:36246|issue:41628", - "issue:46082|issue:46121", + "issue:45632|issue:46421", "issue:43404|issue:45216", "issue:45245|issue:45584", - "issue:44246|issue:45003" + "issue:46082|issue:46121" ], - "prepared_review_unit_hash": "c5203eebd6489b574618466d4f1e99c7e6775a8283ba812748266cfe28d5d01c", + "prepared_review_unit_hash": "97d94dbf980eb2d1a6653e9b34d71b4630c9b23d06ef105f2b4abfcb91934d4b", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35423, - "estimated_input_tokens": 8856, - "estimated_eval_tokens": 17968 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or error type and should not be deduplicated. The only strong duplicate candidate is the DeepSeek tokenizer regression pair: issue 44779 and issue 46489 describe the same underlying v5 tokenizer breakage, with 46489 reading like a more specific follow-up to the broader 44779 report.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44779 is the best canonical because it is the broader, earlier DeepSeek tokenizer regression report; 46489 appears to be a narrower reproduction/follow-up for the same v5 incorrect-output bug.", + "summary": "Mostly a grab-bag of unrelated Transformers issues. The only soft pair that looks like the same underlying bug is the DeepSeek tokenizer regression in v5 (44779/46489); the rest are different code paths or model-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44779 is the best representative of the one plausible duplicate cluster: it describes the broad DeepSeek tokenizer regression in v5, which 46489 narrows to a specific DeepSeek-Coder v1 gap in the same fix path.", "canonical_pr_reason": null, - "best_issue_reason": "44779 is the strongest issue to keep as the umbrella duplicate target for the DeepSeek tokenizer regression cluster.", + "best_issue_reason": "44779 is the strongest global issue candidate because it is the broader, earlier report for the only clearly related duplicate pair and has the most general framing of the tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different problems: Qwen3 auto device mapping CUDA assert vs an unrelated category-limit/runtime error." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different code paths: model load shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Both are multimodal/video-related, but one is a wrong vision-position-id bug and the other is a memory overflow/OOM report; not the same defect." + "reason": "Different failures: wrong vision position ids in Qwen2.5-VL video input vs memory overflow in sam3-litetext." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "These are unrelated: one is about output embeddings being reinitialized on resize, the other about a local-model path ending in a slash triggering an import warning." + "reason": "One is embedding reinitialization after resize_token_embeddings; the other is a local-path import warning. Not the same bug." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Both mention Python-version compatibility, but they are different failure modes in different code paths: package loading on Python 3.9+ vs an IndentationError in DebertaV2 import on Python 3.13." + "reason": "Both are config/state handling issues, but one concerns non-persistent buffers and the other rotary_pct reload behavior; not the same defect." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "One is about non-persistent buffers being filled with junk in Transformers 5.0.0; the other is about a config value not persisting on reload. Similar theme, different bug." + "reason": "Unrelated environment/parser failures: Python version support issue vs IndentationError from torch.jit.script parsing." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "These are unrelated runtime/loading failures in different areas: Bamba SDPA torch.compile vs loading a local dataset in an example script." + "reason": "Different subsystems and symptoms: torch.compile SDPA failure vs dataset loading in an example script." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both touch config validation, but the actual problems differ: optional post_init handling for patchtsmixer vs strict config blocking granite_speech loading." + "reason": "Both mention config validation, but they target different models and different validation rules." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve save/load or embedding-related regressions, but they affect different models and code paths; not mergeable as one concrete fix." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both are memory-related, but one is a specific CUDA OOM for Sam3Video and the other is a memory overflow in sam3-litetext; not the same bug." + "reason": "Different model families and bugs: LoRA/extended-vocab collapse vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Both involve video/KV-cache handling at a high level, but they describe different crashes in different model/server paths." + "reason": "Different runtime paths: Qwen3OmniMoe video processing error vs transformers serve KV-cache continuation indexing." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "A pipeline output-shape regression and Flash Attention 2 support for XLMRoberta are unrelated." + "reason": "No shared bug: pipeline top_k nesting issue vs XLMRoberta Flash Attention 2 support problem." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report DeepSeek tokenizer producing incorrect output in v5; 46489 explicitly frames the issue as a gap in the earlier fix, so they look like the same underlying regression." + "reason": "Same underlying bug: DeepSeek tokenizer output is wrong in Transformers v5; 46489 is a specific follow-up/gap in the earlier fix." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "A SwitchTransformers sparse-layer construction bug and a local dataset loading issue are unrelated." + "reason": "Both are SAM3-related memory issues, but one is CUDA OOM for Sam3Video and the other is memory overflow for sam3-litetext; not clearly the same bug." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both mention CI, but one is a stale test failure in GraniteSpeech and the other is auto_mappings referencing removed configs; different artifacts and fixes." + "reason": "Completely different areas: SwitchTransformers sparse-layer config vs example script dataset loading." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A cache-path collision for trust_remote_code and a missing import utility function are unrelated." + "reason": "Different import/cache issues: trust_remote_code cache path collision vs missing import_utils availability helper." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer repo resolution and list_repo_files revision forwarding are different hub/API issues." + "reason": "Both involve repository utilities, but one is tokenizer loading ignoring tokenizer.json and the other is list_repo_files revision forwarding." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they stem from different regressions in different files/models." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU allocation and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Unrelated bugs: XLNet CPU allocation in relative positional encoding vs bare except swallowing errors in FuyuBatchFeature." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "One is multi-label classification returning empty results, the other is a dataset-loading problem; not the same bug." + "reason": "Different example scripts and failure modes: multi-label classification output issue vs image-classification dataset loading." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and an undefined tf backend error from tensorboard-only installs are different compatibility issues." + "reason": "Different platform/backend issues: Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-template related, but one is all-zero assistant masks and the other is wrong video position IDs; different outputs and code paths." + "reason": "Both are multimodal, but the reported bugs differ: assistant masks all-zero vs wrong vision_position_ids." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "A regression around processor.tokenizer/image passing and a gemma4 resize-token-embeddings bug are not the same defect." + "reason": "Different regressions: processor.tokenizer/image passing breakage vs resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "These are unrelated: embedding resize propagation vs Whisper generation failing on empty transcription." - }, - { - "left": "issue:45632", - "right": "issue:46421", - "accept": false, - "reason": "A trust_remote_code cache-path collision and spurious recompilation from cache lazy init are separate issues." + "reason": "Different model behaviors: embedding resize propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different module surfaces." + "reason": "Both are import errors, but one is a missing Qwen2.5-VL symbol in a submodule and the other is top-level AutoImageProcessor import failure." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:45632", + "right": "issue:46421", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter conversion on JSON-loaded lists are different configuration bugs." + "reason": "Different cache/loading issues: leaf-directory cache collision vs spurious recompilation with chunked prefill." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve model save/tie-weight behavior, but one is missing lm_head tying in Mistral3 and the other is incorrect Qwen3.5 save_pretrained output; not the same bug." + "reason": "Different model families and symptoms: untied lm_head in Mistral3 vs incorrect Qwen3.5 save_pretrained checkpointing." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime limit and Whisper empty-transcription generation failure are unrelated." + "reason": "Unrelated runtime errors: category-count limit vs Whisper generation on empty transcription." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Slow import and unsafe sys.modules access are different import-time problems with different fixes." + "reason": "Both are config-validation issues, but they concern different parameters and different validation paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate candidate, issue 44779 vs 46489, is supported by the titles and the follow-up framing in 46489. No soft-edge acceptance appears overstated, and the non-duplicates are rejected for plausible, specific reasons." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, 44779/46489, is plausibly the same DeepSeek tokenizer regression path, while the rest are reasonably rejected as different model-/subsystem-specific issues. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -10877,20 +10946,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", "issue:35141", "issue:36246", "issue:38617", "issue:41950", - "issue:42175", "issue:42796", "issue:42907", "issue:43295", "issue:43299", - "issue:43381", - "issue:43388", "issue:43441", "issue:43479", "issue:43526", @@ -10898,14 +10964,14 @@ "issue:43643", "issue:43650", "issue:43673", - "issue:43688", "issue:43854", "issue:43901", "issue:44016", "issue:44112", "issue:44186", "issue:44220", - "issue:44279", + "issue:44246", + "issue:44295", "issue:44336", "issue:44464", "issue:44496", @@ -10915,7 +10981,9 @@ "issue:44792", "issue:44933", "issue:44964", + "issue:45003", "issue:45042", + "issue:45083", "issue:45216", "issue:45335", "issue:45362", @@ -10924,21 +10992,23 @@ "issue:45563", "issue:45584", "issue:45588", - "issue:45593", "issue:45600", - "issue:46424" + "issue:46424", + "issue:46506" ], "soft_pairs": [ "issue:44933|issue:45362", "issue:44186|issue:44734", "issue:44683|issue:45446", + "issue:44295|issue:46506", + "issue:44246|issue:45003", "issue:43673|issue:46424", "issue:44464|issue:45563", "issue:44964|issue:45600", - "issue:43854|issue:44964", "issue:43643|issue:44496", - "issue:44112|issue:44964", + "issue:43854|issue:44964", "issue:43650|issue:44220", + "issue:44112|issue:44964", "issue:36246|issue:38617", "issue:42796|issue:44521", "issue:27957|issue:35141", @@ -10949,246 +11019,219 @@ "issue:43526|issue:43901", "issue:42907|issue:43441", "issue:43441|issue:45588", + "issue:45083|issue:46506", "issue:44496|issue:45042", - "issue:43673|issue:44336", "issue:43299|issue:45216", - "issue:44792|issue:46424", - "issue:42175|issue:44279", "issue:41950|issue:44016", - "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:43388|issue:43688", - "issue:42796|issue:43650", - "issue:44016|issue:44220", - "issue:45335|issue:45584" + "issue:44792|issue:46424", + "issue:43673|issue:44336" ], - "prepared_review_unit_hash": "96321b1e6e1e48dcec00089a6737592e6279d78b1e85d9523167f7af71309c16", + "prepared_review_unit_hash": "1d79a0d485c07a02ff3139d3a7b8a7a8285a491d5c402d22d4e041bd15c05b9a", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37225, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issue reports, mostly around model loading, generation, configs, and a few packaging/import regressions. I do not see any soft pair that clearly describes the same underlying bug or change, so all candidate duplicate edges should be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "44964 is the clearest, most general user-facing bug report in the set: a concrete model-loading regression against the latest transformers release. It is well-scoped and representative of the broader class of breakages here.", + "summary": "The set is mostly heterogeneous: most soft pairs share a subsystem or model family but describe different concrete bugs. One borderline duplicate edge exists around FlashAttention failures in Ministral/sink-less models.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44521 is the strongest representative issue: it is open, well-documented, has inbound references, and describes a concrete reproducible multimodal bug.", "canonical_pr_reason": null, - "best_issue_reason": "44964 is the best standalone issue because it is specific, reproducible, and broadly relevant to users hitting model loading failures after upgrading.", + "best_issue_reason": "issue:44521 is the best overall issue candidate because it has the clearest bug report and the most external traction in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Different failures: missing image_utils import vs Qwen chat/runtime crash. No shared code path." + "reason": "Different bugs: missing image_utils import vs Qwen3.5 chat-model load/runtime crash." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + "reason": "Different code paths: tokenizer padding/NER crash vs serve KV-cache continuation indexing." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compile failure and the other is a version-check/import bug. Different concrete problems." + "reason": "Both involve flex_attention and torch versioning, but one is a compiled-kernel failure and the other is an import/version-check bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated symptoms." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown vs unsafe sys.modules access; not the same underlying bug." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length only applying to quantized cache." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is max_cache_length handling." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale warning about num_return_sequences." + "reason": "Chunked compiled-forward inconsistency and a stale warning about num_return_sequences are different issues." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different model/config regressions: Phi-4 multimodal loading vs removed Sam3LiteText auto-mapping references." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Both are model-loading issues, but for different model families and likely different failures." + "reason": "Different failures: Phi-4 multimodal loading vs stale auto_mappings references breaking CI." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to unrecognized OLMo-Hybrid config loading." + "reason": "AutoConfig trust_remote_code field loss is unrelated to unrecognized-model/config.json model_type errors." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "CI device override test failure is not the same as a model-load regression." + "reason": "Different models and failure modes; no shared concrete bug path." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap: generic 'ADD THE DATA' issue vs fbank feature extraction bug." + "reason": "Placeholder data request is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test flake is unrelated to model loading failure." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Separate import errors in different modules with no shared code path." + "reason": "Both are ImportError reports, but for entirely different symbols and modules." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." + "reason": "Tokenizer BPE-marker handling is not the same bug as multimodal assistant_mask generation." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLM-R is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention support for XLMRoberta and embedding reinit on resize are separate issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config-field issues in different model families; not the same bug." + "reason": "Different config classes and different missing/default-field problems." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale paging warning is unrelated to Whisper empty-transcription generation failure." + "reason": "Paged-generate warning behavior and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + "reason": "Processor/tokenizer API regression and t5gemma embedding resize bug are different code paths." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to stale documentation wording." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to docs/behavior mismatch in TextClassificationPipeline." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral/Devstral or flash attention, but one is save/load of dequantized weights and the other is inference failure under FlashAttention; not the same bug." + "reason": "Both mention Ministral/Devstral and FlashAttention-adjacent behavior, but save-pretrained dequantization and runtime flash-attention failure are different bugs." }, { "left": "issue:43441", "right": "issue:45588", - "accept": false, - "reason": "Both mention flash attention, but the reported failures are different: model-specific RC failure vs AttributeError on s_aux=None in sink-less models." + "accept": true, + "reason": "Same underlying FlashAttention crash path: 43441 reports the user-visible Ministral-3 failure, while 45588 identifies the AttributeError on s_aux=None for sink-less models." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Unrecognized model config and PIL image-processor torchvision dependency are unrelated." + "reason": "Helper length calculation in qwen3_omni_moe and CPU/CUDA result mismatch are different issues." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Cache handling in generation is unrelated to ANSI escape codes in loading_report." + "reason": "Unrecognized model config loading and PIL backend torchvision dependency are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained checkpoint corruption are different issues." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache length configuration behavior." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Package-extra backend composition issue and generic dependency issue are too broad and not the same concrete bug." + "reason": "Qwen3VL MoE model loading and Qwen3.5 save_pretrained regression are different failures." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline bug is unrelated to a notebook syntax error." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Pipeline processor lookup and notebook syntax error are unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized model config error." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Dropped labels in gather_for_metrics and auxiliary-loss normalization are different training bugs." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer BPE-marker handling has nothing to do with the generic 'ADD THE DATA' issue." - }, - { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() are unrelated." + "reason": "Janus image-generation test failure is not the same as cache max length handling." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "t5gemma embedding resize behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Generation cache regression and ANSI-color leakage in loading_report are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:44521 does have the most inbound references in this set and is the only open issue among the strongest candidates. The soft-edge verdicts are mostly conservative and align with the titles; the one accepted edge (43441/45588) is at least plausibly the same FlashAttention failure path." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11203,19 +11246,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:38175", "issue:39692", "issue:41950", + "issue:42175", + "issue:42796", "issue:43295", "issue:43299", - "issue:43441", - "issue:43450", - "issue:43479", - "issue:43525", + "issue:43381", + "issue:43388", "issue:43577", "issue:43650", + "issue:43688", "issue:43824", "issue:43854", "issue:43901", @@ -11223,245 +11267,276 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44220", "issue:44242", "issue:44279", - "issue:44297", "issue:44351", "issue:44368", - "issue:44462", - "issue:44466", "issue:44496", "issue:44617", "issue:44683", "issue:44779", "issue:44933", - "issue:44987", "issue:45020", "issue:45103", "issue:45200", "issue:45216", - "issue:45276", "issue:45278", + "issue:45335", "issue:45357", "issue:45372", "issue:45405", "issue:45542", + "issue:45584", + "issue:45593", "issue:45759", "issue:45812", "issue:45823", - "issue:45834", "issue:46082", "issue:46209", - "issue:46399" + "issue:46399", + "issue:46512" ], "soft_pairs": [ + "issue:42175|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43388|issue:43688", + "issue:44016|issue:44220", + "issue:42796|issue:43650", + "issue:45335|issue:45584", "issue:44496|issue:45759", "issue:44075|issue:44368", "issue:43577|issue:45216", - "issue:46082|issue:46399", "issue:45103|issue:45372", "issue:43824|issue:44933", - "issue:44279|issue:45405", "issue:44242|issue:45200", - "issue:38175|issue:44617", + "issue:44279|issue:45405", "issue:41950|issue:45020", + "issue:46082|issue:46399", "issue:43299|issue:45357", "issue:44351|issue:45278", "issue:44016|issue:44062", + "issue:38175|issue:44617", "issue:43650|issue:46209", "issue:41950|issue:45823", - "issue:39692|issue:43901", "issue:44683|issue:45542", "issue:43295|issue:44779", + "issue:39692|issue:43901", "issue:43976|issue:45405", "issue:44779|issue:45812", "issue:43976|issue:44279", - "issue:43299|issue:43854", - "issue:43479|issue:43525", - "issue:43976|issue:44987", - "issue:43450|issue:44279", - "issue:44297|issue:44462", - "issue:44466|issue:45276", - "issue:43441|issue:45834" + "issue:46082|issue:46512", + "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "1afc254e5954e0f6b24758bf9e97412de6826da9b1f0bdc61b9f9292eb144e90", + "prepared_review_unit_hash": "a68ce21ec55c0510eb34b3f37afc1d857a2879428c4a001fca88ab70a1b8e01b", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36162, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 30, + "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": "These are mostly independent Transformers issues spanning different models, configs, pipelines, and regression types. The soft-similar pairs share broad themes (loading, tokenizers, multimodal configs, version regressions) but not the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest umbrella regression report in the set and the best cluster anchor, though it does not actually duplicate the other issues.", + "summary": "This cluster is a grab-bag of mostly unrelated issues spanning regressions, tokenizer/model-loading bugs, docs problems, and backend/import breakages. None of the soft pairs look like the same concrete defect, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report: recent Transformers versions breaking remote_code-based model loading. It best matches the cluster\u2019s general regression theme without being tied to one narrow model or example.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster\u2019s recurring theme of recent-version model-loading regressions.", + "best_issue_reason": "issue:45020 is the most representative anchor for this cluster because it describes a high-level version-regression category rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both are model-loading/configuration failures, but one is an unrecognized model_type error and the other is a composite-config unwrap bug for Qwen multimodal configs." + "reason": "Specific missing TensorFlow backend in the torch extra vs a generic dependency problem; different failure modes and fixes." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Unrelated problems: optimizer SGD arguments being ignored vs a tie_word_embeddings warning during Qwen fine-tuning." + "reason": "Gradient checkpointing in eval mode vs missing auxiliary loss when denoising is off; unrelated code paths." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Different models and different bugs: BLIP2 dtype propagation on load vs incorrect Qwen3.5 checkpoint serialization." + "reason": "Docs wording mismatch vs model/config import failure; not the same bug." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "A config-validation issue for Llama vs a Qwen3.5 kernel registration crash; not the same code path." + "reason": "Last-batch label dropping in gather_for_metrics vs auxiliary loss normalization; different training logic." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "auto_docstring annotation handling crash vs a mistral_common import error affecting Gemma 4 processor loading." + "reason": "Notebook syntax error vs audio feature extraction issue; no shared underlying defect." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both involve imports, but they are different missing symbols in different modules and not the same underlying export bug." + "reason": "Tokenizer BPE marker handling vs an unrelated placeholder/title-only issue." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "A generic dependency issue is not the same as PEFT version pinning to an unreleased release." + "reason": "resize_token_embeddings not updating decoder embeddings vs Whisper empty-transcription failure after align_special_tokens; related only at a very broad tokenizer level." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "One is about router load-balancing loss, the other about defaulting mm_token_type_ids for text-only fine-tuning." + "reason": "Model-class/config recognition problem vs composite Qwen text_config unwrapping; both loading-related but not the same concrete bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Unrelated symptoms: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + "reason": "SGD args ignored vs a config warning about tie_word_embeddings; unrelated." }, { - "left": "issue:41950", + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation bug in Blip2 vs incorrect save_pretrained behavior for Qwen3.5; different code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling vs Gemma 4 processor import failure; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different causes; not the same missing export." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating vs mm_token_type_ids defaulting; different modeling/training bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency issue vs PEFT minimum-version bump to an unreleased package; not the same problem." + }, + { + "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification looking for image processors is a pipeline routing bug, not the same as remote_code model loading regressions." + "reason": "Video pipeline processor lookup bug vs broad remote_code model-loading regressions; different subsystems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration failure; unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen multimodal models, but one is a loading failure and the other is incorrect save_pretrained key serialization." + "reason": "Qwen3VL MoE load failure vs incorrect visual-encoder keys on save_pretrained; load/save are different bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "The specific HybridCache import error may be one symptom among many, but 45278 is a broad import-regression report rather than the same concrete bug." + "reason": "HybridCache missing import vs generic many-import-errors regression; the overlap is only superficial." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." + "reason": "Notebook syntax error vs AddedToken keyword collision; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; clearly different issues." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder issue vs FP8 inference failure on B200; no shared bug." + "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device placement during forward are distinct failures." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs-related, but they describe different examples and different API mismatches." + "reason": "Video-classification processor lookup bug vs Gemma4 device mismatch during forward; different concrete failures." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow/backend dependency problem." + "reason": "Compiled flex_attention regression on torch>=2.9 vs TensorBoard/TensorFlow backend dependency issue; unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor.tokenizer access regression and Deepseek tokenizer output regression are different code paths and different models." + "reason": "processor.tokenizer/images regression vs Deepseek tokenizer regression; both version-related, but different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example has runtime errors vs stale TextClassificationPipeline docs; both docs-related, but not the same change." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support failure is not the same as a PEFT minimum-version bump." + "reason": "Python-version incompatibility vs unreleased PEFT version pin; unrelated." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and different failure modes; not one duplicate bug." + "reason": "Deepseek tokenizer wrong results vs Granite tokenizer wrong IDs; both tokenization regressions, but different models and likely different fixes." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A runtime Python compatibility issue and a dependency issue are not the same underlying problem." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are model-loading issues, but they affect different models and have different root causes." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Default config initialization for Phi4Multimodal is unrelated to the Llama4Config missing pad_token_id attribute." + "reason": "Python compatibility issue vs general dependency issue; no shared bug." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Different bugs around embeddings/serialization: device-dependent lm_head.weight saving vs resize_token_embeddings not updating Gemma4 layer/output embeddings." + "reason": "LlamaConfig rejecting explicit head_dim vs stale config.dtype after from_config; different configuration issues." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and long-input OCR index error in Kosmos2.5 are unrelated." + "reason": "Qwen3VL MoE load regression vs missing Qwen2_5_VLForConditionalGeneration import; both Qwen-related imports, but not the same underlying defect." } ] }, @@ -11483,51 +11558,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:33290", - "issue:41628", "issue:42994", "issue:43317", "issue:43441", + "issue:43450", + "issue:43479", "issue:43525", "issue:43643", "issue:43653", - "issue:43673", "issue:43723", - "issue:43761", - "issue:43784", "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44188", "issue:44246", "issue:44261", "issue:44263", + "issue:44279", "issue:44291", "issue:44297", - "issue:44336", "issue:44361", + "issue:44462", + "issue:44466", "issue:44521", - "issue:44589", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", + "issue:44987", "issue:45081", + "issue:45276", "issue:45325", - "issue:45362", "issue:45397", - "issue:45542", "issue:45593", "issue:45600", "issue:45656", "issue:45712", "issue:45823", + "issue:45834", "issue:45907", "issue:46123", "issue:46291", @@ -11535,224 +11609,231 @@ "issue:46399" ], "soft_pairs": [ + "issue:43479|issue:43525", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:44466|issue:45276", + "issue:43441|issue:45834", "issue:45081|issue:45907", "issue:43653|issue:45593", - "issue:44623|issue:44749", "issue:42994|issue:43317", "issue:45600|issue:45712", - "issue:44623|issue:45397", "issue:44521|issue:45325", "issue:33290|issue:45656", + "issue:44623|issue:44749", + "issue:44623|issue:45397", "issue:44261|issue:44263", - "issue:46123|issue:46369", "issue:44361|issue:45593", + "issue:46123|issue:46369", "issue:44016|issue:45823", "issue:43441|issue:44683", "issue:44671|issue:44779", - "issue:43901|issue:43994", "issue:43723|issue:44162", + "issue:43901|issue:43994", "issue:46291|issue:46399", - "issue:44297|issue:45397", "issue:43525|issue:43881", - "issue:43901|issue:44246", "issue:44016|issue:44291", + "issue:44297|issue:45397", "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:44188|issue:44336", - "issue:41628|issue:43976", - "issue:43784|issue:45542", - "issue:43673|issue:43761" + "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "491902b07895feabb0afced74ca0e8093d3ff17ca9ead58db73d826a155af929", + "prepared_review_unit_hash": "ca10e68bb10b3bfe5c3345fbd9636c2b06a16314e0b70db605f9ef1a5701d741", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35786, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35475, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous, and every soft pair appears to be a false positive: they share broad themes like tokenizers, loading, or deepspeed, but not the same concrete bug/change.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, multimodal, attention, deepspeed, CI, and documentation issues. No soft edge looks like the same underlying bug or change, so I rejected all pairings and found no safe canonical duplicate anchor.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single issue spans the set; the items are diverse regressions and docs/CI problems, so none is a safe duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: the cluster is not one underlying bug/change, so any single issue would be misleading as a representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated failures: Python version compatibility vs loading a specific model in v5.1.0." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained metadata serialization and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs a generic dependency issue; no shared code-path bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4 embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention/model-specific load bug vs a Kosmos2.5 OCR index error; unrelated." + }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Both touch tokenizer/revision handling, but one is a Mistral regex crash during load while the other is a repo_files API bug in CI." + "reason": "Tokenizer regex patch crash vs hub list_repo_files revision forwarding; different subsystems." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Completely different areas: BigBirdTokenizer special-token decode vs D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "One is processor save_pretrained file generation; the other is a performance regression after upgrade." + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but save failure and load failure are different code paths and symptoms." + "reason": "Deepspeed Adafactor OOM is not the same bug as dequantized model loading with gpu/cpu offload." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo hygiene issues, but they involve different files and unrelated breakages." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to gemma-4 zero3 from_pretrained failures." + "reason": "Both are CI-related, but one is stale auto_mappings entries and the other is leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant_mask generation and rope index scaling are distinct bugs." + "reason": "Assistant mask generation in chat templates is distinct from Qwen2.5-VL rope index scaling for still images." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed and optimizers, but OOM in Adafactor and double optimizer stepping are different problems." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Different failures in different components: MLA layernorm precision vs torch.split return handling." + "reason": "Missing processor save files is unrelated to a performance regression after upgrading Transformers." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "MaskGenerationPipeline batch handling and sam3-litetext memory overflow are unrelated." + "reason": "Different low-level bugs: missing rms_norm_eps in MLA config vs torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task errors do not match D-FINE auxiliary-loss behavior." + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch bookkeeping bug vs memory overflow in sam3-litetext; different symptoms and code paths." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "A notebook syntax error and a Gemma4 device-mismatch forward bug are unrelated." + "reason": "Notebook syntax error is not the same as Gemma4 device mismatch during forward." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both concern attention kernels, but they affect different kernels/models and have different failure modes." + "reason": "FlashAttention regression for a specific model/RC is distinct from compiled flex_attention failing on torch >= 2.9." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT MLM output and Deepseek tokenizer correctness are different subsystems." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to incorrect model/pipeline outputs for SigLIP2." + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are different components." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading issues and ESM2 breakage are separate bugs." + "reason": "Generic AutoTokenizer v5 loading issue is not the same as ESM2-specific breakage." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Both involve kernels, but one is a pipelines import dependency issue and the other is a Qwen3.5 registration crash." + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical model/pipeline outputs." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + "reason": "Kernel package import/version requirement issue is distinct from a missing decorator in apply_rotary_pos_emb registration." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading issues, but they involve different models and different missing-field/root causes." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Pipeline docs wording and slow import are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to glm-4v-9b load failure." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Both mention missing config fields, but one is a specific model config attribute and the other is a trust_remote_code config-return bug." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Storage-object import failure and Qwen3.5 chat crash are unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence and ANSI output formatting are unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Import error for AutoImageProcessor and Python-version compatibility are different issues." + "reason": "Tokenizer serialization metadata mismatch is unrelated to Gemma-4 zero3 loading." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both are dependency/import problems, but sentence-transformers nn import and TensorBoard TF backend handling are different code paths." + "reason": "Both involve config fields, but one is a specific Llama4 missing attribute and the other is a generic trust_remote_code config-loading issue." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states regression." + "reason": "Documentation mismatch is unrelated to intermittent slow import times." } ] }, @@ -11774,25 +11855,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:16998", "issue:22355", "issue:36246", + "issue:41628", "issue:41950", "issue:42491", "issue:42757", "issue:42886", "issue:43299", - "issue:43352", "issue:43475", - "issue:43526", - "issue:43596", + "issue:43550", "issue:43673", + "issue:43761", + "issue:43784", "issue:43824", - "issue:43901", "issue:43976", - "issue:44162", + "issue:44188", "issue:44220", "issue:44242", "issue:44246", @@ -11803,261 +11884,267 @@ "issue:44485", "issue:44496", "issue:44561", + "issue:44589", "issue:44734", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44964", - "issue:45003", "issue:45103", - "issue:45200", - "issue:45250", "issue:45292", "issue:45362", "issue:45375", "issue:45397", + "issue:45542", "issue:45593", "issue:45859", "issue:46132", "issue:46369", "issue:46399", - "issue:46424" + "issue:46424", + "issue:46506" ], "soft_pairs": [ - "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44188|issue:44336", "issue:16998|issue:22355", + "issue:43673|issue:43761", + "issue:44336|issue:44373", "issue:45103|issue:46399", "issue:44242|issue:45593", - "issue:44295|issue:45397", "issue:44246|issue:44496", + "issue:44295|issue:45397", "issue:42491|issue:43299", + "issue:43550|issue:46506", "issue:44246|issue:44871", - "issue:44336|issue:44485", "issue:43824|issue:43976", "issue:41950|issue:44220", - "issue:44734|issue:46424", + "issue:44336|issue:44485", "issue:36246|issue:42757", + "issue:44734|issue:46424", "issue:36246|issue:44351", - "issue:44336|issue:46424", "issue:43976|issue:44964", + "issue:44336|issue:46424", "issue:44242|issue:44857", - "issue:42886|issue:46132", - "issue:44295|issue:44749", - "issue:43475|issue:46369", "issue:45362|issue:45375", - "issue:45859|issue:46399", + "issue:43475|issue:46369", "issue:44779|issue:45292", - "issue:43673|issue:44561", - "issue:43901|issue:45003", - "issue:43352|issue:45250", - "issue:44162|issue:45200", - "issue:36246|issue:43596", - "issue:43526|issue:45003", - "issue:44496|issue:45003" + "issue:42886|issue:46132", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43673|issue:44561" ], - "prepared_review_unit_hash": "cce7cebeffe016de2a8dc96a3ea6fa15248be6b9b1c72202290b38150fdadb6b", + "prepared_review_unit_hash": "fa2ec44c4e2ca26c6a4dea4cac012516b370f59bab5e7dfb85b9d34077213942", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35960, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated import errors, model-specific regressions, docs/perf issues, and cache/config bugs. I found no true duplicate pair to merge, and there is no PR content here.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and regressions, so none is a safe duplicate representative.", + "summary": "These are mostly unrelated transformer regressions clustered only by broad theme (imports, model loading, cache, and model-specific failures). No soft pair looks like the same underlying bug/change with enough confidence to merge.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43824 is the clearest, most concrete regression in the set: a specific import failure with strong discussion and multiple inbound references, making it a good representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue candidate; this is not a coherent duplicate cluster, so choosing one issue would be misleading.", + "best_issue_reason": "issue:43824 is the best single issue to anchor triage because it is specific, reproducible, and broadly impactful compared with the more vague or model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: a storage-type TypeError vs a model chat crash. No shared code path is evident." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing import symbol, the other is a Python-version compatibility problem. Same package, different bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time errors, but they involve different missing names and different root causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "ANSI-code rendering in loading_report is unrelated to a docstring typo for position_ids." + "reason": "Attention-kernel divergence and ANSI-code output are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length on DeBERTa-V3 is unrelated to the missing transformers.onnx module." + "reason": "Model_max_length behavior and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but they hit different subsystems: generation cache vs CLIP vision forward output." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal-color output and a wrong docstring are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation parsing and Qwen3.5 rotary-kernel registration are different code paths and bugs." + "reason": "Auto-docstring annotation handling and Qwen3.5 rotary-kernel registration are different code paths." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss in MoE routing is not the same as D-FINE auxiliary-loss handling when denoising is off." + "reason": "Both mention missing auxiliary losses, but they are different models with different mechanisms; not the same bug." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "A position_ids buffer access error is unrelated to Gemma-4 zero3 from_pretrained loading." + "reason": "Import slowness and model config recognition are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Import latency for transformers is unrelated to an unrecognized model/config error." + "reason": "Position_ids buffer access and gemma-4 zero3 loading are different issues." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across versions and the other is model loading breakage; not the same concrete bug." + "reason": "Both involve Qwen/MoE version breakage, but one is LoRA compatibility and the other is model loading on a dev branch." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Import performance and eos_token_id configuration mismatch are unrelated." + "reason": "torch.compile SDPA failure and CPU/CUDA result mismatch are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Terminal ANSI output in loading_report has nothing to do with GLM-5 RoPE implementation." + "reason": "Import-performance complaint and eos_token_id config mismatch are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "A missing Qwen2_5_VL export is unrelated to Python-version compatibility for Transformers 5.1.0." + "reason": "Both are import/version problems, but they concern different symbols and different failure modes." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification processor lookup and fbank feature extraction are separate pipeline/audio bugs." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "KV-cache continuation indexing in serve is different from max_cache_length semantics for Quantized Cache." + "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "A missing Qwen2_5_VL image processor export is unrelated to huggingface_hub's is_offline_mode import." + "reason": "Both are import errors, but they are from different packages and different missing exports." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing and cache max length handling are different cache bugs." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different modules; not the same import bug." + "reason": "Different missing symbols from different APIs; no evidence of one shared underlying defect." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "General Python-version support failure is unrelated to a specific Phi-4 multimodal loading error." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "MoE load-balancing loss logic and LWDETR AMP crash are different failures." - }, - { - "left": "issue:42886", - "right": "issue:46132", - "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Python compatibility and a specific multimodal model load failure are not the same bug." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "A buffer-related position_ids error is not the same as slow filtering after upgrading Transformers." + "reason": "Loading-report ANSI output and cache length behavior are unrelated." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "SAM3 encoder output missing an attribute is unrelated to memory overflow in sam3-litetext." + "reason": "Missing auxiliary loss logic and a float16 AMP crash in LwDetrImageLoss are different problems." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "A chat crash and a missing config field may be related at a high level, but they are not clearly the same concrete bug." + "reason": "Qwen3.5 chat crash and a missing config field in Qwen3_5MoeVisionConfig are related to the same model family but not the same underlying defect." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "CPU-offload incompatibility in text rotary embedding is different from the missing decorator error during apply_rotary_pos_emb registration." + "reason": "SAM3 attribute error and SAM3 litetext memory overflow are distinct failures." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness and resize_token_embeddings output embedding syncing are different issues." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Chunked-prefill cache absence is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "A stale docstring about return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Flash-Attention support for Nemotron and a generic Flash Attention topic are not the same bug." + "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings mismatch are unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "Offline cache loading and AttentionInterface.register behavior change are separate issues." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "A Qwen2_5_VL import error is unrelated to a DeepSpeed zero3/BertModel IndexError." + "reason": "Both touch Qwen3.5 rotary behavior, but one is CPU-offload compatibility and the other is kernel registration; not the same bug." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "BeitImageProcessorFast label reduction and modeling_utils sys.modules access are different code paths." + "reason": "Registering position_ids as a buffer and slow filtering after upgrade are unrelated." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are unrelated problems." + "reason": "Cache handling in chunked prefill and removal of is_torch_fx_available break different code paths." } ] }, @@ -12079,25 +12166,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ - "issue:43065", + "issue:36246", "issue:43257", "issue:43262", - "issue:43408", + "issue:43352", "issue:43475", + "issue:43526", "issue:43540", + "issue:43596", "issue:43653", - "issue:43906", - "issue:43931", - "issue:44060", - "issue:44077", + "issue:43901", + "issue:44038", "issue:44162", "issue:44246", "issue:44368", "issue:44466", "issue:44479", "issue:44483", + "issue:44496", "issue:44561", "issue:44877", "issue:44977", @@ -12106,6 +12194,7 @@ "issue:45003", "issue:45137", "issue:45200", + "issue:45250", "issue:45292", "issue:45335", "issue:45375", @@ -12121,247 +12210,246 @@ "issue:45685", "issue:45701", "issue:45759", - "issue:45987", - "issue:46082", "issue:46123", "issue:46170", "issue:46202", "issue:46399", - "issue:46431" + "issue:46431", + "issue:46506" ], "soft_pairs": [ + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43526|issue:45003", "issue:43257|issue:45137", + "issue:44496|issue:45003", "issue:45292|issue:45584", + "issue:44038|issue:46506", + "issue:45292|issue:45701", "issue:45412|issue:46123", "issue:43262|issue:44246", "issue:44561|issue:46399", - "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:44877|issue:45375", "issue:45561|issue:45563", "issue:44987|issue:45459", "issue:44466|issue:45335", "issue:44995|issue:45200", - "issue:45397|issue:45656", - "issue:45137|issue:45600", "issue:45685|issue:46431", + "issue:45137|issue:45600", "issue:43475|issue:43540", "issue:44479|issue:46170", "issue:43653|issue:44162", - "issue:44483|issue:46202", + "issue:45397|issue:45656", "issue:44368|issue:44977", + "issue:44483|issue:46202", "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:43065|issue:43408", - "issue:43906|issue:46202", - "issue:45987|issue:46082", - "issue:43931|issue:44368", - "issue:44877|issue:46170", - "issue:44060|issue:44077", - "issue:45003|issue:45561" + "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "de55b7499700e20b9563dad6bd201fb3319dc385df64dcebcb0073a25b64f761", + "prepared_review_unit_hash": "bfb357e3dd6cea3db24ad305fc458c12ba4fa9afaffc4417a49f60ba9f4eda30", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35873, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "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: all soft links are broad topical similarities, not clear duplicates of the same bug or code change. I would reject every soft edge and avoid choosing a single canonical artifact for the set.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures across SAM3, Qwen, Gemma, DeepSpeed, tokenization, config loading, and test infrastructure.", + "summary": "No soft pair looks like a true duplicate; the cluster is mostly broad keyword similarity across unrelated issues. I\u2019d anchor the cluster on the concrete core-utility bug in issue 45003, but none of the proposed edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45003 is the best canonical anchor: it reports a concrete, actionable bug in a shared core utility path and is the most central of the weakly related similarity hits.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because there is no coherent duplicate cluster; the titles point to distinct root causes and subsystems.", + "best_issue_reason": "Issue 45003 is the strongest representative issue because it has a specific failure mode and broader utility-module impact, making it the most plausible canonical reference point in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a model-specific support error and the other is a generic topic/title; not the same bug or fixable in one PR." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Completely different models and failure modes: ESM2 is broken vs. Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to the sys.modules access bug in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5-VL image processor and a ZeRO3/BertModel index error are unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is a Qwen3 MOE conversion bug and the other is a ZeRO3 deque crash; different code paths and symptoms." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque failure; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized-model loading error is a config/model-registration issue, not the sys.modules access problem." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation and Whisper empty-transcription handling are unrelated bugs." + "reason": "resize_token_embeddings propagation and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize propagation and version-dependent tokenization are not the same underlying defect." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory release after RT-DETR deletion is unrelated to MaskGenerationPipeline batch-finalization behavior." + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline partial-batch dropping results are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaults and slow import are different issues with no shared root cause." + "reason": "Audio chat-template sampling-rate defaulting and import latency are unrelated issues." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "One is a v5 compatibility break in modeling_utils; the other is a Qwen3.5 kernel registration crash." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Embedding resize propagation and tokenization changes across versions are not the same bug." + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to the Qwen3.5 rotary-pos-embed registration crash." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing config field under strict mode and the other is incorrect text_config unwrapping; not the same failure." + "reason": "Missing config field in Qwen3.5MoeVisionConfig is not the same bug as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading breaks different model families for different reasons; these are not duplicates." + "reason": "Strict config blocking granite_speech and silent field dropping in Qwen3.5MoeVisionConfig are different config-handling bugs." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generate() warning are unrelated." + "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are unrelated test/runtime issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-load failure on a specific repo and protobuf-related tokenizer error masking are different underlying bugs." + "reason": "Loading failures for a physical-intelligence model and tokenizer error masking when protobuf is absent are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both concern tied/embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating a decoder embedding." + "reason": "Device-dependent lm_head serialization and resize_token_embeddings not updating decoder.embed_tokens are different tied-weight behaviors." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa is unrelated to missing mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 mm_token_type_ids defaults are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and duplicate optimizer stepping under deepspeed are different problems." + "reason": "MPS histogram support for Int and missing chat template errors are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "A ZeRO3 deque error and stale auto_mappings references are separate CI/runtime issues." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "An MPS histogram integer-support error and missing chat template support are unrelated." + "reason": "ZeRO3 deque underflow and removed Sam3LiteText references in auto_mappings are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different SAM3/Qwen video-processing bugs with different object/model failures." + "reason": "Both are video-related multimodal issues, but SAM 3 output attributes and Qwen3OmniMoe video input validation are different code paths." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A v5.3 video regression and a Windows ROCm import/dependency issue are unrelated." + "reason": "v5.3 video-input regression and Windows ROCm torch.distributed import/type error are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration and ESM2 breakage are not the same defect." + "reason": "BigBirdTokenizer special-token registration and ESM2 model breakage are unrelated." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "An API request rejection and a Gemma roundtrip tokenization failure are different bugs." + "reason": "Gemma-4 zero3 from_pretrained and optimizer stepping twice under deepspeed are different DeepSpeed problems." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a warning about tied embeddings and the other is a flash-attention generation failure." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError are unrelated." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A config warning and a paged-generation stale warning are not the same code-path failure." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "SAM3 pixel-decoder dummy conv and model-type mismatch warning are different SAM3 issues." + "reason": "tie_word_embeddings warning during LoRA fine-tuning and flash-attention generation failure are not the same bug." }, { - "left": "issue:43906", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of an older issue and a Gemma pipeline roundtrip bug are unrelated." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are distinct model-internal issues." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-weights warning do not share a concrete root cause." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Strict config loading for granite_speech and Windows ROCm/torch.distributed import issues are unrelated." + "reason": "OpenAI chat/completions request rejection and Gemma pipeline roundtrip failure on \u2581 are unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are not the same bug." + "reason": "Both mention runtime crashes, but stale indexer cache and flash_attention s_aux=None are different faults." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Unsafe sys.modules access and an xdist file race are separate infrastructure problems." + "reason": "LoRA tie_word_embeddings warning and stale paged-generate warning are unrelated warning/behavior issues." } ] }, @@ -12383,300 +12471,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42673", "issue:42886", "issue:42994", + "issue:43065", "issue:43232", + "issue:43408", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", "issue:43673", - "issue:43701", - "issue:43704", - "issue:43784", + "issue:43906", + "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", - "issue:44351", "issue:44361", + "issue:44368", "issue:44623", "issue:44749", "issue:44869", "issue:44871", + "issue:44877", "issue:44933", - "issue:44964", - "issue:45081", + "issue:45003", "issue:45092", - "issue:45103", - "issue:45137", "issue:45229", "issue:45230", "issue:45310", "issue:45356", - "issue:45375", "issue:45381", "issue:45397", - "issue:45478", + "issue:45561", "issue:45584", "issue:45656", + "issue:45987", + "issue:46082", "issue:46132", "issue:46170", "issue:46202", - "issue:46399", "issue:46421" ], "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45987|issue:46082", "issue:42886|issue:45229", "issue:45584|issue:46170", "issue:44297|issue:44623", "issue:44361|issue:44749", + "issue:43646|issue:44162", "issue:44749|issue:45656", "issue:44623|issue:45656", - "issue:43701|issue:44749", - "issue:43646|issue:44162", "issue:44869|issue:45356", + "issue:44749|issue:45310", "issue:44871|issue:46132", - "issue:45230|issue:45397", "issue:44188|issue:46202", "issue:42994|issue:43482", - "issue:44038|issue:44623", + "issue:45230|issue:45397", "issue:43475|issue:43643", + "issue:44038|issue:44623", "issue:28282|issue:30990", "issue:42371|issue:45092", "issue:43475|issue:45381", "issue:41628|issue:44933", "issue:43232|issue:43673", - "issue:44188|issue:46421", - "issue:45375|issue:45478", - "issue:42994|issue:43525", - "issue:45310|issue:45375", - "issue:43784|issue:46399", - "issue:42673|issue:43704", - "issue:45081|issue:45103", - "issue:44964|issue:45137", - "issue:41628|issue:44351" + "issue:44188|issue:46421" ], - "prepared_review_unit_hash": "c67c11a63efebc0efd1fceba07a5ff4de7a99379b66ce030fc035ded4c8a6b0d", + "prepared_review_unit_hash": "094b4b09443a77e716d77f647ab66883d844ad15d81ebbd13ef285fdac95ef0f", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36204, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35301, + "estimated_input_tokens": 8826, + "estimated_eval_tokens": 17908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with only two clear duplicate subclusters standing out: the Qwen3.5 Moe from_pretrained regression and the repeated Qwen3ForCausalLM VRAM leak.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45375 is the best anchor here because it gives the concrete root cause for the Qwen3.5 Moe from_pretrained regression and best subsumes the generic 45310/45478 reports.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs in tokenizers, save/load serialization, model config/loading, generation cache, SAM3, Qwen, testing utilities, and platform-specific import issues. I do not see any pair that clearly represents the same underlying bug/change, so the soft edges should all be rejected.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 44623 is the cleanest concrete bug in the set and a reasonable anchor for the small save_pretrained/serialization subtheme, but the overall cluster is too broad to have a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45375 is the strongest issue to keep as canonical because it explains the regression instead of only restating the symptom.", + "best_issue_reason": "Issue 44623 is the best single issue to triage first because it is specific, reproducible, and well-scoped compared with the more generic or peripheral reports in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Reject: both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Reject: an isolated reproduction of an upstream issue is not the same bug as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Reject: one is a Qwen3-VL weight-shape loading failure, the other is a tie_word_embeddings warning during LoRA fine-tuning; not the same code-path problem." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Reject: strict config loading for granite_speech and a Windows/ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Reject: one is a Qwen3-Next tied-weights warning, the other is a patchtsmixer post_init policy issue; different model families and failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Reject: unsafe sys.modules access in modeling_utils and a pytest-xdist race in testing utilities are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Reject: a StaticCache return-type contract bug is not the same as LlamaConfig rejecting explicit head_dim." + }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Different bugs: offline cache tokenizer loading vs multi-GPU inference OOM." + "reason": "Reject: offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different issues." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Unrelated failures: Whisper decoding crash vs Windows ROCm torch.distributed import error." + "reason": "Reject: Whisper empty-transcription generation failure and a Windows/ROCm import dependency issue are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata and the other is processor file output." + "reason": "Reject: both concern save_pretrained behavior, but one is tokenizer_class metadata mismatch and the other is missing processor files; same area, not the same bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different symptoms: tokenizer AttributeError vs a broad speed regression." + "reason": "Reject: MLukeTokenizer task AttributeError and a performance regression in filtering are unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Performance regression vs optimizer-step behavior; not the same code path." + "reason": "Reject: Transformers 5 custom model init breakage and ESM2 being broken are broad v5 regressions but not the same concrete failure." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained bug vs optimizer double-step bug." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint resume key mismatch vs model loading slowdown." + "reason": "Reject: data filtering slowdown and double optimizer.step under deepspeed are distinct behavioral bugs." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "AutoConfig field-loss bug vs ESM2 model regression." + "reason": "Reject: processor.save_pretrained missing files is unrelated to optimizer.step being called twice with deepspeed." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi tokenizer regression." + "reason": "Reject: Whisper timestamp decode crash and Kimi tokenizer codec handling regression are different tokenization/decoding paths." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Gemma eos_token_id mismatch vs AttentionInterface behavior change." + "reason": "Reject: filtering performance regression and Qwen3.5-Moe from_pretrained errors are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Generic bug report vs specific Gemma-4 zero3 from_pretrained failure." + "reason": "Reject: Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different configuration/registration bugs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention kernel divergence under torch.compile vs Gemma roundtrip token issue." + "reason": "Reject: torch.compile branching causing attention kernel divergence is unrelated to Gemma pipeline roundtrip on '\u2581'." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure." + "reason": "Reject: quantized model saving failure and Qwen2.5-GGUF loading failure involve different serialization/load paths." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Qwen3-VL-Moe model issue vs processor save_pretrained files." + "reason": "Reject: a generic bug report does not establish the same issue as gemma-4 zero3 from_pretrained failure." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 encoder output attribute error vs AutoConfig field-loss bug." + "reason": "Reject: missing fpn_position_embeddings in SAM3 vision output and missing fields from trust_remote_code AutoConfig are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Reject: Qwen3.5-Moe Transformers 5 bug and processor.save_pretrained missing files are different subsystems and failures." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel missing PyTorch vs sentence-transformers loading stall." + "reason": "Reject: AutoModel ImportError for missing PyTorch and Sentence Transformers hanging on load are different startup problems." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API migration issue vs InternVL2 meta-initialization incompatibility." + "reason": "Reject: TF32 API settings guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 encoder output error vs qwen2.5-vl video position ids bug." + "reason": "Reject: SAM3 vision encoder output attribute error and Qwen2.5-VL video vision_position_ids bug are different model families." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor import vs unrelated image_utils import issue." + "reason": "Reject: AutoImageProcessor import failure and non-existent image_utils import are both import errors, but from different symbols and code paths." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwarg update bug vs cache missing during chunked prefill; distinct paths." + "reason": "Reject: generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked_prefill are not the same bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "torch.compile attention branching issue vs cache lazy-init recompilation issue." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 Moe from_pretrained regression; 45375 is the root-cause report." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized save bug vs Llama4 config missing pad_token_id." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Same bug family: generic Qwen3.5 Moe from_pretrained failure and the missing-field root cause." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "sentence-transformers import nn error vs Qwen3.5 kernel registration error." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate Qwen3ForCausalLM VRAM leak report." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Mistral regex patch crash vs auto_docstring future-annotations crash." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Missing AutoImageProcessor import vs HybridCache import error." + "reason": "Reject: kernel divergence under torch.compile and cache lazy initialization causing recompilation are different performance/correctness issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft edges. The accepted pairs are plausible duplicates/same-bug subclusters (45310/45375, 45375/45478, 42673/43704), and the rejects are generally well justified by distinct symptoms or code paths. The summary is appropriately cautious in describing the cluster as mostly heterogeneous with only those two clear duplicate subclusters." - }, - "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 }, @@ -12691,7 +12768,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:30333", "issue:30990", @@ -12701,6 +12778,7 @@ "issue:41628", "issue:42175", "issue:42222", + "issue:42673", "issue:42831", "issue:42898", "issue:42994", @@ -12708,30 +12786,30 @@ "issue:43232", "issue:43278", "issue:43377", - "issue:43723", + "issue:43525", + "issue:43704", "issue:43784", "issue:43824", - "issue:43874", "issue:43901", - "issue:44016", "issue:44038", "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44373", "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", "issue:44792", - "issue:45092", + "issue:44964", + "issue:45081", "issue:45103", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", + "issue:45375", "issue:45406", + "issue:45478", "issue:45561", "issue:45600", "issue:45712", @@ -12739,248 +12817,252 @@ "issue:46077", "issue:46123", "issue:46202", - "issue:46231" + "issue:46399" ], "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44964|issue:45137", + "issue:41628|issue:44351", "issue:45406|issue:46202", - "issue:44222|issue:45310", "issue:42994|issue:43824", - "issue:46077|issue:46123", + "issue:44222|issue:45310", "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:42831|issue:44222", "issue:42175|issue:45712", + "issue:46077|issue:46123", "issue:44496|issue:45561", "issue:45561|issue:45600", - "issue:43901|issue:45561", "issue:43232|issue:44792", "issue:43377|issue:44242", + "issue:43901|issue:45561", "issue:30990|issue:35141", - "issue:43278|issue:45137", "issue:42898|issue:44568", - "issue:44623|issue:45310", + "issue:43278|issue:45137", "issue:30333|issue:33290", + "issue:44623|issue:45310", "issue:44188|issue:44373", "issue:43065|issue:46123", "issue:42222|issue:45200", - "issue:42898|issue:45812", - "issue:43723|issue:44568", - "issue:44016|issue:46231", - "issue:43784|issue:43824", - "issue:43874|issue:45092", - "issue:44734|issue:45103", - "issue:42898|issue:44779", - "issue:42898|issue:45356" + "issue:42898|issue:45812" ], - "prepared_review_unit_hash": "2b131d7b373c37a31ed6e4ca9558186c7231d6bc6bdc72a670229f96693e0ded", + "prepared_review_unit_hash": "8300855820eb2c344ba85ef019bc907532d602a4b8fdeb2cc91246cc71c6fef7", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35867, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36665, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but substantively different bug reports; I would not merge any of the soft-edge pairs. The closest thematic overlap is among tokenizer/v5 regressions, but they still look like distinct code paths and fixes.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #42898 is the clearest standalone regression report in the set and the most plausible hub for the tokenizer/v5 subset, but the overall cluster is too heterogeneous to treat as one duplicate group.", + "summary": "This cluster is still mostly heterogeneous, but the evidence supports at least two clear duplicate pairs: the repeated Qwen3ForCausalLM VRAM leak report (42673/43704) and the repeated Qwen3.5 MoE from_pretrained error (45310/45478). Outside those, the soft links mostly span different bugs, models, or subsystems.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45310 is the strongest issue anchor because it is a concrete Qwen3.5 MoE from_pretrained regression and has an exact duplicate in issue:45478, with nearby Qwen/MoE issues making it the most central representative of that subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #42898 is the strongest representative issue: it is concrete, reproducible, and narrowly scoped to a specific tokenizer behavior regression.", + "best_issue_reason": "issue:45310 is the best global issue candidate for the cluster because it anchors the densest coherent subset and is backed by an exact duplicate pair, while most other items are unrelated false-positive matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Different bugs: Gemma4Processor missing `_tokenizer` vs Gemma pipeline roundtrip on `\u2581`." + "reason": "Same broad Qwen family, but different bugs: missing config field vs from_pretrained loading error." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different failure modes and APIs: quantized model saving vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both Qwen-related, but one is a MoE loading regression and the other is a missing vision config field." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated import-name error vs Qwen3.5 kernel registration error; not the same code path." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same symptom: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both raise AttributeError, but they concern unrelated subsystems and root causes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different problems: multimodal model load failure vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Different code paths: FP8 `save_pretrained` in MoE vs `from_pretrained` failure for Qwen3.5 MoE." + "reason": "Both are import errors, but for different missing symbols and unrelated code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor tokenization crash and Gemma pipeline roundtrip failure are distinct issues." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Unrelated failures: quantized model saving vs an import error for `Qwen2_5_VLForConditionalGeneration`." + "reason": "Different serialization/import bugs: quantized save failure vs missing Qwen2_5_VLForConditionalGeneration export." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Different functionality: attention-mask construction vs batch-finalization in `MaskGenerationPipeline`." + "reason": "Related Qwen/MoE context, but one is FP8 save_pretrained and the other is a loading regression." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE, but the concrete failures differ and do not look like one fixable code-path bug." + "reason": "Same rough family name, but different model variant and different failure mode." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols (`GenerationMixin` vs `AutoImageProcessor`) and likely different causes." + "reason": "Distinct import failures for different APIs: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as a `save_pretrained` serialization failure." + "reason": "FP8 accuracy issue and FP8 save_pretrained failure are not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency issue vs dummy-class cleanup/check-repo failure; not the same bug." + "reason": "Packaging/backend dependency issue vs leftover dummy-class cleanup issue." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different functional regressions: attention-mask construction vs batch finalization in generation pipeline." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition failure and an xdist file race are unrelated." - }, - { - "left": "issue:45561", - "right": "issue:45600", - "accept": false, - "reason": "Test-worker race on `captured_info.txt` vs stale auto-mapping references; different root causes." - }, - { - "left": "issue:43901", - "right": "issue:45561", - "accept": false, - "reason": "Docs mismatch for pipeline return values vs a parallel test-file race." + "reason": "Unrecognized model config and xdist file race are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after `sync_gpus` is unrelated to the Janus image-generation test failure." + "reason": "Generation kwargs/sync_gpus bug vs janus image-generation test failure are not the same code-path issue." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different model bugs: missing padding-mask support vs missing load-balancing loss when router logits are disabled." + "reason": "MIMI padding-mask bug and MoE router-loss omission are different model-specific regressions." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "A loading hang and an embedding reinitialization bug are not the same underlying issue." + "reason": "Documentation mismatch vs xdist file race; no shared underlying bug." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque underflow." + "reason": "Sentence-transformers loading stall and embedding reinitialization are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup behavior in v5 and the other is BOS/EOS insertion for a specific tokenizer." + "reason": "Both are tokenizer regressions, but they affect different behaviors and different models." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "`processor.save_pretrained(...)` missing files is a save/export issue, not the same as a Qwen MoE load failure." + "reason": "Embedding dtype drift in evaluation and a DeepSpeed deque error are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to an AdaFactor OOM in DeepSpeed." + "reason": "MLflow reporting on failed jobs and Adafactor OOM in DeepSpeed are separate issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a different serialization bug from Qwen3.5 MoE loading." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence and a wrong docstring are completely different kinds of changes." + "reason": "Torch.compile attention-kernel divergence and a wrong docstring are not the same change or bug." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy `Conv2d` cleanup in Sam3PixelDecoder is unrelated to the partial-batch `is_last` bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and a partial-batch pipeline bug are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken VitPose models and Gemma4 `mm_token_type_ids` defaults are different model-specific problems." + "reason": "Broken VitPose models and Gemma4 token_type_ids defaulting are different model issues." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and token-ID logic, so they are not one duplicate." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading in v5 and missing BOS/EOS on `add_special_tokens=True` are different behaviors." - }, - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Importing sentence-transformers with a missing `nn` symbol is unrelated to a missing Qwen VL export." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-patch helper in GLM46V and InternVL2 meta-init incompatibility are different multimodal loading bugs." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to the auto-docstring `__future__` annotations crash." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Kimi-K2.5 codec handling and warning behavior is a different tokenizer regression than `clean_up_tokenization_spaces`." + "reason": "Tokenizer cleanup behavior and Granite token ID regression are separate tokenizer bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but the summary overstates the evidence by saying the only clear duplicate is the Qwen3ForCausalLM VRAM leak report. The packet also contains an exact duplicate pair for issue:45310 and issue:45478 (same title and same Qwen3.5 MoE from_pretrained error), so the cluster has at least two clear duplicates. Because the summary misses that grounded fact, I can\u2019t accept it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12995,7 +13077,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", "issue:30333", @@ -13011,294 +13093,309 @@ "issue:43475", "issue:43479", "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", "issue:43976", + "issue:44016", "issue:44060", "issue:44075", "issue:44079", "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", "issue:44448", - "issue:44484", + "issue:44568", "issue:44623", "issue:44734", + "issue:44779", "issue:44869", "issue:44933", "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", "issue:45245", "issue:45310", - "issue:45381", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:46082", "issue:46132", "issue:46231", "issue:46305", "issue:46326", - "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:44295|issue:45656", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:42898|issue:45356", "issue:43723|issue:46326", + "issue:44295|issue:45656", "issue:42175|issue:44933", "issue:42898|issue:44448", "issue:44060|issue:45125", - "issue:45405|issue:45712", "issue:44075|issue:46231", - "issue:44222|issue:44297", + "issue:45405|issue:45712", "issue:43976|issue:44933", + "issue:44222|issue:44297", "issue:44933|issue:45712", "issue:44297|issue:45656", "issue:27957|issue:30333", - "issue:44222|issue:44623", "issue:30333|issue:34689", "issue:44448|issue:46132", + "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:43479|issue:44079", "issue:30333|issue:36331", "issue:30333|issue:35141", "issue:45245|issue:46132", "issue:43479|issue:44869", - "issue:44297|issue:45310", "issue:41628|issue:42757", - "issue:45071|issue:46082", + "issue:44297|issue:45310", "issue:43475|issue:46305", "issue:43723|issue:44977", "issue:44206|issue:45103", - "issue:43232|issue:46424", - "issue:45381|issue:46305", - "issue:44734|issue:46421", - "issue:44263|issue:45092", - "issue:44222|issue:44484" + "issue:43232|issue:46424" ], - "prepared_review_unit_hash": "46b73aa037e7d70902bd388c8391c859dcd54e43e0eb09e2bd512d9362571596", + "prepared_review_unit_hash": "bebf78c633795bb1b39c293bb620c3823a11e2d4444fbc069e48712d284b30cb", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36608, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37998, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose set of Transformers issues with many lexical similarities but little evidence of true duplication. Most soft pairs are related only at a broad subsystem level (save_pretrained, cache, imports, generation, config) and should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "No strong canonical issue emerges: the items span unrelated bugs and regressions across model loading, tokenizers, training, cache, config, dependency, and docs paths, so there is no single clear duplicate anchor.", + "summary": "These are mostly false-positive similarity links across unrelated Transformers issues. None of the soft pairs look like the same underlying bug, so I would reject all of them. No PRs are present. There is no single true canonical issue for the set; if forced to pick one representative, issue:44297 is the clearest standalone bug report.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be used as a representative anchor, issue 44297 is the most concrete, user-facing serialization bug, but it still does not meaningfully subsume the rest of the set.", + "best_issue_reason": "issue:44297 is the most concrete, narrowly scoped bug report among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer problems: from_pretrained loading vs add_special_tokens/BOS-EOS behavior." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docstring/parameter-name mismatch are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Distinct import failures in different packages/classes with different missing symbols." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal loading issues, but on different models and different failure modes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing bug vs auto-docstring annotations crash; unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a cleanup-behavior regression and the other is Deepseek-specific incorrect output." + }, + { + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Different code paths: buffer registration/readout vs optimizer stepping under deepspeed. Same broad training/runtime area, not the same bug." + "reason": "Separate tokenizer regressions affecting different model families and different causes." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression vs mistral_common continue_final_message behavior. No shared underlying failure." + "reason": "Generic tokenizer loading issue vs mistral_common continue_final_message logic bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading and deepspeed double optimizer step are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Both are import/dependency complaints, but they concern different missing symbols/packages and unrelated fixes." + "reason": "Backend dependency packaging issue vs missing image_utils import; different subsystems." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "One is a v5 tokenization cleanup behavior change; the other is a model output difference claim. Too indirect to treat as one bug." + "reason": "Different v5 regressions: cleanup-space behavior vs Pegasus output differences." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen model bugs: a tied-weights warning issue versus missing tensor-parallel plan support." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Unrelated release/versioning problem vs dummy-class cleanup failure." + "reason": "Qwen model bugs, but different classes and different underlying faults." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer behavior bug vs documentation parameter-name mismatch." + "reason": "Optimizer argument handling vs documentation typo; not the same bug." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata; not the same bug." + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs a missing image_utils import; unrelated causes and fixes." + "reason": "Python-version compatibility regression vs missing image_utils import; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue and tokenizer_class metadata mismatch are different failures." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Different import-related problems: a missing image_utils export vs leftover dummy classes in pt objects." + "reason": "Missing image_utils import and dummy class cleanup are separate problems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization metadata vs optimizer double-step under deepspeed are unrelated." + "reason": "Tokenizer config metadata bug vs deepspeed optimizer stepping bug; unrelated." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention model support vs MLflow reporting on failed jobs; no common underlying defect." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is processor file emission; distinct bugs." + "reason": "FlashAttention model support and MLflow reporting on failed training are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job/MLflow reporting bug vs Llama 3.2 Vision model loading regression." + "reason": "MLflow failure-status reporting vs a Llama 3.2 vision model loading regression." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Version-difference output regression vs AttentionInterface.register behavior change; too broad and not the same code path." + "reason": "Output regression in a specific model vs AttentionInterface.register behavior change; different scope and cause." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained paths: FP8 MoE serialization vs processor file export." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue vs processor.save_pretrained file omission; unrelated symptoms." + "reason": "FP8 accuracy issue and missing processor files are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config initialization bug vs ModelOutput key assignment bug." + "reason": "Multimodal config initialization bug vs ModelOutput None-key assignment bug." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting failure vs Trainer compute_loss signature incompatibility." + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job reporting vs embedding reinitialization after resize; unrelated." + "reason": "Training-status reporting vs embedding reinitialization on resize are different bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality limit error vs attention registration behavior change; no shared bug." + "reason": "Category-count runtime limit and AttentionInterface behavior change are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config defaulting bug vs Whisper timestamp decode crash; unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 MoE from_pretrained failure." + "reason": "Different issues in different components: multimodal config defaults vs Whisper timestamp decoding." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; same symptom class, not same defect." + "reason": "Missing transformers export and missing huggingface_hub export are different import issues." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Type-checking regression vs LlamaConfig head_dim validation; unrelated." + "reason": "Tokenizer metadata mismatch vs Qwen3.5 MoE from_pretrained regression are not the same defect." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM 3 Video attribute error vs MoonshineStreaming mask off-by-one; different model families and code paths." + "reason": "SAM 3 video attribute error and Moonshine streaming off-by-one are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation bug." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug are different code paths." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported feature-extractor arg vs auto_docstring crash with future annotations; unrelated." + "reason": "Feature extractor crash from unsupported arg vs auto-docstring annotations crash; unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update bug vs cache max length constraint handling; both cache-related but not the same issue." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL video input vs MoonshineStreaming sliding-window off-by-one." - }, - { - "left": "issue:44734", - "right": "issue:46421", - "accept": false, - "reason": "Serving KV-cache indexing crash vs lazy cache initialization causing recompilation; related domain, different bugs." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split indexing logic bug vs remote-code checkpoint incompatibility with v5 meta init; unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained bug vs max_shard_size default question; both touch saving, but not the same change." + "reason": "Generation kwargs update bug vs cache max length handling only for quantized cache; not the same issue." } ] }, @@ -13320,16 +13417,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30990", "issue:38175", - "issue:39401", "issue:41628", - "issue:42757", "issue:42831", "issue:42907", "issue:43122", @@ -13338,30 +13433,31 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:43761", "issue:43824", "issue:43873", "issue:44038", "issue:44190", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44360", "issue:44373", "issue:44483", + "issue:44484", "issue:44485", - "issue:44568", "issue:44623", + "issue:44734", "issue:44829", "issue:44871", "issue:44913", "issue:44945", + "issue:45071", "issue:45092", - "issue:45278", "issue:45310", "issue:45357", + "issue:45381", "issue:45406", - "issue:45753", "issue:45834", "issue:46002", "issue:46050", @@ -13369,21 +13465,27 @@ "issue:46209", "issue:46305", "issue:46402", + "issue:46421", "issue:46431" ], "soft_pairs": [ + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:44734|issue:46421", + "issue:44222|issue:44484", + "issue:44263|issue:45092", "issue:43873|issue:44945", "issue:46209|issue:46431", - "issue:44295|issue:44623", + "issue:43232|issue:45834", "issue:44373|issue:44485", + "issue:44295|issue:44623", "issue:44190|issue:46082", - "issue:43232|issue:45834", - "issue:43122|issue:46209", "issue:43723|issue:44871", + "issue:43122|issue:46209", "issue:44483|issue:45406", "issue:44263|issue:44360", - "issue:43479|issue:43644", "issue:42907|issue:46050", + "issue:43479|issue:43644", "issue:30990|issue:38175", "issue:44261|issue:45092", "issue:45092|issue:45357", @@ -13392,225 +13494,220 @@ "issue:44829|issue:46002", "issue:22355|issue:28282", "issue:44263|issue:44373", - "issue:42831|issue:44038", "issue:41628|issue:43824", + "issue:42831|issue:44038", "issue:43479|issue:44913", - "issue:43761|issue:46082", "issue:43408|issue:46402", - "issue:22355|issue:27957", - "issue:44945|issue:45753", - "issue:39401|issue:44568", - "issue:42757|issue:45278", - "issue:27957|issue:30990" + "issue:22355|issue:27957" ], - "prepared_review_unit_hash": "68265efbff3fe580f91868c266dd17b4de9eba88ae7c4276023b104f377d4bdf", + "prepared_review_unit_hash": "567cd44df5c0cb1655e5e4f352335ba2aedc7d1e7a7394f70f1c9b619a3b6e54", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36321, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct regression reports, model-specific bugs, or unrelated import/config issues. None of the soft pairs look like the same underlying bug/change, so I rejected all soft edges. The broadest representative issue is the transformers v5 import-regression report.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest representative item in this set, covering upgrade-related import failures after moving to Transformers 5.5.0.", + "summary": "The cluster is a loose collection of Transformers issues around loading, config, quantization, and generation regressions, but the soft pairs do not describe the same underlying bug/change. I would not merge any of the candidate pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45092 is the best representative anchor: it is a concrete Transformers v5 compatibility/loading regression and sits near the broadest shared theme in this set, even though the items are ultimately heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best cluster representative because it is broad, regression-oriented, and closer to a catch-all umbrella than the more model-specific reports.", + "best_issue_reason": "45092 is the strongest triage anchor because it describes a clear user-facing failure with a specific code path and broader impact than the more niche or documentation-only items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Different failures: quantization/offloading behavior versus pipeline-parallel output correctness." + "reason": "Both mention positional/windowing, but one is qwen2.5-vl video vision_position_ids and the other is MoonshineStreaming mask off-by-one; different code paths." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Unrelated subsystems: FP8 inference on B200 versus missing chat template in a processor." + "reason": "Generic PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; unrelated failures." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "One is a buffer read/position_ids error; the other is processor.save_pretrained missing files." + "reason": "KV-cache continuation tensor indexing crash in serve vs lazy cache init causing recompilation; not the same bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Docstring issue versus GLM-5 RoPE implementation bug; not the same code-path problem." + "reason": "FP8 MoE save_pretrained failure vs a question about max_shard_size default; different issues." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "DSA indexer torch.split handling vs remote-code/meta-init incompatibility; unrelated code paths." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Generation kwargs/sync_gpus behavior is unrelated to Kosmos2.5 OCR index errors." + "reason": "Quantization/offloading behavior vs pipeline parallelism output corruption; distinct execution problems." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template in a processor; unrelated subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs long OCR input indexing in Kosmos2.5; different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer version drift is unrelated to FP8 inference on Hopper/B200." + "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation discussion; not the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer error vs processor.save_pretrained missing files; different save/load problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading script issue vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and Gemma eos_token_id mismatch are different issues." + "reason": "Tokenizer loading regression in v5 vs Gemma eos_token_id mismatch; different components." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift across versions vs FP8 inference on B200; unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling is not the same as Gemma4Processor missing _tokenizer." + "reason": "chat/completions request handling regression vs Gemma4Processor missing _tokenizer; separate bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA/GlmMoe code, but they describe different defects and code paths." + "reason": "Both are in the DSA area, but one is torch.split return handling and the other is a missing ReLU; different fixes." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Default multimodal config initialization is unrelated to non-persistent buffer corruption on load." + "reason": "Both involve save/load of quantized models, but the model types and serialization paths differ; not the same concrete bug." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Different quantization/save-load failures on different models and mechanisms; not mergeable as one bug." + "reason": "Default vision/audio config initialization vs non-persistent buffers being filled with junk; distinct initialization bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to zero probabilities in SIGLIP2 classification." + "reason": "Sentence Transformers loading stall vs unexpected zero probabilities in siglip2; unrelated symptoms." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps precision issue and meta-initialization checkpoint incompatibility are distinct bugs." + "reason": "MLA q_a_layernorm epsilon precision error vs meta-initialization incompatibility; different numerical vs loading issues." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is checkpoint/meta-init incompatibility and the other is incorrect visual encoder keys on save." + "reason": "Remote-code checkpoint/meta-init incompatibility vs incorrect visual encoder keys saved in save_pretrained; different stages and failures." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to MoonshineStreaming\u2019s off-by-one mask window." + "reason": "Non-persistent buffer junk values vs sliding-window mask off-by-one; unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy problems are not the same as Qwen3.5 MoE from_pretrained errors." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5-MoE from_pretrained error; distinct failures." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "FlashAttention-3 degenerate training and NaNs after checkout/init are different training stability bugs." + "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads at checkout/init; different model behaviors." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to AutoModel failing because PyTorch is absent." + "reason": "Missing transformers.onnx module vs AutoModel PyTorch dependency ImportError; different import problems." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A tensor split bug and a docstring bug are not the same underlying issue." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "Different problems: FP8 accuracy versus a Qwen3-VL-Moe regression in Transformers 5." + "reason": "Indexer logic bug vs a docstring issue; not the same bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Import errors for different symbols are both broad import regressions, but they do not point to the same broken code path." + "reason": "Missing AutoImageProcessor import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and model families." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Incorrect default multimodal config initialization is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "CLIP vision hidden_states regression and Llama head_dim validation are unrelated model-specific issues." + "reason": "Default config initialization bug vs rotary_pct not persisting on reload; different config fields." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Sam3 tracker/model-type warning is unrelated to text encoder weights not being loaded." + "reason": "sam3_video/sam3_tracker type warning vs Sam3Model text encoder weights not loaded; separate loading issues." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 are distinct issues." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output correctness and Qwen3_5 image loop are different model/runtime bugs." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer offset_mapping bug is unrelated to add_special_tokens not adding BOS/EOS." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing dependency symbol and a broad multi-import regression are related in theme only, not the same bug." - }, - { - "left": "issue:27957", - "right": "issue:30990", - "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to Sentence Transformers hanging during load." + "reason": "Missing module import vs XLM-RoBERTa Flash Attention 2 behavior; unrelated." } ] }, @@ -13632,12 +13729,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ + "issue:27957", "issue:30990", "issue:33357", + "issue:39401", "issue:41628", "issue:42371", + "issue:42757", "issue:42796", "issue:42886", "issue:42907", @@ -13647,8 +13747,6 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43452", - "issue:43475", "issue:43550", "issue:43576", "issue:43646", @@ -13667,10 +13765,8 @@ "issue:44368", "issue:44373", "issue:44485", - "issue:44514", - "issue:44625", + "issue:44568", "issue:44704", - "issue:44829", "issue:44945", "issue:44964", "issue:45200", @@ -13678,12 +13774,17 @@ "issue:45290", "issue:45593", "issue:45600", + "issue:45753", "issue:46002", "issue:46132", "issue:46305", "issue:46369" ], "soft_pairs": [ + "issue:44945|issue:45753", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:27957|issue:30990", "issue:42886|issue:43066", "issue:44368|issue:46305", "issue:42796|issue:43723", @@ -13692,8 +13793,8 @@ "issue:43550|issue:46132", "issue:43646|issue:46002", "issue:43576|issue:43784", - "issue:44295|issue:44297", "issue:42371|issue:44263", + "issue:44295|issue:44297", "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:42907|issue:44945", @@ -13702,227 +13803,216 @@ "issue:42796|issue:43122", "issue:42907|issue:43937", "issue:41628|issue:45278", - "issue:44704|issue:45290", "issue:42907|issue:44964", + "issue:44704|issue:45290", "issue:43784|issue:45600", - "issue:44038|issue:44297", - "issue:44360|issue:44485", "issue:43116|issue:45200", - "issue:44038|issue:44295", - "issue:43756|issue:44060", - "issue:44625|issue:44829", - "issue:43408|issue:43475", - "issue:42907|issue:43452", - "issue:43122|issue:44514" + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43756|issue:44060" ], - "prepared_review_unit_hash": "3f4ccd3fc2c54a535ab646f50675c864ee6dcd98d56ecc5f88e4e8e8f36282e0", + "prepared_review_unit_hash": "18f2c99227f1404dc4a1482d850219bd755d33b11a2e45a5bc4976ab6dff456a", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36419, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports, with a loose theme of Transformers v5 regressions around imports, tokenizers, and model loading. None of the soft-edge pairs look like true same-bug duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: a general upgrade-to-v5 import regression that can reasonably represent the cluster better than the narrower, model-specific bugs.", + "summary": "This cluster is highly heterogeneous: it groups many unrelated issue reports across tokenizers, model loading, generation, quantization, and import regressions. I found no soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45278 is the broadest, most umbrella-like regression report in the set ('many import errors after update'), so it is the closest thing to a representative issue for this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative user-facing failure in the set and the best anchor if one issue must stand in for the cluster.", + "best_issue_reason": "#45278 is the best single representative because it captures a general upgrade/import regression pattern and is the most likely anchor for nearby variant reports, even though the cluster is not truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both mention incorrect outputs, but one is pipeline parallelism and the other is image-specific Qwen3_5 looping; different models and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset_mapping computation and the other is add_special_tokens/BOS-EOS insertion; not the same failure." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a missing huggingface_hub symbol and the other is a broad post-upgrade import-error report; not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs wrong decoder-type mapping; related tokenizer area, but different concrete bugs." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer subsystems with different symptoms." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "Both mention warnings/behavior in model internals, but one is a tied-weights warning and the other is a sliding-window off-by-one." + "reason": "A tie_word_embeddings warning and a sliding-window mask off-by-one are unrelated model/config vs streaming-mask bugs." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Specific tokenizer BPE-marker handling bug vs generic AutoTokenizer loading failure; not the same defect." + "reason": "Both involve tokenizer loading, but one is BPE-marker handling and the other is AutoTokenizer load failure in v5; distinct root causes." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized-model saving are unrelated failure modes." + "reason": "Tokenizer cache loading offline and quantized model saving failure are separate code paths." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same SAM3 family, but a type-mismatch warning is not the same as a memory overflow." + "reason": "A model-type warning during instantiation is unrelated to SAM3 LiteText memory overflow." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "One is a Bamba torch.compile/SDPA bug; the other is an AttentionInterface registration behavior change." + "reason": "torch.compile/SDPA failure in a model is not the same as AttentionInterface.register changing function behavior." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different code paths and symptoms." + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different failure modes." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command vs import-time NameError in sentence-transformers; not the same bug." + "reason": "A broken env CLI command and a NameError importing sentence-transformers are distinct import/CLI issues." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Position_ids buffer access error and tokenizer_class mismatch on save are separate tokenizer/model save issues." + "reason": "TF32 configuration guidance and a torch.split return-value bug are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "TF32 settings warning is unrelated to the DSA indexer torch.split issue." + "reason": "Reading position_ids after buffer registration and tokenizer_class metadata mismatch are different serialization/runtime problems." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Mapping-lookup None handling and cached_file kwarg forwarding are different API bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are separate loader issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "SentenceTransformers loading hang and Mac bus error on CLIP are distinct runtime failures." + "reason": "Loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are not the same bug." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized-model save failure and pipeline-parallel output corruption are unrelated." + "reason": "Dequantized Ministral/Devstral save failures and pipeline-parallelism output errors are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss omission do not share a code path." + "reason": "A generation sync_gpus/update kwargs issue and missing auxiliary losses in D-FINE are different code paths." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA precision/config issue and a wrong docstring are not duplicate bugs." + "reason": "A q_a_layernorm epsilon precision bug and a wrong docstring for position_ids are not the same underlying change." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenization, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization change." + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is version-to-version tokenization drift; different mechanics." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are unrelated." + "reason": "Model save failure and invalid GenerationConfig for GLM-5 are separate failure modes." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor import is one instance of v5 import breakage, but 45278 is a broad umbrella rather than the same concrete bug." + "reason": "Missing AutoImageProcessor import and broad import errors after upgrade are both import regressions, but not the same symbol/path failure." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "AutoProcessor kwarg forwarding and chat-template crashes with tool-call messages are different processor bugs." + "reason": "Quantized model saving and Phi-4 multimodal model loading are unrelated." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Quantized save failure and loading Phi-4 multimodal are unrelated model-loading problems." + "reason": "AutoProcessor kwargs propagation and chat-template crashes with tool calls are distinct API paths." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and stale auto_mappings references are different regression types." + "reason": "A missing nn import in sentence-transformers and stale auto_mappings CI references are separate import issues." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch are not the same issue." + "reason": "Example-script multi-label classification returning empty results and Gemma 4 mm_token_type_ids defaults are unrelated application bugs." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation omission and GLM-5 RoPE implementation are unrelated architecture bugs." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example-script multi-label output bug and Gemma 4 text-only token-type defaults are different behaviors." + "reason": "DSA lacking ReLU and GLM-5 RoPE implementation are different model-internal algorithm issues." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe issue and position_ids buffer access error have no shared failure mechanism." + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and Qwen3-Next tied-weights warning are separate model-specific config problems." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "num_labels propagation and flash_attention_3 training collapse are unrelated bugs." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Both are SAM 3 Video related, but model-type warning and missing fpn_position_embeddings are different defects." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Quantized-model saving and gguf_file loading failures are distinct pre/post-save code paths." - }, - { - "left": "issue:43122", - "right": "issue:44514", - "accept": false, - "reason": "Tokenizer output differences across versions and batched chat-template crashes are not the same bug." + "reason": "Smollm3 RoPE-layer count discrepancy and Qwen3-Next tied-weights warning are different model-definition bugs." } ] }, @@ -13944,24 +14034,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:22355", "issue:28218", - "issue:29127", "issue:29159", "issue:36296", "issue:39401", - "issue:42175", "issue:42222", "issue:42371", "issue:42757", "issue:42831", + "issue:42907", "issue:43066", "issue:43116", "issue:43122", + "issue:43408", "issue:43441", - "issue:43493", + "issue:43452", + "issue:43475", "issue:43611", "issue:43824", "issue:43825", @@ -13973,28 +14064,33 @@ "issue:44075", "issue:44222", "issue:44279", + "issue:44295", "issue:44297", "issue:44351", "issue:44355", "issue:44485", "issue:44488", + "issue:44514", "issue:44521", + "issue:44625", "issue:44704", "issue:44779", + "issue:44829", "issue:44936", - "issue:44938", - "issue:45083", "issue:45216", "issue:45357", "issue:45446", "issue:45478", - "issue:45563", - "issue:45753", "issue:46002", "issue:46231", "issue:46328" ], "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:43122|issue:44514", "issue:44038|issue:44222", "issue:43122|issue:44779", "issue:44279|issue:46328", @@ -14017,230 +14113,218 @@ "issue:42222|issue:43441", "issue:44038|issue:45478", "issue:43976|issue:45446", - "issue:45357|issue:45478", - "issue:43493|issue:45753", - "issue:44075|issue:44936", "issue:43116|issue:43825", - "issue:43116|issue:43493", - "issue:45083|issue:45446", - "issue:22355|issue:29127", - "issue:43937|issue:45563", - "issue:42175|issue:44938" + "issue:44075|issue:44936", + "issue:45357|issue:45478" ], - "prepared_review_unit_hash": "7f9d60c97c7a6911934bb92b852cb77de5c4f2823479ffa6411b2d4984262046", + "prepared_review_unit_hash": "453e7f10aced27c0b0e15a5d89bea12a8e27b944d311186fee3a1002d6f5ce21", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35813, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set; it mixes unrelated tokenizer regressions, model-specific load/save bugs, import errors, and documentation/performance issues. No soft edge looks like the same underlying bug/change with enough precision to merge.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set, so it is the least-bad anchor for the small tokenizer-related subgroup, though the overall cluster is still heterogeneous.", + "summary": "This set is mostly heterogeneous. There is some broad overlap around tokenizer/model-loading regressions, but none of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43122 is the broadest representative of the tokenizer-regression subgroup, but the overall set is too mixed for a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best single representative issue because it has the clearest cross-version tokenizer regression framing and the strongest chance of being an umbrella for nearby tokenizer complaints; it still does not justify merging the whole cluster.", + "best_issue_reason": "Issue 43122 is the most general and representative issue in the tokenizer-related subset; it best fits as an anchor only because the rest of the set does not collapse into one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both involve classification, but one is a Qwen3.5 config propagation bug and the other is a flash_attention_3 training degeneration issue; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe loading behavior versus a position_ids buffer read error. No shared underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute crash in a different object. Not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different features entirely: dequantized save failure for Ministral/Devstral versus gguf_file / from_pretrained loading behavior." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression versus a multimodal apply_chat_template batching crash; only a generic tokenization theme is shared." + }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention moe models, but one is a Qwen3-VL-Moe load/inference bug and the other is FP8 save_pretrained behavior; different code paths and symptoms." + "reason": "Both mention Moe models, but one is a load bug for Qwen3-VL-Moe and the other is an FP8 save_pretrained issue. Not mergeable as one bug." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a generic cross-version tokenization change and the other is Deepseek-specific incorrect output; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they target different models and failure modes; not the same underlying change." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency complaint is unrelated to a SequenceFeatureExtractor.pad performance issue." + "reason": "Dependency issue versus a performance regression in SequenceFeatureExtractor.pad; no duplicate evidence." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization regression vs apply_chat_template assistant mask bug; different APIs and failure modes." + "reason": "Tokenization differences versus zeroed assistant masks in multimodal chat templates. Distinct behavior and likely distinct fixes." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; no shared underlying fix is evident." + "reason": "Separate import errors for different symbols. No common code-path or fix." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; too different to merge." + "reason": "Same model family and both involve save/from_pretrained, but one is checkpoint saving and the other is loading. Different concrete bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs loading failure for an unrelated model." + "reason": "Qwen3 offset_mapping bug versus loading failure for a different model. No underlying duplicate." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping issue does not match a multimodal assistant_mask bug." + "reason": "Offset mapping correctness and assistant mask generation are different tokenizer/template issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX import failure and added-token spacing are unrelated." + "reason": "A missing transformers.onnx module import is unrelated to added-token spacing behavior." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Import errors, but from different packages and missing names; not the same defect." + "reason": "Both are import errors, but for different packages/symbols and likely unrelated dependency causes." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "No module import problem vs slow/fast tokenizer inconsistency." + "reason": "Missing module import versus slow/fast tokenizer inconsistency; no shared defect." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script classification output bug are unrelated." + "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained, but one misses a weight during model load while the other drops kwargs in processor file resolution." + "reason": "Missing embed_tokens.weight in from_pretrained versus kwargs not forwarded to cached_file. Different call sites and bugs." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type serialization is different from Deepseek tokenization producing incorrect results." + "reason": "Both concern tokenizer behavior in v5, but one is decoder type serialization and the other is incorrect tokenization outputs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are distinct model issues." + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files and a documentation parameter-name typo are unrelated." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base model prefix loading regression and NaNs in classification heads are different bugs." + "reason": "base_model_prefix loading regression versus NaNs in classification heads; no common underlying bug." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior docs/API issue vs missing image processor method; no overlap." + "reason": "TF32 API guidance and a GLM46V image processor method missing are unrelated." }, { "left": "issue:42831", "right": "issue:44297", "accept": false, - "reason": "FP8 accuracy issue and tokenizer_class mismatch are separate save/load concerns." + "reason": "FineGrainedFP8 accuracy issue versus tokenizer_class mismatch in tokenizer_config.json. Different subsystems." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen/MoE related, but one is Qwen3-VL-Moe and the other is Qwen3.5 Moe from_pretrained; not the same concrete bug." + "reason": "Different Qwen3-family problems: one is Qwen3-VL-Moe loading, the other is Qwen3.5-Moe from_pretrained errors. Not the same bug." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility failure and a PyTorch version-check bug are unrelated." - }, - { - "left": "issue:45357", - "right": "issue:45478", - "accept": false, - "reason": "Both concern Qwen3.5 and version 5.x, but one is incorrect visual-encoder save_pretrained keys while the other is a from_pretrained load error." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are unrelated model issues." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer argument handling and trainer evaluate/train interaction are separate training bugs." + "reason": "Python version compatibility complaint versus a PyTorch version check bug in flex_attention. Not duplicates." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example multi-label classification returning empty results is unrelated to a pipeline error message about translation support." + "reason": "Example-script multi-label output bug versus pipeline task-support error messaging; unrelated code paths." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Classification example script bug and SigLIP2 implementation discrepancy are unrelated." + "reason": "Optimizer argument handling is unrelated to trainer.evaluate failing after train." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "qwen3_omni_moe feature-length helper behavior and flex_attention version gating are different code paths." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Importing transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GLM generation config validation and a stale warning in paged generate() are different generation bugs." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Backend packaging issue for pip install '.[torch]' and Python 3.14 load failure are unrelated environment problems." + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual encoder keys on save_pretrained and the other is a from_pretrained load error. Too different to merge." } ] }, @@ -14262,23 +14346,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ + "issue:22355", + "issue:29127", "issue:33453", "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", "issue:42673", "issue:43064", - "issue:43066", + "issue:43116", "issue:43122", "issue:43381", - "issue:43408", - "issue:43421", "issue:43450", + "issue:43493", "issue:43673", - "issue:43742", "issue:43827", "issue:43937", "issue:43986", @@ -14287,33 +14372,37 @@ "issue:44380", "issue:44410", "issue:44466", - "issue:44484", - "issue:44496", "issue:44625", "issue:44779", "issue:44829", - "issue:44877", + "issue:44938", "issue:44945", - "issue:44964", "issue:44977", "issue:45071", "issue:45072", "issue:45081", + "issue:45083", "issue:45216", "issue:45278", "issue:45310", "issue:45405", "issue:45446", - "issue:45478", + "issue:45563", "issue:45588", + "issue:45753", "issue:46002", "issue:46077", "issue:46178", - "issue:46231", "issue:46298", - "issue:46328" + "issue:46512" ], "soft_pairs": [ + "issue:43493|issue:45753", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43937|issue:45563", "issue:38617|issue:45278", "issue:33453|issue:39401", "issue:44625|issue:46002", @@ -14328,240 +14417,217 @@ "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:44410|issue:45310", - "issue:43122|issue:46298", "issue:38617|issue:41628", + "issue:43122|issue:46298", "issue:44117|issue:45081", - "issue:42673|issue:45072", "issue:42222|issue:46178", + "issue:42673|issue:45072", "issue:44291|issue:45071", "issue:44829|issue:45216", - "issue:43408|issue:43742", - "issue:44877|issue:46231", - "issue:44484|issue:45310", - "issue:39401|issue:43421", - "issue:43937|issue:44496", - "issue:44117|issue:46328", - "issue:43066|issue:43122", - "issue:44964|issue:45278", - "issue:44410|issue:45478" + "issue:45071|issue:46512" ], - "prepared_review_unit_hash": "84ace9a682172bce6794b58ea46dd9d0c992a5919cbc31d42329591f243939cc", + "prepared_review_unit_hash": "82338208617f4ea18445ae5757ecf3308fda8b12e00be6e1ca5dd8aec219f007", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36702, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35470, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster remains heterogeneous: it mixes distinct v5 regressions across tokenizers, model loading, attention/config handling, and docs. issue:45278 is still the best broad representative, but it is an umbrella rather than a true duplicate canonical.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, covering multiple import failures after upgrading to v5.5.0, so it best represents the cluster even though the items are not one duplicate bug.", + "summary": "The cluster is thematically related (mostly transformers/v5 regressions and import/loading issues), but the soft pairs are different bugs or unrelated fixes rather than true duplicates. No soft edge should be merged.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set, covering multiple import regressions after upgrading to 5.5.0, so it is the closest representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally applicable issue to represent this mixed cluster, but it should be treated as a coarse umbrella, not a precise duplicate target.", + "best_issue_reason": "45278 best serves as a representative issue because it spans the widest upgrade-breakage/import-error theme among these mostly heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 discrepancy vs a Qwen3.5 image-loop bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification empty results is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "One is a qwen3_omni_moe helper behavior issue; the other is a PyTorch version gate for flex_attention imports." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging for TensorFlow vs Python 3.14 load failures are different problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." + }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression; not the same concrete bug." + "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad upgrade report; not the same concrete failure." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression vs. Qwen3 offset_mapping bug are different symptoms and likely different code paths." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer bugs." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are unrelated model-behavior issues." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Eval-mode gradient checkpointing failure and pipeline-parallel wrong outputs are distinct training/runtime problems." + "reason": "Gradient checkpointing in eval mode and pipeline-parallel incorrect outputs are different runtime behaviors." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback and flash-attention crash on s_aux=None affect different subsystems." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but they involve different models and different mechanisms." + "reason": "Both touch attention, but GPT2 scaling being ignored and Gemma4 mask construction are different code paths." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they are model-specific incorrect-tokenization reports without evidence of a shared root cause." + "reason": "Incorrect offset mapping for Qwen3 and Deepseek tokenizer output regressions are separate model-specific tokenizer bugs." }, { "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() and a flex_attention import version check are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape bug and missing-torchvision crash are different video-processing failures." + "reason": "Batched video shape handling and missing torchvision crash are different video-processing issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption in training and missing generation cache during chunked prefill are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are unrelated training vs generation bugs." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." + "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same defect." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and Qwen3.5 flash-attention generation failure are different issues." + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation failure are different issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A released-version dependency bump and a PyTorch version check bug are not the same bug." + "reason": "A minimum PEFT version bump and a PyTorch version check bug are separate dependency-management issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-loading defects." + "reason": "Missing Qwen3next projections and a Qwen3.5 from_pretrained error are different model-loading bugs." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Tokenization regression and noisy logging are unrelated." + "reason": "Both are import errors, but they point to different missing names and likely different fixes." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different regression causes." + "reason": "Tokenizer behavior differences and a noisy logging message are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are different tokenizer-loading bugs." + "reason": "A mapping lookup returning None and a Mistral regex patch crash in a tokenizer backend are different failures." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threading and bfloat16 dtype mismatch in CI are unrelated." + "reason": "VitPose breakage and BACKENDS_MAPPING rejecting tensorflow_text are unrelated backend/model issues." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Broken vitpose models and an unsupported backend error are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in CI are unrelated problems." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking breakage are both init-path regressions, but not the same concrete bug." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and PretrainedConfig type-checking are separate v5 regressions." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained regression are unrelated." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Wrong model-type warning and MobileLLM key error are different model-loading issues." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config loading and a documentation parameter-name typo are unrelated." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 from_pretrained failure are different bugs." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Qwen3 offset mapping and runtime special-token post-processor updates are different tokenizer behaviors." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Invalid generation config and unrecognized model/config missing model_type are different validation failures." - }, - { - "left": "issue:44117", - "right": "issue:46328", - "accept": false, - "reason": "Tokenizer mapping fallback and SequenceFeatureExtractor.pad performance issue are unrelated." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but the evidence only supports a loose family resemblance; there is no clear shared root cause or single mergeable fix." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "A specific multimodal model-load failure and a broad import-error report are not the same bug." + "reason": "FlashAttention 3 degenerate training and Qwen3.5 checkpoint serialization are different symptoms and code paths." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Different Qwen3.5 loading failures with different model details; not enough to treat as one duplicate." + "reason": "Type-checking breakage in PretrainedConfig and stale config.dtype after from_config are distinct config bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall cluster summary is grounded: the packet does look heterogeneous, and using issue:45278 as a broad representative is reasonable. However, the soft-edge verdict for issue:43066 vs issue:43122 is too strong for the evidence in the packet. Both are tokenizer-related v5 regressions, but the titles only support a loose family resemblance, not a clearly shared root cause or a single mergeable bugfix. For this review, that positive accept is not conservative enough." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14577,30 +14643,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", "issue:42673", - "issue:42831", "issue:43012", + "issue:43066", "issue:43097", - "issue:43335", + "issue:43122", "issue:43352", + "issue:43408", + "issue:43421", "issue:43441", - "issue:43452", "issue:43577", - "issue:43673", + "issue:43742", "issue:43874", "issue:43906", - "issue:43931", - "issue:43976", - "issue:43986", - "issue:44038", + "issue:43937", "issue:44075", "issue:44117", "issue:44188", @@ -14608,18 +14673,19 @@ "issue:44261", "issue:44263", "issue:44360", + "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", + "issue:44877", "issue:44913", - "issue:44933", - "issue:44945", - "issue:44977", - "issue:44987", + "issue:44964", "issue:45071", - "issue:45440", + "issue:45278", + "issue:45310", "issue:45464", "issue:45478", "issue:45542", @@ -14629,266 +14695,248 @@ "issue:46328" ], "soft_pairs": [ + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44117|issue:46328", + "issue:44964|issue:45278", + "issue:44410|issue:45478", "issue:42222|issue:45542", - "issue:42371|issue:44261", "issue:44075|issue:45656", - "issue:44188|issue:46328", + "issue:42371|issue:44261", "issue:38617|issue:44220", "issue:44483|issue:45464", - "issue:43012|issue:43577", + "issue:44188|issue:46328", "issue:42175|issue:42222", + "issue:43012|issue:43577", "issue:44913|issue:46328", "issue:43097|issue:44493", + "issue:41628|issue:45071", "issue:44263|issue:44485", "issue:43874|issue:44261", - "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:27957|issue:43352", - "issue:44263|issue:46172", "issue:44484|issue:45478", + "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43441|issue:44829", - "issue:42673|issue:44977", - "issue:42673|issue:43906", - "issue:42371|issue:42831", - "issue:43931|issue:44038", - "issue:43335|issue:45071", - "issue:43097|issue:43452", - "issue:44933|issue:46231", - "issue:43874|issue:44263", - "issue:43986|issue:44484", - "issue:43673|issue:46328", - "issue:43976|issue:44945", - "issue:44117|issue:44987", - "issue:45440|issue:46172" + "issue:42673|issue:43906" ], - "prepared_review_unit_hash": "44bd56b631acc2f6e405709596e61c060d530ea61d5c92ce323f93cd336250b5", + "prepared_review_unit_hash": "98c5dee2c1d7a48c241e5fe1c0024e34c1df38b67f4cec6cb11db3a8b8642d94", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 29, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of Transformers bug reports spanning unrelated areas (model-specific Flash Attention issues, import failures, backend/install problems, config regressions, and optimizer/runtime bugs). None of the soft-similarity pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43097 is the best anchor for the set: it describes a concrete, user-visible v5 API break with downstream impact and is more representative of the version-regression theme than the narrower model-specific reports.", + "summary": "The only clear duplicate in this packet is the Qwen3.5 MoE from_pretrained pair: 44484 and 45478 share the same title, and 44484 is the earlier, longer report while 45478 is later and shorter. The other soft pairs are better treated as separate issues based on their titles and report context.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44484 is the better canonical issue because it is the earlier and more detailed report, and it matches issue:45478 by identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest overall representative because it is a clear breaking-change report with broader applicability and higher triage value than the other, mostly isolated model/backend bugs.", + "best_issue_reason": "issue:44484 is the strongest representative issue in this set because it is the earlier, fuller report of the duplicated Qwen3.5 MoE from_pretrained problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both involve TF/backend-related breakage, but one is a VitPose model failure and the other is a missing TensorFlow backend install path; different underlying bugs." + "reason": "Different titles and different problem types: a model-type warning versus a key error while loading a model." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "TF32 settings guidance and an MLA RMS epsilon precision bug are unrelated precision topics, not the same defect." + "reason": "A config-loading regression and a documentation/parameter-name mismatch are not the same bug." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "One is about SGD args being ignored, the other about optimizer.step() being called twice under DeepSpeed; different optimizer-path failures." + "reason": "Related Qwen3.5 MoE/loading themes, but the titles point to different reported problems: save_pretrained shard size versus from_pretrained error." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated code paths." + "reason": "Tokenizer offset_mapping behavior and runtime post-processor updates are different tokenizer issues." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "An import error for configuration_utils and an audio feature extraction issue are different failures with no shared bug." + "reason": "GenerationConfig validation and unrecognized-model loading are different failure modes." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Both affect chat/completions, but one is a v5.3 API rejection and the other is a Qwen3.5 streaming inference failure; not the same bug." + "reason": "Both are tokenizer-related, but one is about decoder type and the other is about changed tokenization output." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44117", + "right": "issue:46328", "accept": false, - "reason": "A PyTorch warning when compiling bf16 models is not the same as Blip2 dtype propagation staying float32." + "reason": "A None-handling assumption in from_pretrained and a padding performance issue are unrelated." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Both mention TensorFlow, but one is packaging/backend installation and the other is model breakage in VitPose." + "reason": "A model-specific load failure and broad import errors after upgrade are not the same underlying issue." }, { - "left": "issue:44913", - "right": "issue:46328", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "GPTNeoX rotary_pct reload regression and a padding performance issue are unrelated." + "reason": "Missing projections in qwen3next is a different model-specific issue than a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different config/state-dict regressions." + "reason": "A vitpose breakage and a TensorFlow backend installation problem are different bugs." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "A torch.split return-value issue and a GLM-5 RoPE implementation issue are different tensor logic bugs." + "reason": "An optimizer-args issue and an optimizer-step-called-twice issue are separate optimizer bugs." }, { - "left": "issue:43874", + "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches and missing rms_norm_eps affect different multimodal/model components." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different API breakages." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Type-checking regression in PretrainedConfig is unrelated to the TensorFlow backend/install issue." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and NemotronHForCausalLM Flash Attention 2 support are different model-specific capability gaps." + "reason": "TF32 behavior settings and an MLA layernorm epsilon issue are unrelated." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Both touch tensor transforms, but the DSA indexer split bug and the deepseek-v4 transpose bug are different code paths." + "reason": "An import error for a missing symbol and a feature-extraction issue are different code paths." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "A shard-size question and a Qwen3.5-Moe from_pretrained error are unrelated." + "reason": "A /v1/chat/completions API failure and a streaming inference failure on a specific model are not the same report." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor transpose are distinct implementation bugs." + "reason": "A torch.compile attention-kernel issue and a padding performance issue are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Ministral FlashAttention failure and flash_attention_3 degenerate training are both attention-related but not the same defect." + "reason": "A backend installation/package issue and a model breakage report are different problems." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A VRAM leak in multithreaded loading is different from Qwen3.5 generation corruption under flash-attention." + "reason": "A bfloat16 compile warning and a dtype propagation bug in BLIP2 are different issues." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44913", + "right": "issue:46328", "accept": false, - "reason": "The VRAM leak and the isolated reproduction of issue 38071 are unrelated issues." + "reason": "A config reload regression and a padding performance regression are unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "TF32 behavior control and FineGrainedFP8 accuracy regression are separate precision/accuracy concerns." + "reason": "A removed config field and unexpected position-id keys are different compatibility problems." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a loading mismatch, while Qwen3-VL-Moe on transformers 5.0 is a version-compatibility bug." + "reason": "A missing import and a PretrainedConfig type-checking regression are distinct API issues." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "A SwitchTransformers config edge case and a PretrainedConfig type-checking regression are different failures." + "reason": "A torch.split return-value issue and a RoPE implementation question are different implementation bugs." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and gguf_file breaking tokenizer/model loading are unrelated loading/API issues." + "reason": "A missing image-patch helper and a layernorm epsilon issue are unrelated." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "A nonexistent image_utils import and a documentation typo about set_training parameters are not the same bug." + "reason": "Type-checking regression and TensorFlow backend errors are different problems." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "GLM46V image processor method absence and torch.split return values are unrelated component bugs." + "reason": "Both mention Flash Attention support, but they are different model-specific issues." }, { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "AutoProcessor crashing without torchvision and max_shard_size default behavior are unrelated." + "left": "issue:44484", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same reported from_pretrained problem; 44484 is the earlier, more detailed report." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Generation cache missing during chunked prefill and SequenceFeatureExtractor.pad performance are different areas." + "reason": "A torch.split return-value issue and a transpose/dtype issue are different code paths." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Python version support for Transformers 5.1.0 and incorrect output under pipeline parallelism are unrelated regressions." + "reason": "A missing ReLU in one component and a deepseek-v4 transpose/dtype issue are unrelated." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failing are different loader issues." + "reason": "A FlashAttention failure and a degenerate-training report are different concrete bugs." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Native DeepseekV3MoE divergence from remote implementation and the deepseek-v4 comb.to/transpose bug are different DeepSeek-model issues, not the same code-path problem." + "reason": "A VRAM leak in multi-threaded Qwen3ForCausalLM usage and an isolated reproduction of another issue are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call on issue:44484 / issue:45478 is plausible, but the justification is not sufficiently grounded in the packet. The packet only shows titles, dates, and body lengths; it does not expose the claimed Qwen3.5.5/Qwen3.5 MoE failure mode, version constraint, or \"clear concrete reproduction.\" Several soft-edge reasons also mention specifics that are not visible here. Please keep the rationale at the level supported by the packet (e.g. same title, later shorter report, earlier more detailed report) and avoid asserting hidden-body details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14903,309 +14951,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:38617", + "issue:42371", "issue:42617", "issue:42673", "issue:42757", + "issue:42831", "issue:42890", - "issue:42907", - "issue:43012", "issue:43064", - "issue:43066", "issue:43097", - "issue:43208", + "issue:43452", "issue:43502", - "issue:43550", - "issue:43825", + "issue:43673", "issue:43873", - "issue:43906", + "issue:43874", "issue:43931", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", "issue:44062", "issue:44117", "issue:44261", + "issue:44263", "issue:44315", "issue:44351", - "issue:44368", "issue:44410", "issue:44484", "issue:44485", - "issue:44655", "issue:44704", - "issue:44936", + "issue:44933", + "issue:44945", "issue:44964", + "issue:44977", + "issue:44987", "issue:45103", "issue:45200", - "issue:45290", "issue:45341", - "issue:45372", "issue:45375", - "issue:45561", + "issue:45440", "issue:45588", - "issue:45712", "issue:45753", "issue:45859", "issue:46050", + "issue:46172", + "issue:46231", "issue:46298", - "issue:46365", + "issue:46328", "issue:46369" ], "soft_pairs": [ - "issue:43064|issue:44315", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43976|issue:44945", + "issue:43673|issue:46328", + "issue:44117|issue:44987", + "issue:45440|issue:46172", "issue:38617|issue:42757", + "issue:43064|issue:44315", "issue:43097|issue:45588", "issue:43097|issue:46050", "issue:43502|issue:43992", "issue:44410|issue:45375", - "issue:42890|issue:46298", "issue:44038|issue:44410", + "issue:42890|issue:46298", "issue:43931|issue:44410", "issue:42673|issue:45200", "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:44261|issue:44485", - "issue:45341|issue:45859", "issue:43097|issue:43873", + "issue:45341|issue:45859", "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:45753|issue:46369", - "issue:42617|issue:45341", - "issue:43986|issue:45372", - "issue:43986|issue:45341", - "issue:45341|issue:45588", - "issue:45341|issue:45561", - "issue:43986|issue:45290", - "issue:43992|issue:44484", - "issue:44936|issue:46365", - "issue:43208|issue:43550", - "issue:43066|issue:43906", - "issue:43012|issue:43550", - "issue:42907|issue:44655", - "issue:43012|issue:44368", - "issue:45712|issue:46298", - "issue:43825|issue:44655", - "issue:42907|issue:45753", - "issue:43097|issue:46298" + "issue:42617|issue:45341" ], - "prepared_review_unit_hash": "3fec7ee8ad0f8d948c4a70e3e62a5931a933c2da6515c794a33b0edeca33ea75", + "prepared_review_unit_hash": "751a6cef446886bd928eb7d785dfc129ac4f849e3e8b79077c00f96592deb21d", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38370, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "soft_pair_count": 31, + "serialized_chars": 36701, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated regressions and edge-case bugs spread across different models, loading paths, and utility code. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. Issue 43097 is the best cluster anchor because it is the broadest v5 regression report and has the strongest cross-cutting signal.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43097 is the most umbrella-like report in the set: a Transformers v5 breaking-change regression with multiple inbound references and discussion, making it the best anchor for the cluster.", + "summary": "This cluster is heterogeneous: import/export regressions, model-specific loading bugs, training/runtime issues, and a few docs/test nits. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.81, + "canonical_issue_reason": "No true canonical duplicate stands out; issue:43097 is the closest cluster anchor because several nearby reports are broad v5/API-churn regressions, but the set is too mixed to treat as one bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the most representative and broadly impactful issue here; it captures a cross-cutting v5 regression rather than a model-specific or one-off failure.", + "best_issue_reason": "issue:43097 is the best representative only in a loose thematic sense\u2014it has the broadest v5 regression framing and the most overlap with other API-change complaints, though it is not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: VRAM leak in multi-threaded dataloader use vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to the FineGrainedFP8 accuracy bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model-loading issues affecting different Qwen3 variants and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API warning; the other is a gguf_file loading regression in AutoTokenizer/AutoModel." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Image import failure vs a documentation parameter-name typo; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-processor method vs a torch.split return-value issue in a different model path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to the save_pretrained shard-size question." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and pipeline-parallelism output corruption are different issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked_prefill cache regression and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as a model-loading failure for a specific repo." + }, + { + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Different failures: optimizer-state/rank mismatch in FSDP2+PEFT vs Liger Kernel not applied with model_init." + "reason": "Remote-implementation divergence vs a DeepSeek-V4 tensor transform issue; different code paths." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying bug." + "reason": "Both are import errors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: removed v5 embedding API vs flash_attention crash on sink-less models." + "reason": "Removed tie_embeddings API and flash_attention crash on s_aux=None are different failures." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different regression classes: removed v5 API surface vs quantized model save/load corruption." + "reason": "API removal is unrelated to quantized save/load breakage after sinq." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both involve model loading, but one is unintended network access and the other is a missing state-dict weight." + "reason": "local_files_only still triggering network access is a different bug from missing embed_tokens.weight on UMT5Encoder." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen config/model issues, but they concern different missing fields and different model variants." + "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different defects." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Test flakiness from missing seeding is unrelated to a noisy logging message." + "reason": "Different Qwen3-family issues with different missing components and failure modes." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different Qwen problems: a v5 compatibility bug for Qwen3-VL-Moe vs missing projections in qwen3next layer 0." + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model-loading failures: Qwen3-VL shape mismatch vs missing attention projections in a different model." + "reason": "Model weight-shape mismatch and missing attention projections are not the same underlying bug." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "VRAM leak in multithreaded dataloaders is unrelated to Gemma 4's mm_token_type_ids defaulting behavior." + "reason": "VRAM leak in threaded dataloading vs mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing exports and different stack paths." + "reason": "Both are import-name failures, but they concern different symbols and modules." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken argument collision is a tokenizer construction bug; TOKENIZER_MAPPING_NAMES returning None is a separate mapping/lookup issue." + "reason": "AddedToken special-argument duplication is unrelated to tokenizer-mapping None handling." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model math issues: missing rms_norm_eps precision drift vs GLM-5 RoPE implementation." + "reason": "Layernorm epsilon precision issue and GLM-5 RoPE implementation are different model-specific bugs." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "A testing_utils bug is unrelated to a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Removed API behavior vs quantization/offloading not working as expected are not the same bug." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "One is a removed v5 embedding API; the other is an offloading/quantization behavior bug." + "reason": "A testing-utils bug is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Model loading for Phi-4 multimodal is unrelated to a testing_utils bug." + "reason": "Phi-4 multimodal model loading failure vs a small testing_utils issue are unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different layers entirely: AutoProcessor cached_file kwargs vs auto_docstring annotation parsing." + "reason": "AutoProcessor kwargs forwarding and an auto_docstring AttributeError under future annotations are different code paths." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video AutoProcessor crash without torchvision is unrelated to tokenizer mapping returning None." + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different symptoms and subsystems: infinite generation loop vs memory overflow in a different model." + "reason": "Infinite-loop generation on a specific image and memory overflow in sam3-litetext are different multimodal failures." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Cannot run 3d_parallel.py is unrelated to a testing_utils bug." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Missing torchvision during video processor loading is unrelated to a mistral_common ReasoningEffort import failure." - }, - { - "left": "issue:43986", - "right": "issue:45290", - "accept": false, - "reason": "Processor loading without torchvision and chat-template tokenization on tool-call messages are different failures." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "Missing embed_tokens.weight during from_pretrained is unrelated to the default max_shard_size question." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "Trainer.evaluate after train is a runtime-behavior bug; Trainer import failing due to datasets is an environment/import issue." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "Different training/compile failures in different architectures; not the same code-path problem." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete defect." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "A warning about bfloat16 compilation precision is not the same as a torch.compile SDPA failure." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects both involve save_pretrained, but they fail for different object types and paths." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Incorrect translation-task messaging in pipeline() is unrelated to pipeline serialization failure." - }, - { - "left": "issue:45712", - "right": "issue:46298", - "accept": false, - "reason": "Left is dummy class cleanup/leakage, right is a logging-message complaint; no shared bug." - }, - { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "Removed v5 embedding API and noisy logging are unrelated." + "reason": "3d_parallel.py execution failure is not the same as the testing_utils bug." } ] }, @@ -15227,50 +15270,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ - "issue:36010", - "issue:36683", "issue:38617", "issue:42490", "issue:42757", - "issue:42898", - "issue:42994", + "issue:42907", "issue:43012", - "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43299", - "issue:43352", - "issue:43475", "issue:43502", "issue:43526", - "issue:43611", - "issue:43618", - "issue:43761", + "issue:43550", "issue:43792", "issue:43824", + "issue:43825", "issue:43867", - "issue:43901", - "issue:43937", + "issue:43906", + "issue:43986", + "issue:43992", "issue:44038", - "issue:44077", "issue:44162", "issue:44222", "issue:44230", + "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44514", "issue:44655", "issue:44683", + "issue:44936", "issue:44938", - "issue:45276", "issue:45290", + "issue:45341", + "issue:45372", "issue:45478", - "issue:45584", + "issue:45561", + "issue:45588", "issue:45600", "issue:45698", - "issue:46077", + "issue:45712", + "issue:45753", "issue:46123", "issue:46172", "issue:46178", @@ -15279,241 +15322,266 @@ "issue:46421" ], "soft_pairs": [ - "issue:44162|issue:46172", + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:45341|issue:45561", + "issue:45341|issue:45588", + "issue:43986|issue:45290", + "issue:43992|issue:44484", + "issue:44936|issue:46365", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", "issue:44938|issue:46178", + "issue:44162|issue:46172", "issue:43792|issue:46123", "issue:44222|issue:45478", "issue:42490|issue:43012", "issue:44483|issue:44514", "issue:43012|issue:44683", - "issue:43208|issue:43526", "issue:38617|issue:43502", + "issue:43208|issue:43526", "issue:42757|issue:43824", "issue:45600|issue:46298", "issue:44380|issue:46421", "issue:45698|issue:46172", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43299|issue:43867", - "issue:43064|issue:44380", - "issue:36683|issue:43475", - "issue:42994|issue:44655", - "issue:43618|issue:43761", - "issue:42898|issue:43066", - "issue:45276|issue:46077", - "issue:43352|issue:43937", - "issue:36010|issue:42757", - "issue:43901|issue:44655", - "issue:43611|issue:44655", - "issue:45584|issue:46365", - "issue:44077|issue:46365" + "issue:43299|issue:43867" ], - "prepared_review_unit_hash": "8b967c324909c1823cb900c6cdb8e23d46f782c84c7c31dd1ec235b21923588f", + "prepared_review_unit_hash": "5da5be3342e5d915254be29f8b157b0567cf44a396dd0d2c1d6f7c45a37310c0", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35643, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "soft_pair_count": 32, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This packet is still mostly a heterogeneous set of Transformers issues rather than one large duplicate cluster. The main representative issue is a broad open save/load regression (#45698), while the only soft edge that looks like the same underlying bug remains the pair of CLIP v5 output-regression issues.", - "confidence": 0.84, - "canonical_issue_reason": "No strong duplicate cluster emerges overall, so #45698 is a reasonable canonical issue because it is an open, user-facing save/load regression affecting custom module restoration. It is a useful representative anchor for triage, though it is not the most discussed issue in the packet.", + "summary": "No soft edge pair looks like a true duplicate; the set spans unrelated import errors, model-specific load/save bugs, backend issues, and test/utilities regressions. I would keep the most actively discussed, well-scoped issue as the anchor rather than merging any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative bug in this set: it is open, highly discussed, has inbound references, and describes a concrete save/load deserialization failure in a central code path.", "canonical_pr_reason": null, - "best_issue_reason": "#45698 is the best single issue anchor: it is open, broadly impactful, and describes a substantive save/load regression. #36683 has higher discussion activity, but it is a narrower config-specific failure rather than the better representative issue.", + "best_issue_reason": "issue:45698 is the best single issue overall because it is specific, actionable, and in a user-facing persistence path that is likely to matter broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different failures: ESM2 training breakage vs a DeepSeek-V4 tensor transpose/casting bug." + "reason": "Both are loading/import failures, but they involve different missing symbols, different dependencies, and different processor code paths." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Unrelated problems: Python 3.14 load failure vs a backend-mapping validation error for tensorflow_text." + "reason": "Video-model processor loading with missing torchvision is unrelated to a small testing_utils bug." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Whisper inference failure and MaskGenerationPipeline batch-dropping are separate code paths and symptoms." + "reason": "These both mention testing utils, but one is a minor bug and the other is a pytest-xdist race on a specific file." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen3.5/MoE FP8, but one is save_pretrained and the other is from_pretrained; not clearly the same concrete bug." + "reason": "Testing utilities and flash-attention code paths are unrelated." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "A path-parsing import warning and a bf16 precision warning are unrelated regressions." + "reason": "Processor loading without torchvision is unrelated to chat template handling of tool-call assistant messages." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Both touch chat APIs, but one is request acceptance at /v1/chat/completions and the other is a specific chat-template crash on batched input." + "reason": "Missing embed_tokens.weight during encoder loading is unrelated to the save_pretrained shard-size question." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Float32 precision warning during bf16 compilation is not the same as a compiled flex_attention failure on newer torch." + "reason": "A train/evaluate regression is not the same bug as failing to import Trainer because of datasets." }, { "left": "issue:43208", - "right": "issue:43526", + "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model-component issues." + "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are distinct model/backend issues." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "An import error for layer_type_validation and offline-mode network requests are separate bugs." + "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of a different issue." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different package/export breakages." + "reason": "A precision-warning during compile is not the same failure as a model-specific SDPA compile crash." }, { - "left": "issue:45600", + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warning-level issues with different causes and model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different persistence path than saving Pipeline objects." + }, + { + "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Broken auto_mappings references and a noisy logging message are not the same underlying issue." + "reason": "Left is a dummy class / repo hygiene problem; right is a noisy logging message." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "GPT2 attention-scaling behavior and cache lazy initialization recompilation are different backend behaviors." + "reason": "An incorrect pipeline task-support error message is not the same as inability to save Pipeline objects." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Custom module restoration after save_pretrained is unrelated to DeepSeek-V4 tensor conversion/transposition." + "reason": "Model save failure and Qwen image-generation loop are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Both mention Qwen3-VL/MoE, but one is a general Transformers 5 regression and the other is fp8 inference support." + "reason": "A removed config option and a noisy log message are different issues entirely." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Both involve chat handling, but the reported failures are distinct and not clearly the same concrete bug." + "reason": "Python 3.14 import failure and an unsupported tensorflow_text backend name are separate compatibility problems." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "A base_model_prefix loading regression and a state_dict-sorting load error are different model-loading problems." + "reason": "ESM2 breakage and a deepseek tensor operation failure affect different models and code paths." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Distributed training optimizer-state corruption and GPT2 attention scaling are unrelated." + "reason": "Whisper load/run failure is unrelated to a MaskGenerationPipeline batching bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different attribute regressions." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is from_pretrained loading; not the same concrete bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Quantized model save failure and pipeline save_pretrained failure are distinct save paths with different objects involved." + "reason": "A trailing-slash local model import warning is unrelated to a bfloat16 compile warning." }, { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both look like the same CLIP v5 regression in output handling: one drops attentions and the other drops hidden_states when outputs are requested." + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions request handling and batched apply_chat_template crashes are different API/code paths." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer cleanup behavior and wrong decoder type are separate v5 tokenizer issues." + "reason": "A PyTorch precision warning is not the same as compiled flex_attention failing on torch>=2.9." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Gemma4 embedding resize behavior and bidirectional-attention masking are separate model-behavior bugs." + "reason": "Missing an internal import and making network requests despite local_files_only=True are unrelated bugs." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different modules; same general symptom but not the same bug." + "reason": "These are both import errors, but they involve different missing symbols and different packages." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to pipeline serialization failure." + "reason": "Broken auto_mappings references and a noisy logging message are not the same underlying bug." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects are different regressions." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Whisper empty-transcription generation and Trainer import interference from datasets are unrelated." + "reason": "Wrong custom module loading after save_pretrained is unrelated to the deepseek-v4 dtype/transpose bug." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a generic Qwen3-VL-Moe breakage in v5, the other is a specific FP8 inference support request." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "v1/chat/completions request acceptance and assistant tool-call chat templating are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "An optional post_init contract issue in patchtsmixer is not the same as the Trainer import problem." + "reason": "Qwen3VL-Moe loading breakage and a sorted-state_dict load error are not the same concrete defect." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but the canonical issue rationale is not grounded: #45698 does not have the highest discussion activity in the packet (#36683 has 42 vs. #45698's 15). Please revise that claim and keep the representative-issue wording more cautious (e.g., a substantive open save/load regression), rather than asserting it as the most discussed issue." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15528,60 +15596,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ - "issue:28282", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", "issue:41669", "issue:42175", - "issue:42890", + "issue:42757", + "issue:42898", + "issue:42994", "issue:43064", + "issue:43066", "issue:43299", "issue:43352", "issue:43441", + "issue:43475", "issue:43502", "issue:43525", - "issue:43575", + "issue:43611", "issue:43618", + "issue:43761", "issue:43867", "issue:43881", + "issue:43901", + "issue:43937", "issue:43976", "issue:43992", "issue:44075", + "issue:44077", "issue:44117", "issue:44242", "issue:44246", "issue:44355", "issue:44380", "issue:44485", - "issue:44492", "issue:44625", "issue:44655", "issue:44855", - "issue:44857", "issue:44871", - "issue:44938", - "issue:44977", "issue:45216", + "issue:45276", "issue:45310", - "issue:45357", "issue:45375", "issue:45478", - "issue:45479", - "issue:45561", + "issue:45584", "issue:45753", "issue:46077", "issue:46082", "issue:46132", "issue:46202", - "issue:46285", "issue:46365" ], "soft_pairs": [ - "issue:44871|issue:46365", + "issue:43064|issue:44380", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:45584|issue:46365", + "issue:44077|issue:46365", "issue:43867|issue:45216", + "issue:44871|issue:46365", "issue:43502|issue:44485", "issue:44625|issue:46077", "issue:46077|issue:46082", @@ -15590,8 +15670,8 @@ "issue:42175|issue:46365", "issue:44380|issue:46132", "issue:36683|issue:44242", - "issue:36683|issue:43881", "issue:43299|issue:45753", + "issue:36683|issue:43881", "issue:43352|issue:43976", "issue:43992|issue:45310", "issue:44075|issue:46365", @@ -15602,265 +15682,574 @@ "issue:43867|issue:46202", "issue:36683|issue:44117", "issue:43352|issue:44380", - "issue:44380|issue:45479", - "issue:41669|issue:44246", - "issue:42890|issue:45561", - "issue:43976|issue:44938", - "issue:43064|issue:44492", - "issue:43867|issue:45357", - "issue:43992|issue:45478", - "issue:36296|issue:43575", - "issue:43064|issue:44655", - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:44655|issue:44938", - "issue:43618|issue:44857", - "issue:43618|issue:44977" + "issue:41669|issue:44246" ], - "prepared_review_unit_hash": "fb204f5856bd736eac935102c756e73b2141232227aa7383554bcbacbf9a292c", + "prepared_review_unit_hash": "dd48103c77c5be01c918cc80008db6c57b948061de5e20c89a6fdc75f9d1a4d9", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38140, - "estimated_input_tokens": 9535, - "estimated_eval_tokens": 19326 + "soft_pair_count": 35, + "serialized_chars": 37790, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers issues around loading/saving, config mismatches, attention backends, import/performance, and packaging. I don\u2019t see any soft pair that clearly reflects the same underlying bug/change, so I\u2019d keep them separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43867 is the broadest user-facing model-loading failure in the set and the closest thing to a reusable umbrella anchor, though it is not a true duplicate of the others.", + "summary": "This cluster is mostly heterogeneous Transformer issues (imports, config attributes, save/load, attention backends, and model-specific regressions). Only the CLIP vision output bugs look close enough to share the same underlying forward/output-path regression.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set; the only near-duplicate pocket is the CLIP vision output regression, while the rest are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43867 is the most generic and representative loading-regression report here, with a concrete reproduction and enough breadth to serve as the cluster\u2019s best issue anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44871", + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different failures: distributed Trainer/FSDP optimizer state vs GPT2 attention-scaling behavior." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but on different models and different missing config fields." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "One is quantized model saving, the other is Pipeline.save_pretrained; different save paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to CLIP vision output regressions in the forward/output path, and a single fix could plausibly restore the missing output fields." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer v5 behavior changes: cleanup semantics vs decoder type." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gap for one model vs invalid GenerationConfig for another." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and Pipeline save_pretrained are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus pipeline serialization; different concerns." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but one is token embedding resize behavior and the other is attention-mask construction." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs Trainer import interference; unrelated." + }, + { + "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Gemma eos-token inconsistency vs Trainer import conflict with datasets; unrelated bugs." + "reason": "PatchTSMixer post_init validation vs Trainer import issue; unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load error when state_dict is sorted vs Qwen3.5 save_pretrained checkpoint regression; different failure modes." + "reason": "Both involve checkpoint/load/save, but the concrete symptoms and code paths differ." + }, + { + "left": "issue:44871", + "right": "issue:46365", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Trainer import failure are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leak vs GLM-5 RoPE discussion; not the same bug." + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Gemma4 bidirectional attention-mask bug; different code paths." + "reason": "Qwen3.5 num_labels propagation bug versus Gemma4 attention-mask bug." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention mask issue vs LlamaConfig head_dim validation; unrelated." + "reason": "Different config validations in different models; no shared bug." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing vocab_size vs missing pad_token_id; similar shape, different model-specific config defects." + "reason": "Both are config attribute errors, but for different models and fields, with no evidence of a shared fix." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions API/structure change vs Qwen3.5 save_pretrained regression; different subsystems." + "reason": "CLIP output regression and Qwen3.5 checkpoint regression are unrelated." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Package/backend install problem vs Trainer import issue tied to datasets; not the same underlying bug." + "reason": "Backend installation issue versus Trainer import conflict; different root causes." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 scaling ignored in SDPA/FlashAttention vs AttentionInterface.register behavior change; distinct attention bugs." + "reason": "GPT2 attention scaling and AttentionInterface.register behavior are separate attention issues." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3 config attribute missing vs load-balancing loss omission; unrelated." + "reason": "Gemma3 config attribute bug versus MoE load-balancing loss bug." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Gemma3 config attribute missing vs glm-4v-9b loading failure; different models and causes." + "reason": "Qwen3VL model loading failure and Qwen3_5 image-triggered infinite loop are different bugs." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Qwen3VL MoE loading break vs Qwen3_5 infinite-loop generation on one image; different symptoms." + "reason": "Different model loading/config failures with no clear shared code path." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention unsupported for Nemotron vs Python-version compatibility issue; unrelated." + "reason": "FlashAttention unsupported model versus Python-version packaging issue." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different models and failure mechanisms." + "reason": "UMT5Encoder missing weight and Qwen3.5 Moe from_pretrained error are different loading failures." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args ignored vs Trainer import problem; unrelated." + "reason": "Optimizer argument handling versus import conflict; unrelated." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Same broad FlashAttention area, but different model/repro and not clearly one fixable code-path bug." + "reason": "Different model-specific issues despite similar error wording." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file errors vs DebertaV2 import parse failure on Python 3.13; different root causes." + "reason": "Compiled file import errors and torch.jit/decorator parsing errors are different failure modes." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Ministral FlashAttention failure vs GPT2 attention scaling bug; distinct model/backend issues." + "reason": "FlashAttention support warning for Ministral-3 versus GPT2 attention scaling config." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic load error vs Qwen3_5 vision config field being dropped; not the same defect." + "reason": "Checkpoint load ordering issue versus missing Gemma config field; unrelated." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Model load failure vs Gemma pipeline roundtrip problem on \u2581; unrelated." + "reason": "State-dict/load ordering bug and Gemma pipeline roundtrip bug are different symptoms." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Missing config attribute vs tokenizer-mapping returning None; different bug classes." + "reason": "Missing config field in Gemma3 versus tokenizer mapping None handling; unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support/error for one model vs GPT2 scaling being ignored; not the same issue." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling bug vs degenerate zero-loss classification; unrelated." + "reason": "Different attention-related model bugs with no evidence of a shared code path." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-* cleanup/import-time regression vs intermittent import slowness; plausible theme overlap, but not the same concrete bug/change." + "reason": "Import-star performance issue and long import timing are related only at a very high level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair (CLIP output regressions) is a plausible near-duplicate, and the rest are reasonably rejected as different bugs or code paths. No 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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42890|issue:45561", + "issue:43976|issue:44938", + "issue:43064|issue:44492", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44655|issue:44938", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "faa96126ed74f4e508e7367026c5ec5c5adae1253540b5634f3dd08688d64fe7", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36317, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of Transformers issues around v5 regressions, loading/import errors, model-specific bugs, and test/CI flakiness. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella regression report in the set and best matches the cluster\u2019s repeated theme of v5 upgrade/load/import breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative anchor for this mixed cluster because it summarizes a broad upgrade regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT-2 attention scaling/configuration vs sequence-classification loss degeneracy." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test seeding flakiness vs xdist race on captured_info.txt; separate test infra issues." + "reason": "Both are test failures, but one is missing set_seed in a SAM HQ integration test and the other is an xdist file race in testing utils." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version support mismatch vs Python 3.14 import failure; different compatibility problems." + "reason": "Both mention Python-version breakage, but they are different compatibility failures on different Python releases with no shared code path." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs cache-strategy typo; unrelated." + "reason": "One is an FSDP2/PEFT optimizer-state bug; the other is just a cache-strategy typo." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model load error vs incorrect visual-encoder keys saved in Qwen3.5; different checkpoint problems." + "reason": "One is a generic state_dict loading error; the other is a Qwen3.5 visual-encoder save_pretrained key regression." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder weight-missing issue vs Qwen3.5 MoE from_pretrained error; different model families and repros." + "reason": "Both are from_pretrained failures, but they affect different model families and appear to be unrelated loading bugs." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor parallel training bug vs tp loading OOM; one is a correctness bug, the other a memory-capacity issue." + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM; same broad area, but not the same failure." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Optimizer-state mismatch during training vs pipeline save_pretrained failure; unrelated." + "reason": "Optimizer-state corruption in training is unrelated to saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import missing vs tokenizer-loading regression; no shared underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is a missing attentions field and the other is a structural model-class inconsistency." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression does not match an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different backend-specific failures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the AddedToken keyword-argument error." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different test flakiness vs a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test instability is unrelated to broken auto_mappings references." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A missing seed in one integration test is not the same as a stale device-override CI failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug and missing tensor-parallel plan are distinct MoE issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are different API issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Import failures for different symbols with different causes; not the same breakage." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression is not the same as checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing vision-config field are separate Qwen3.5 MoE issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no-grad decoration request is unrelated to broad import errors after upgrade." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Missing PyTorch dependency ImportError vs tokenizer-loading regression; not the same bug." + "reason": "Tokenizer loading issue and checkpoint reload incompatibility are different symptoms with different likely causes." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "CLIPOutput attentions removal vs CLIP text-model structure inconsistency; related family, but distinct changes." + "reason": "SentenceTransformers loading hang is unrelated to documentation confusion in model.forward." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Pipeline save_pretrained bug vs Python 3.14 import failure; unrelated." + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated bugs." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "CLIPOutput attentions API issue vs LwDetrImageLoss AMP/CUDA crash; unrelated." + "reason": "local_files_only leakage is unrelated to the unrelated 'racoon' issue." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "CLIP attentions regression vs Qwen3.5 flash-attention generation loop; unrelated." + "reason": "A specific cache-method decoration request is not the same as a vague report that 5.0 breaks too many models." } ] }, @@ -15875,85 +16264,66 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 51, + "review_unit_index": 52, "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:27957", "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", + "issue:41628", "issue:42548", "issue:42757", "issue:42831", - "issue:42890", "issue:43010", "issue:43299", - "issue:43502", + "issue:43525", + "issue:43526", "issue:43576", - "issue:43723", "issue:43824", "issue:43827", "issue:43874", + "issue:43901", "issue:43976", - "issue:44062", - "issue:44112", + "issue:44038", "issue:44222", + "issue:44230", + "issue:44273", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", "issue:44368", - "issue:44387", + "issue:44373", + "issue:44393", "issue:44556", + "issue:44623", "issue:44655", - "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:44964", + "issue:45003", "issue:45071", "issue:45125", - "issue:45278", - "issue:45375", - "issue:45440", + "issue:45230", "issue:45468", - "issue:45478", - "issue:45600", + "issue:45542", "issue:45656", + "issue:45753", "issue:45850", - "issue:46132" + "issue:46095", + "issue:46209" ], "soft_pairs": [ - "issue:44360|issue:45440", - "issue:43502|issue:44062", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:44222|issue:45125", - "issue:43576|issue:46132", - "issue:45125|issue:45478", - "issue:42548|issue:44351", - "issue:44355|issue:44749", - "issue:30333|issue:33453", - "issue:44387|issue:44556", - "issue:45125|issue:45375", - "issue:43010|issue:45278", - "issue:43723|issue:44556", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43502|issue:44961", "issue:42831|issue:43874", - "issue:43010|issue:45850", "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:43010|issue:44368", @@ -15971,264 +16341,255 @@ "issue:44961|issue:45468", "issue:43010|issue:43976", "issue:43576|issue:44938", - "issue:44908|issue:44961" + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44230|issue:46095" ], - "prepared_review_unit_hash": "3e260e6649eb61047cda00e84edb951ee4761afa2723d04a80ef6818cde5a7bc", + "prepared_review_unit_hash": "473bc5516611ac10ce43ad4946f255cff9eda2407aa19598662ecbf541507759", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38630, - "estimated_input_tokens": 9658, - "estimated_eval_tokens": 19572 + "soft_pair_count": 34, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports; the only recurring pattern is broad v5 regressions/import/load failures, but none of the soft pairs look like the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the clearest umbrella-style report here: it clearly states a broad version-regression symptom ('many import errors after update from 4.57.0 to 5.5.0') and is more representative than the narrowly scoped one-off bugs.", + "summary": "This cluster is not a true duplicate set; it mixes unrelated Transformers v5 regressions, import/load failures, docs issues, and model-specific bugs. If a single issue must be chosen as an umbrella, issue:45850 is the broadest fit, but only as a loose bucket, not a real canonical duplicate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the most general report in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, though the cluster is too heterogeneous for a strict duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is specific enough to be understandable yet broad enough to represent the shared v5 breakage theme seen in nearby reports.", + "best_issue_reason": "issue:45850 is the best global representative only because it is broad and version-level; the rest are distinct concrete bugs and should not be merged into it as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "Completely different problems: a DSA indexer/ReLU discussion vs a DeepSeekV3MoE implementation divergence." - }, - { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "One is about unwanted network access with local_files_only=True; the other is a tokenizers.AddedToken argument error." + "reason": "Both mention FP8/multimodal-related failures, but one is an accuracy issue and the other is a missing API causing an AttributeError in a specific processor path." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Seed-related flaky tests for SamHQ are unrelated to Phi-4 multimodal model loading failures." + "reason": "MLflow job status reporting and tensor-parallel training are unrelated failures with different code paths and symptoms." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "A missing set_seed() in a test is unrelated to a GraniteSpeech CI device-override failure." + "reason": "Compiled Python file handling and PreTrainedConfig type-checking are distinct bugs; no shared concrete failure path." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Test flakiness in SamHQ does not match an auto_mappings.py CI break from removed configs." + "reason": "A no_grad decoration request for cache updates is unrelated to a tied-embeddings warning during Qwen LoRA fine-tuning." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Both mention MoE/FP8-adjacent areas, but one is about save_pretrained with FP8 and the other about missing _tp_plan for tensor parallelism." + "reason": "Docs mentioning pipeline() after removals and an unrelated 'racoon' issue do not describe the same bug or change." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "A broken CLI env command and AttentionInterface.register behavior changes are different code paths and symptoms." + "reason": "These are both about saving/compilation only in a very broad sense; the concrete problems and affected paths are different." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Same model family, but one is missing tensor-parallel metadata while the other is a from_pretrained regression; not the same concrete bug." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate loading issues with different triggers." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Both are import errors, but they involve different symbols and likely different breakages, so they are not the same bug." + "reason": "Applying Liger Kernel in model_init and a DSA indexer ReLU discussion are unrelated subsystems and bugs." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Running compiled Python files errors and slowed filtering after upgrade are unrelated." + "reason": "Both concern model loading under v5, but the model families and failure modes differ; too broad to treat as the same bug." }, { - "left": "issue:30333", + "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + "reason": "Flash Attention 2 support for XLMRoberta and tokenizer loading regression are unrelated issues." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Memory growth under int4 quantization is a different failure mode from checkpoint reload incompatibility." + "reason": "An import error for is_offline_mode from huggingface_hub and a broken transformers env command are different problems." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is missing tensor-parallel plan data while the other is a missing vision config field silently dropped by strict parsing." + "reason": "Broken env CLI and PreTrainedConfig type checking are separate regressions with no shared code path." }, { "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decoration request for cache updates is unrelated to import errors after upgrading to v5.5.0." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading issues and checkpoint reload failures are both load-related but not the same underlying problem." - }, - { - "left": "issue:30990", - "right": "issue:31795", + "right": "issue:45656", "accept": false, - "reason": "Sentence Transformers loading hangs and documentation confusion about model.forward arguments are unrelated." + "reason": "no_grad decoration for cache updates and double optimizer.step under deepspeed are not the same underlying training bug." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained behavior." + "reason": "A v5 env command regression is unrelated to a missing Qwen2.5-VL export/import symbol." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "No meaningful overlap: offline-loading network calls vs an unrelated placeholder issue." + "reason": "Docs confusion for model.forward arguments and a missing layer_type_validation import are unrelated." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "An accuracy issue in FineGrainedFP8 is not the same as a missing image-patch helper causing an AttributeError." + "reason": "These titles are too dissimilar and do not indicate the same bug or code change." }, { "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A cache update no_grad change is unrelated to a vague general complaint that v5 breaks too many models." - }, - { - "left": "issue:30333", - "right": "issue:36296", + "right": "issue:43976", "accept": false, - "reason": "MLflow reporting and tensor-parallel training bugs are different subsystems and failure modes." + "reason": "Cache/layer no_grad decoration and Python 3.9+ compatibility are unrelated regressions." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "A broken env CLI and Python 3.14 load failure are distinct environment/version issues." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Cache update semantics have nothing to do with a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue are not the same defect." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only by topic, not by the same bug." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Compiled Python file errors and inability to save Pipeline objects are different issues." + "reason": "Tensor-parallel training and text-classification docs behavior are unrelated." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 model-loading breakage are both loading failures, but they are not the same concrete bug." + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are separate missing-export problems." }, { "left": "issue:44315", - "right": "issue:44360", + "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to a DSA indexer missing ReLU." + "reason": "Liger Kernel application in model_init and FP8 inference failure on B200 are different concrete bugs." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Qwen3VL MoE loading under dev0 and checkpoint reload after upgrading to v5.2/v5.3 are distinct regression reports." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated paths." }, { - "left": "issue:27957", - "right": "issue:33453", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + "reason": "Missing files in processor.save_pretrained and a generic bug report do not share a concrete underlying issue." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "An import error from huggingface_hub is not the same as the transformers env CLI being broken." + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are not the same failure." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Broken env CLI behavior and PretrainedConfig type-checking are unrelated." + "reason": "Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are different model/path regressions." }, { - "left": "issue:43010", - "right": "issue:45656", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Cache no_grad decoration and double optimizer steps under deepspeed are different training-path bugs." + "reason": "Qwen3-VL 2D bounding-box output issues and PreTrainedConfig type-checking are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "The env command failure is unrelated to Qwen2.5-VL import failures." + "reason": "Lazy loading problems and unsafe sys.modules access are different bugs." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + "reason": "Wrong docstring for position_ids and an unrelated 'racoon' issue are not duplicates." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "An unrelated placeholder issue does not match the Gemma-4 audio positional encoding bug." + "reason": "2D bounding-box hallucination/error and infinite looping on a specific image are different Qwen3-VL failure modes." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to Python 3.9/3.10 support problems." + "reason": "Broken env CLI and checkpoint reload failures after upgrading to v5.2/v5.3 are separate regressions." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "The transformers env command and Python 3.14 load failure are different issues." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad 'many models break' umbrella." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Scheduler kwargs handling has no relation to the unrelated placeholder issue." + "reason": "FP8 inference support and a question about weight conversion scripts are not the same bug." } ] }, @@ -16243,80 +16604,65 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 52, + "review_unit_index": 53, "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ - "issue:36296", - "issue:41628", + "issue:31795", + "issue:33453", + "issue:34689", "issue:41669", - "issue:42548", + "issue:42371", "issue:42890", "issue:43352", "issue:43408", - "issue:43525", - "issue:43526", + "issue:43519", "issue:43572", "issue:43576", "issue:43673", + "issue:43704", + "issue:43827", "issue:43874", - "issue:43901", "issue:43976", - "issue:44038", - "issue:44222", - "issue:44230", + "issue:44077", "issue:44246", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", - "issue:44373", + "issue:44360", "issue:44393", + "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:45092", - "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45362", + "issue:45468", "issue:45478", - "issue:45542", - "issue:45753", "issue:45850", - "issue:46095", + "issue:46018", "issue:46143", "issue:46144", - "issue:46209", + "issue:46172", "issue:46218" ], "soft_pairs": [ - "issue:44222|issue:44230", - "issue:36296|issue:43901", - "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:36296|issue:43526", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44273|issue:45003", - "issue:44373|issue:44961", - "issue:44230|issue:46095", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", @@ -16326,11 +16672,11 @@ "issue:42890|issue:44908", "issue:43352|issue:44393", "issue:44246|issue:44273", - "issue:44297|issue:45230", - "issue:44295|issue:45230", "issue:43576|issue:44908", "issue:43976|issue:44393", "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:45278|issue:45850", @@ -16338,258 +16684,301 @@ "issue:44393|issue:45478", "issue:43874|issue:45850", "issue:46143|issue:46144", - "issue:43976|issue:46218" + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43673|issue:44492", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:42371|issue:44492", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689" ], - "prepared_review_unit_hash": "83a279587a3c88f19e45bf5f3a45a09d3cd416b5bc11d4d9649e7b6cb52b17d9", + "prepared_review_unit_hash": "5206521f2ce82829e961a4f03c65232e269855bc3d81a97ccbaf0991800485d7", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38060, - "estimated_input_tokens": 9515, - "estimated_eval_tokens": 19286 + "soft_pair_count": 41, + "serialized_chars": 39270, + "estimated_input_tokens": 9818, + "estimated_eval_tokens": 19892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy mix of unrelated Transformers v5 regression reports, with a few broad import/lazy-loading complaints and many model-specific bugs. The soft pairs share only superficial subsystem overlap, not the same underlying defect or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it explicitly captures the broad \"many import errors after update from 4.57.0 to 5.5.0\" regression theme that most closely matches the cluster\u2019s dominant pattern.", + "summary": "The set is a loose grab-bag of v5 regression reports, model-specific loading bugs, and unrelated docs/tests/perf issues. No soft pair looks like the same concrete bug/change, so none should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative report in the set: an upgrade-induced import breakage complaint that matches the general regression theme better than the narrower model/config-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative of the cluster because it generalizes the repeated import/load breakages without being as vague as the catch-all complaints.", + "best_issue_reason": "issue:45278 is the best available umbrella issue for this cluster, but it is still only a coarse symptom report rather than a precise root-cause match for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Both involve fp8/moe, but one is about save_pretrained behavior and the other about inference support; different code paths and fixes." + "reason": "Different problems: import-star cleanup/performance vs missing GenerationMixin cache in chunked prefill." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Tensor parallel training bug vs a pipeline doc mismatch; no shared underlying bug." + "reason": "Both are v5 checkpoint-loading regressions, but they describe different code paths and causes (reload compatibility vs remote-code/meta init)." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different breakages." + "reason": "Specific StableLmConfig pad_token_idx regression vs a vague broad complaint that v5 breaks too many models." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 chat crash is a model-specific bug, not the same issue as a generic broad regression report." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Tensor parallel training vs BeitImageProcessorFast label reduction; unrelated subsystems and symptoms." + "reason": "Import-star removal/perf work is unrelated to the Qwen3_5 import failure." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "A processor save_pretrained file omission is not the same as a vague general bug report." + "reason": "Different model/setup bugs: sam3 type warning vs Liger Kernel not applied with model_init." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and tensorboard/TF backend detection are different bugs." + "reason": "Unseeded integration tests are unrelated to the inverse_sqrt scheduler kwargs bug." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Qwen3-VL-Moe bug vs missing _tp_plan for tensor parallelism; related model family but different concrete failures." + "reason": "Flash Attention 2 support gating vs Qwen3-VL 2D box output error are separate model issues." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Qwen3-VL 2D box output issue vs PretrainedConfig type checking regression; not the same defect." + "reason": "Import slowness and broken lazy loading are related only at a high level, not the same concrete bug." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and sys.modules access safety are distinct implementation problems." + "reason": "Broken `transformers env` command is unrelated to scheduler kwarg handling." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Docstring wording for position_ids vs an unrelated one-word issue title; no evidence of shared bug." + "reason": "Python-version incompatibility is unrelated to the Qwen3-VL bounding-box bug." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "FP8 inference support for Qwen models is not the same as asking about a weight conversion script." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression are different code paths." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Both involve Qwen3.5-VL behavior, but one is 2D box output/hallucination and the other is an infinite loop on a specific image; too different to merge." + "reason": "Buffer access error on position_ids is unrelated to a generic bug report." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are separate issues." + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a generic bug report." }, { - "left": "issue:43525", + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to scheduler behavior." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf work is not the same as the HybridCache import failure." + }, + { + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, while the other issue is a broad complaint about many models breaking." + "reason": "Both are broad v5 regression complaints, but they are not the same underlying defect or fix." }, { "left": "issue:41669", - "right": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Import * usage slowing imports is not the same as missing GenerationMixin cache during chunked prefill." + "reason": "Model import cleanup is unrelated to a testing_utils bug." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Both are upgrade/meta-init related, but one is checkpoint reload incompatibility and the other is remote-code checkpoint incompatibility; different concrete failures." + "reason": "Different Qwen model bugs with different symptoms and code paths." }, { - "left": "issue:43572", + "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in one config is a specific regression; the other is a broad multi-model complaint." + "reason": "Specific GLM46V image-processor AttributeError vs a generic v5-breakage complaint." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Qwen3.5-35B chat crash is model-specific, not the same as a generalized v5 breakage report." + "reason": "Both are RoFormer-related, but one is kwargs plumbing and the other is attention-interface usage; not the same bug." }, { - "left": "issue:41669", + "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Import * usage from models and inability to import Qwen3_5ForCausalLM are both import-related, but not the same bug or fix." + "reason": "Python support regression is unrelated to the Qwen3_5 import error." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "sam3_video/sam3_tracker warning is a model-type mismatch, unrelated to Liger Kernel application in model_init." + "reason": "PatchTSMixer post_init policy and tied-weights AttributeError are unrelated." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Missing set_seed in a SAM HQ integration test is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Generation cache missing and a typo in cache strategies are different issues." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Flash Attention 2 support error for NemotronH vs Qwen3-VL 2D box output failure are different model and failure modes." + "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs handling." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Import sometimes taking long and lazy loading not working are related only at a very broad loading-performance level, not the same underlying defect." + "reason": "Documentation confusion vs tokenizer-loading regression are unrelated." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "Tokenizer class metadata mismatch on save_pretrained is distinct from a generic bug report." + "reason": "Import-star cleanup/perf work is unrelated to the cache-strategy typo." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Reading position_ids after buffer registration is a specific tensor/buffer issue, not the same as a generic bug report." + "reason": "Liger Kernel application and flash_attention_3 training degeneration are separate model-trainer bugs." }, { "left": "issue:43576", - "right": "issue:44908", + "right": "issue:44273", "accept": false, - "reason": "Environment command breakage and scheduler kwargs ignored are unrelated features." + "reason": "Broken env command and lazy-loading failure are different v5 symptoms, not one concrete bug." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Python version compatibility for transformers 5.1.0 is unrelated to a Qwen3-VL output error." + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate issues." + "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio positional encoding." }, { - "left": "issue:44704", + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as the Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor.cached_file kwargs propagation and scheduler kwargs handling are different code paths." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs bug are different issues." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "import * usage removal from models and missing HybridCache import are both import-related, but not the same defect." + "reason": "Broken env command and Qwen3_5 import failure are unrelated." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:43827", + "right": "issue:44492", "accept": false, - "reason": "A concrete set of import errors after upgrade is not the same as a vague broad complaint that v5 breaks too many models." + "reason": "Docs referencing pipeline() and a cache-strategy typo are unrelated." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "import * performance/import issue and a testing_utils bug are unrelated." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Qwen3-VL 2D box hallucination/error and Qwen3.5 Moe from_pretrained error are different model failures." + "reason": "Timestamp calculation bug is unrelated to scheduler kwargs handling." }, { - "left": "issue:43874", - "right": "issue:45850", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Missing get_number_of_image_patches in one image processor is a specific API omission, not the same as a broad v5 complaint." + "reason": "DeepSeek-V4 gating behavior and a tensor transpose issue are different code-path bugs." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Not passing kwargs through RoFormer methods and attention implementation not using the attention interface are related to RoFormer, but they are different code-path problems." + "reason": "Import-star cleanup/perf work is unrelated to a dataloader-thread VRAM leak." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Python version support regression is unrelated to a module import failure for Qwen3_5ForCausalLM." + "reason": "Documentation ambiguity and Llama 3.2 Vision model-loading regression are unrelated." } ] }, @@ -16604,91 +16993,67 @@ "label": "issue", "component_index": 1, "component_count": 20, - "review_unit_index": 53, + "review_unit_index": 54, "review_unit_count": 54, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", + "cluster_id": "cluster-10000-462", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", + "issue:37934", "issue:38617", "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", + "issue:43240", "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", - "issue:43673", + "issue:43668", "issue:43704", - "issue:43827", - "issue:44077", + "issue:43717", + "issue:43813", + "issue:44031", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", - "issue:44315", "issue:44351", - "issue:44360", "issue:44485", - "issue:44492", "issue:44623", - "issue:44655", - "issue:44829", "issue:44861", "issue:44908", "issue:44998", - "issue:45230", "issue:45290", "issue:45310", "issue:45468", "issue:45850", "issue:46018", "issue:46095", - "issue:46172", - "issue:46218" - ], - "soft_pairs": [ - "issue:44077|issue:44861", - "issue:43673|issue:44492", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:44655|issue:44861", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:42371|issue:44492", - "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:43827|issue:44492", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:46018|issue:46172", - "issue:41669|issue:43704", - "issue:31795|issue:34689", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ "issue:31515|issue:31795", "issue:43704|issue:44485", "issue:44485|issue:45468", "issue:45850|issue:46218", "issue:42371|issue:43704", - "issue:43298|issue:46095", "issue:43502|issue:43519", "issue:43519|issue:44623", + "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:44263|issue:45468", "issue:43606|issue:45468", @@ -16710,300 +17075,198 @@ "issue:31515|issue:36296", "issue:44230|issue:45310", "issue:31515|issue:33453", - "issue:43298|issue:44230" + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "0a5267d7f3f7e4397c6f64edfa008ea6e990570eded90500ebee3e5bc0521f79", + "prepared_review_unit_hash": "c05a05c8dcd82aa31c48ac641453a14088fd9713dabdd8a0af65f643aa0780ba", "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 49, - "serialized_chars": 41024, - "estimated_input_tokens": 10256, - "estimated_eval_tokens": 20768 + "node_count": 42, + "item_count": 42, + "soft_pair_count": 42, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a real duplicate cluster; the soft-similarity links mostly connect unrelated issues that only share broad vocabulary (v5, loading, cache, tokenizer, etc.). I\u2019d keep one concrete, broadly scoped issue as the representative anchor and reject all soft edges.", - "confidence": 0.74, - "canonical_issue_reason": "No true canonical duplicate set emerges here; issue 41669 is the strongest standalone anchor because it has a concrete, broadly impactful regression with clearer scope and more discussion than the vague or highly model-specific reports.", + "summary": "This cluster is very heterogeneous: many items are only loosely related by Transformers v5 regressions, tokenizer/config breakage, or import errors, but they do not describe the same concrete bug. No soft edge is strong enough to merge.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the repeated \u201cv5 breaks models\u201d reports, so it best represents the cluster\u2019s shared regression theme, even though it is not a duplicate of the specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41669 is the best single issue to retain as a representative reference point: it is specific, actionable, and has broader ecosystem impact than the other mostly narrow or ambiguous reports.", + "best_issue_reason": "issue:45850 is the most representative issue for the overall theme because it captures the widest scope of the recurring version-5 compatibility complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "Different bugs: post_init validation vs AttributeError in tied-weight key handling." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked prefill cache behavior is unrelated to a typo in cache strategy docs." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Documentation cleanup after pipeline removals is unrelated to scheduler kwargs handling." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Doc confusion about forward args is not the same as a tokenizer loading regression." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-star performance issue is unrelated to a cache-strategy typo." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Model-init Liger Kernel application and flash-attention training degeneration are different failures." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env command is unrelated to lazy loading behavior." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained support is unrelated to tied-weight key crashes." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Gemma audio positional encoding." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report placeholder vs a specific Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API migration is unrelated to a cache-strategy typo." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are different code paths." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Env command breakage is unrelated to a Qwen3_5 import failure." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Pipeline-removal docs issue is unrelated to a cache-strategy typo." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp logic and scheduler kwargs are unrelated bugs." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek shared-expert gating and a tensor transpose issue are different model bugs." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star removal performance work is unrelated to a VRAM leak in dataloader threads." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward-doc confusion is unrelated to Llama 3.2 model loading regression." - }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading is not the same as forward-doc confusion." + "reason": "One is a slow checkpoint load complaint; the other is documentation confusion about forward inputs. Different problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threaded loading is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in multi-threaded dataloading vs a RoPE implementation discussion for GLM-5. Different code paths." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific math issues, but they affect different architectures and code paths." + "reason": "GLM-5 RoPE vs Gemma-4 audio positional encoding. Both are model internals, but not the same bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage report is not the same as a specific Qwen3_5 import error." + "reason": "A broad \u201cmany models break in v5\u201d complaint versus a specific import failure for Qwen3_5ForCausalLM. Not the same concrete issue." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings API and VRAM leak reports are unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching support for audio models is unrelated to DeepSeek-V4 weight conversion." + "reason": "TF32 settings API change is unrelated to a VRAM leak in dataloader threads." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage is unrelated to Qwen3VL timestamp computation." + "reason": "local_files_only still making network requests is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp math and missing processor.save_pretrained files are different bugs." + "reason": "Timestamp math in a processor is not the same as missing files in save_pretrained." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching lacking audio-model support is unrelated to a DeepSeek-V4 weight conversion question." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug is unrelated to VRAM leakage in threaded loading." + "reason": "Processor timestamp calculation and VRAM leakage are different subsystems and symptoms." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value concerns are unrelated to Gemma audio positional encoding." + "reason": "torch.split return handling in an indexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + "reason": "CPU offload device mismatch is a runtime placement bug, not a positional-encoding issue." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision mismatch is unrelated to Gemma audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a normalization precision bug, not the Gemma-4 audio encoding issue." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 import failure are different symbols and likely different fixes." + "reason": "Both are import errors, but for different symbols/modules with no clear shared root cause." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support gating is unrelated to an import error." + "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to an import failure for Qwen3_5ForCausalLM." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is broad behavior drift and the other is a specific decoder-type issue." + "reason": "Both involve tokenizer v5 behavior, but one is a general regression report and the other is a specific decoder-type mismatch." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." + "reason": "Scheduler kwargs handling is unrelated to an unrelated off-topic issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crash are different failures." + "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak issue is unrelated to the placeholder report." + "reason": "VRAM leak and an off-topic unemployment issue are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key list handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." + "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different failures." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update is unrelated to tied-weight key crashes." + "reason": "Missing pad_token_idx in StableLmConfig is not the same bug as _get_tied_weight_keys crashing." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder type bug is unrelated to the placeholder report." + "reason": "Tokenizer decoder-type regression and an unrelated off-topic issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star removal/performance issue is unrelated to the placeholder report." + "reason": "Import-star performance issue is unrelated to the off-topic issue." }, { "left": "issue:44998", "right": "issue:46218", "accept": false, - "reason": "Placeholder issue is unrelated to a specific Qwen3_5 import failure." + "reason": "Off-topic unemployment issue and a Qwen import failure are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support work is unrelated to missing files in processor.save_pretrained." + "reason": "FP8 support request and missing processor save files are not the same bug." }, { "left": "issue:30333", @@ -17015,166 +17278,97 @@ "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown is unrelated to tensor-parallel training bugs." + "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained failure are different model features/issues." + "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are related only by model family, not the same defect." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer loading regression are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to Qwen3-VL/Qwen3.5 FP8 support." - } - ] - }, - "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": 20, - "review_unit_index": 54, - "review_unit_count": 54, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-459", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:46018", - "issue:46144" - ], - "soft_pairs": [ - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "7f8c2d8e9e743f6bd8b9b4dd7f41af4b3b975f92d4731fb03800125def60fd79", - "component_budget": { - "node_count": 459, - "item_count": 459, - "soft_pair_count": 1688, - "serialized_chars": 875247, - "estimated_input_tokens": 218812, - "estimated_eval_tokens": 437880 - }, - "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The cluster is a loose mix of unrelated model, config, tokenizer, and utility issues. None of the soft pairs look like the same underlying bug or change, so no duplicates should be merged here.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44031 is the clearest standalone bug report: it describes a concrete, user-facing regression with a specific version trigger and broad tokenizer impact.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44031 is the strongest representative of the set because it is specific, actionable, and broadly impactful compared with the more model-local or narrow reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Audio continuous batching support and FP8 inference support are separate feature gaps." + }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different problems in different model components: init-weights behavior for Mamba/Mamba-2 vs RoFormer attention not using the attention interface." + "reason": "Mamba init_weights discussion and RoFormer attention-interface usage are different model-specific concerns." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated code paths and symptoms." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating logic are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint issue in ModernBERT is not the same as a tokenizer regex warning regression affecting all tokenizers." + "reason": "A ModernBERT type hint issue is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both mention loss-related plumbing, but one is Mask2former ignore_value usage and the other is generic kwargs propagation to a loss function." + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being passed into loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are different subsystems and failure modes." + "reason": "Loss kwargs propagation and RoFormer attention interface usage are different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former loss-argument handling is unrelated to a tokenizer regex warning after version 4.57.3." + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Unrelated model areas: Mask2former loss handling vs RoFormer attention implementation." + "reason": "Mask2Former ignore_value handling is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value usage and a quantization-attribute typo are not the same underlying bug." + "reason": "Mask2Former ignore_value bug is unrelated to a typo in quantization operation naming." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic loss kwargs propagation and a ModernBERT type-hint correction are distinct, with no shared code path." + "reason": "Loss kwargs propagation and ModernBERT config typing are separate issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint fix and a typo in a quantization symbol are different kinds of issues in different areas." + "reason": "Incorrect type hint and a quantization-operation typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both touch normalization-related terminology, but one questions Llama4TextL2Norm semantics while the other is just a ModernBERT config annotation bug." + "reason": "A question about Llama4TextL2Norm being RMS norm is unrelated to a ModernBERT type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value logic and ModernBERT norm_eps typing are unrelated model bugs." + "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are not the same underlying bug." } ] }, @@ -17207,7 +17401,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "a78dc1631eeeb3b190fc7ba626564ae69140d9ea1ad1bad2e6d62eb3f7b6e2ba", + "prepared_review_unit_hash": "555374a847cd494284a9d15ae9442ebfcc57154106dce86ae5b7dfebe636f656", "component_budget": { "node_count": 3, "item_count": 3, @@ -17229,30 +17423,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster does not contain duplicates: all three issues ask for different features in different parts of the library.", + "summary": "All three items are distinct feature requests in different parts of the library: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. The cluster is heterogeneous, so none of the soft pairs should be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue fits well because the issues are unrelated: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong cluster representative since they do not describe the same underlying bug or change.", + "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it does not represent the others because the topics are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and requests: truncation-from-beginning for tokenization vs word boundary timestamps for Wav2Vec2." + "reason": "Different feature areas: truncation strategy for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated functionality: tokenizer truncation options vs a ReduceLROnPlateau-like scheduler feature." + "reason": "Unrelated requests: truncation from beginning vs. ReduceLROnPlateau-like learning-rate scheduling. Not the same problem." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Separate feature requests in different model areas with no shared concrete code-path or bug." + "reason": "Different subsystems and goals: optimizer scheduling vs. audio word boundary offsets. No duplicate relationship." } ] }, @@ -17284,12 +17478,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "688441b0425578ffed0753a2c40d4511b5e6ead1097a29d8bd154b018ab6deb0", + "prepared_review_unit_hash": "a833315f9e68c6995542f7b1e472dd67a88edf58b2131f0aea13f7644d3290aa", "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 }, @@ -17297,7 +17491,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17306,24 +17500,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not appear to be duplicates of one another: one is about Tapas tokenization mismatch, one about a private-model download/auth error, and one about failing to load bert-base-uncased. The only commonality is generic model-loading context, not the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "If forced to choose a representative issue, #16618 is the broadest and most actively discussed model-loading report, but it still does not subsume the other two topics.", + "summary": "These issues are only loosely related by being user-facing Hugging Face/TensorFlow model problems, but they do not describe the same underlying bug. One is a tokenizer behavior mismatch, one is an authentication/error-message issue for private models, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.88, + "canonical_issue_reason": "issue:16618 is the broadest and most central user-facing failure in the set, but the other two issues describe different problems rather than the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to keep as the cluster representative because it is the most generic and most discussed of the three, though it should not be treated as a true duplicate target for the others.", + "best_issue_reason": "issue:16618 is the most representative as a generic model-load failure report; the others are more specific and not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization behavior is a different subsystem and bug from a generic bert-base-uncased loading failure; no shared code path is evident." + "reason": "Tokenizer output mismatch is a different code path from a model-loading failure; they do not appear to be the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "The private-model unauthorized download error is an auth/error-messaging problem, while #16618 is a model loading failure for a public model; these do not look like the same bug." + "reason": "Private-model login/authentication error messaging is distinct from failing to load bert-base-uncased; same broad area, different underlying issue." } ] }, @@ -17353,7 +17547,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2c4f02c24ae771a174e046bec7589c8c8d77fe3bc3f3b475b0536e09e9dd5773", + "prepared_review_unit_hash": "201ea685eec458f545d334598e9358ac8ebcb6cf5cabb775ca98e310ac891a0c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17375,18 +17569,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution issues about adding support for different technologies: Flash Attention 2 vs GGUF. They share a template-like title but not the same underlying bug or change request, so they should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Neither issue is a duplicate of the other; they request different support additions for different features, so there is no clear canonical issue within this pair.", + "summary": "These are two broad community-contribution issues about different feature areas: Flash Attention 2 support vs GGUF support for more architectures. They are not the same underlying bug or change, so they should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one must be chosen as the canonical issue for this cluster, either would be arbitrary because they track different feature requests.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be chosen for the cluster, #26350 is slightly older and more broadly discussed, but it is not a better duplicate representative because the issues are unrelated.", + "best_issue_reason": "Issue 26350 is the better representative only by position in time and because it is a clearly scoped feature request, but it is not meaningfully better than 33260 for a duplicate cluster because they are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Same issue template, but different feature areas and different requested changes; not the same underlying bug or enhancement." + "reason": "Different requested features and architectures (Flash Attention 2 support vs GGUF support). Shared \u2018community contribution\u2019 framing is too broad to indicate the same underlying change." } ] }, @@ -17445,184 +17639,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "4700cac3a543216ab8e79ab1e4b6f909bb14ce3f931852f8a89103b9c5cad8a6", + "prepared_review_unit_hash": "b4f4e84dc24fa28e47c51b2cd19e3b848de08af2ea3f5e7c28722a9dade6395b", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes several distinct i18n translation requests (Turkish, Spanish, Romanian) with two separate exact-duplicate subgroups: the placeholder-title translation issues and the repeated Thai-titled issue. Only the exact matches should be merged.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43834 is the earliest of the exact-duplicate placeholder-title translation requests, making it the best canonical representative for that duplicate subgroup.", + "summary": "This cluster is mostly noisy i18n translation-request issues across different languages; they share a boilerplate shape but are not the same underlying request. The only clear duplicate pair is the two identical Thai-titled issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43834 is the most generic/template-like representative of the boilerplate i18n translation-request cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the most suitable issue to keep because it is the earliest, generic representative of the duplicated placeholder-title translation request set.", + "best_issue_reason": "issue:43834 best represents the shared placeholder-style translation-request pattern in this cluster, even though most other items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs. generic placeholder-title issue; no evidence they describe the same underlying request." + "reason": "Same broad i18n theme, but these are different language translation requests, not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request vs. generic placeholder-title issue; only broad i18n similarity." + "reason": "Boilerplate similarity only; Turkish vs. another language request are distinct." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish docs translation request is not the same as the placeholder-title issue." + "reason": "Generic placeholder title aside, this is still a different translation request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Turkish vs Romanian); not the same issue." + "reason": "Different target language, so not the same underlying issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language requests (Turkish vs Spanish); not duplicates." + "reason": "Turkish and Spanish translation requests are separate items, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs. generic placeholder-title issue; insufficient evidence of same underlying issue." + "reason": "Shared template wording only; the language-specific request differs." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs. generic placeholder-title issue; only topic overlap." + "reason": "These look like different language translation requests, not one bug/change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Spanish vs Romanian); not the same underlying issue." + "reason": "Spanish vs. Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request vs. generic placeholder-title issue; not a concrete duplicate match." + "reason": "Same boilerplate form, but not the same underlying request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs. placeholder-title issue; no direct duplication evidence." + "reason": "Different language-specific translation requests; similarity is only structural." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs. placeholder-title issue; not the same issue." + "reason": "Boilerplate i18n request, but not the same language/task." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs. placeholder-title issue; only broad i18n overlap." + "reason": "Template similarity is not enough to merge these into one issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian docs translation request and Thai-titled issue are unrelated." + "reason": "Romanian translation request is unrelated to the Thai-text issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian docs translation request and Thai-titled issue are unrelated." + "reason": "Romanian translation request is unrelated to the Thai-text issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder title and near-identical body shape; likely duplicate issues for the same translation template." + "accept": false, + "reason": "Near-identical template text, but not enough evidence they are the same translation request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same placeholder title/body pattern; looks like a duplicate of the same translation template issue." + "accept": false, + "reason": "They may be template clones, but the underlying language request is not confirmed the same." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder-title translation issue vs. Thai-titled issue; different content and no same-request evidence." + "reason": "Different content: generic placeholder i18n issue vs. Thai spam/clone issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder-title translation issue vs. Thai-titled issue; not the same underlying issue." + "reason": "Different content: generic placeholder i18n issue vs. Thai spam/clone issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder title and highly similar bodies; strong duplicate signal." + "accept": false, + "reason": "Very similar boilerplate, but not clearly the same concrete request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Placeholder-title translation issue vs. Thai-titled issue; no basis to merge." + "reason": "Different issue content; only superficial similarity." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Placeholder-title translation issue vs. Thai-titled issue; not duplicates." + "reason": "Different issue content; only superficial similarity." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder-title translation issue vs. Thai-titled issue; unrelated request text." + "reason": "Different issue content; only superficial similarity." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Placeholder-title translation issue vs. Thai-titled issue; not the same issue." + "reason": "Different issue content; only superficial similarity." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title and matching body size/activity; this looks like a direct duplicate." + "reason": "These have the same Thai title and appear to be the same underlying issue/clone." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: the three placeholder-title issues form a likely duplicate subgroup with 43834 as the earliest representative, and 46222/46226 are an exact-title duplicate pair. The Turkish, Spanish, and Romanian issues are kept separate, and the rejected cross-language/cross-template pairs are conservatively argued. No clear overstatement stands out." + "feedback": "The summary is well-grounded in the packet: it correctly treats the Turkish/Spanish/Romanian/placeholder i18n items as structurally similar but not confirmed duplicates, and it only accepts the one clearly identical Thai-titled pair. The soft-edge verdicts are conservative and do not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -17698,12 +17892,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "ab5b1787b5d2f98cd3c22a9cff89910dc09a82a92f7e2a7ea09f9a7ba7ff821b", + "prepared_review_unit_hash": "8bf4770c194365c785fad4dfbbb9ce589ce3b46e313d1664cfc78426887f48bf", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21654, + "serialized_chars": 21656, "estimated_input_tokens": 5414, "estimated_eval_tokens": 11084 }, @@ -17711,7 +17905,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21654, + "serialized_chars": 21656, "estimated_input_tokens": 5414, "estimated_eval_tokens": 11084 }, @@ -17720,222 +17914,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all broad model-addition requests, but they target different concrete models, modalities, or architecture changes. They are related thematically, not duplicates, so no soft pair should be merged. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "issue:36879 is a clean, concrete representative of the cluster\u2019s general \u2018add model support\u2019 theme, but it does not subsume the others.", + "summary": "These items are all model-request issues, but they refer to different concrete models or modalities (e.g. vision, audio, OCR, sparse transformer, BERT variants). None of the soft-linked pairs looks like the same underlying bug/change, so all soft edges are rejected. There is no strong duplicate canonical here; the closest hub is the Qwen3 audio request set, but it is still not a duplicate cluster.", + "confidence": 0.56, + "canonical_issue_reason": "If a single issue must anchor this group, issue 43671 is the most discussion-heavy and is the closest hub to the other Qwen3/audio-related requests, but it is still not a duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36879 is the best representative anchor: short, specific, and easy to recognize as a model-support request.", + "best_issue_reason": "Issue 43671 is the best representative only in the loose sense that it is active and sits near the densest similarity subcluster; however, the collection is better treated as separate model requests rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert vs DEIMv2." + "reason": "EuroBert and DEIMv2 are different model requests with different target architectures." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different targets and modalities: EuroBert vs Qwen3-TTS." + "reason": "A BERT config request and a Qwen3-TTS support request are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different models: EuroBert vs RF-DETR." + "reason": "EuroBert config and RF-DETR are different model families." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different detector/model requests: RF-DETR vs DEIMv2." + "reason": "RF-DETR and DEIMv2 are distinct model additions, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different modality and code path: RF-DETR vs LFM2.5 Audio." + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different change type: model support vs sparse-transformer architecture request." + "reason": "RF-DETR and the weight-sparse transformer request target different architectures." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different modalities: RF-DETR vs Qwen3-ASR." + "reason": "RF-DETR and Qwen3-ASR are different model/support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different modalities: RF-DETR vs Qwen3-TTS." + "reason": "RF-DETR and Qwen3-TTS are different modalities and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "Different requests: NeoBERT vs Qwen3-ASR." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different underlying changes: NeoBERT support vs sparse-transformer support." + "reason": "NeoBERT and the sparse transformer request concern different model architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Different domains: NeoBERT vs audio-model support." + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different requested models." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Both are BERT-like, but they request distinct models and likely distinct integration work." + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same fix." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "Different modalities: MiniCPM3 architecture vs ASR support." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Different model families and changes: MiniCPM3 vs sparse transformer." + "reason": "MiniCPM3 and the weight-sparse transformer request are different architectures." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model requests: MiniCPM3 vs ModernVBERT." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different modalities: MiniCPM3 vs Voxtral TTS." + "reason": "MiniCPM3 and Voxtral TTS support are different models and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "Different model families and tasks: DEIMv2 vs Qwen3-TTS." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "Different tasks/modalities: ModernVBERT vs Qwen3-ASR." + "reason": "ModernVBERT and Qwen3-ASR are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "Different tasks/modalities: ModernVBERT vs Qwen3-TTS." + "reason": "ModernVBERT and Qwen3-TTS are different requested models." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Related BERT theme, but one is a generic RoPE request and the other is a specific model request." + "reason": "ModernVBERT and generic RoPE BERT-like support are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Unrelated requests: generic BERT-like RoPE support vs Voxtral TTS." + "reason": "BERT-like RoPE support and Voxtral TTS are different code paths and models." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Related audio family, but TTS and ASR are distinct model/code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different model modalities and separate integrations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but they are different models and integration work." + "reason": "Qwen3-TTS and Voxtral TTS are different audio models, not the same change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Different modalities: TTS support vs OCR2 support." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Different change types: TTS model support vs sparse-transformer model request." + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Different modalities: ASR support vs perception-encoder support." + "reason": "Qwen3-ASR and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Related audio area, but distinct models and integration paths." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests with different targets." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Different domains: audio model support vs SAM3-LiteText." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Different audio-model requests: Qwen3-TTS vs LFM2.5 Audio." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Unrelated model families: sparse transformer vs perception encoder." + "reason": "Weight-sparse transformer support and EUPE are unrelated architecture requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Different requests: ASR support vs sparse-transformer support." + "reason": "Qwen3-ASR and the sparse transformer request target different model families." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Both audio-related, but ASR and TTS are distinct changes." + "reason": "Qwen3-ASR and Voxtral TTS are different audio model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Different domains: NeoBERT support vs Voxtral TTS support." + "reason": "NeoBERT and Voxtral TTS are different model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Different tasks/modalities: ASR support vs OCR2 support." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and not the same change." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Different vision-language model requests: EUPE vs TIPSv2." + "reason": "EUPE and TIPSv2 are different vision-language model requests with different architectures and targets." } ] }, @@ -17965,12 +18165,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "8e212551ab9be4ffb6841a92be4b0511521a70b31d57eb0458e8246c631581d4", + "prepared_review_unit_hash": "0a308ab34ea558f64c4b8cccff4fa3e7089576d7d70e5519fdb4bce156f0f29b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17978,7 +18178,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17987,18 +18187,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They do not describe the same underlying bug or change.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: the two issues are unrelated in scope and purpose (documentation request vs model internals refactor).", + "summary": "These two issues are not duplicates: one is a docs request to add `pruna`, while the other is a Vision RoPE refactor request. They target different subsystems and different kinds of work, so the cluster appears to be a false positive.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical duplicate target because they concern different subsystems and different kinds of work.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and change types; the first is a docs/optimization-framework request, the second is a Vision RoPE code refactor." + "reason": "Different topics and scopes: docs/framework listing vs. vision model refactor. No shared code path, filenames, or explicit target to indicate the same underlying issue." } ] }, @@ -18028,7 +18228,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "d8f480ddb7b81dad3662f6b227689f6f78ad257ff090d169f89813905215ffc7", + "prepared_review_unit_hash": "c578a737c5b00613a8c18cd5e3d9c66494660e05dd2b4b03121be792f5243de3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18050,18 +18250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a generic \"Set Block Decoding\" request, while the other is specifically about adding DeepSeek v3.2 support. They describe different user needs and likely different code paths.", - "confidence": 0.96, + "summary": "These two issues are unrelated: one asks for Set block decoding behavior, the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the more concrete and actionable request; #41084 is too vague to serve as a strong canonical representative.", + "best_issue_reason": "Issue 41084 is the more concrete technical request, but it is not a duplicate of 43037.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding behavior vs model/version support. No clear shared bug or change scope." + "reason": "Different topics and outcomes: block decoding behavior vs adding support for a specific model version. No clear shared bug or change." } ] }, @@ -18091,7 +18291,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "909006205d4b5a0aa0ed6950914cf26847e07222a740124f4a84b1005146d76a", + "prepared_review_unit_hash": "01bad1cec9e7afecc5dd7b192a450df6c7704ee3c9de2cc5342e219aef8e3356", "component_budget": { "node_count": 2, "item_count": 2, @@ -18113,18 +18313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the broader, more central Trainer customizability request; #43600 is a separate FLOPS-estimation concern rather than the same bug.", + "summary": "These are related only at a very high level: both concern custom trainer behavior in Trainer, but they address different features and code paths. One is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better canonical issue because it frames the main Trainer customization limitation more generally.", + "best_issue_reason": "Issue #43598 is the broader and more central Trainer customizability request, so it is the better representative issue for this small cluster, even though #43600 is a distinct problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers/Trainer internals, but one is about `remove_unused_column` customizability and the other is about estimating FLOPS. Different code paths and different fixes." + "reason": "Only a broad theme overlaps (custom trainers in Trainer). The underlying problems differ: one is about unused-column removal/customizability, the other is about FLOPS accounting, so they should not be merged as duplicates." } ] }, @@ -18154,12 +18354,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "5fa4b56f9e4eb15d356ef9cb5dec3bd0f7f7fba3a8d0e5db7dbfb4e058c9ec33", + "prepared_review_unit_hash": "737f1de1dd7004709b4c6bffaac51597d05a2081f7b437d3942722fbb2ecca5b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18167,7 +18367,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18176,18 +18376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related only at a very broad level (adding AutoModel support for Qwen variants), but they target different model families and different auto-class behaviors, so they are not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #43684 is the broader, more foundational registration request (AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni) and is the better canonical issue if one must be chosen.", + "summary": "These two issues are both about adding missing Hugging Face AutoModel support, but they target different Qwen variants and different heads/classes, so they do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate here: issue #43684 is about registering Qwen3-Omni for AutoModel / AutoModelForConditionalGeneration, while issue #44405 is about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the most central issue in this pair because it asks for core model registration rather than a narrower task-specific classifier mapping.", + "best_issue_reason": "#43684 is the broader infrastructure-style request and is the closest to a general model-registration issue, but it is not a duplicate of #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying request: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Different model family and code path." + "reason": "Different model families and different support targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. Not the same change path." } ] }, @@ -18224,77 +18424,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "11710777dcc152416c6a73c67cdc30a73e2ac49e49e39bbf858258c03ea27f21", + "prepared_review_unit_hash": "c62692eed0e7fb6b64155d053563929d68c4d27c3fe3813e3bc1c23cf4eed422", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One low-signal cluster: three issues share the exact title \"huggingface\" and look related by repetition, while \"Fett\" appears unrelated. Evidence is too sparse to confidently merge any pair.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" issues and is the most reasonable representative of that subgroup; 43835 has a different title and stands apart.", + "summary": "One issue ('Fett') appears unrelated. The three 'huggingface ' issues look like near-duplicate reports of the same item, with 43845 the best canonical representative because it is the earliest in that duplicate set.", + "confidence": 0.79, + "canonical_issue_reason": "43845 is the earliest of the three matching 'huggingface ' issues and is a clean representative for the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue to keep as the cluster representative because it is the earliest identical-title report and there is no richer content to distinguish the duplicates.", + "best_issue_reason": "43845 is the best global issue because it matches the duplicate cluster and predates the other near-identical reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no substantive body detail tying \"Fett\" to the repeated \"huggingface\" reports." + "reason": "Different titles and no evidence they describe the same problem; 'Fett' looks unrelated to the 'huggingface ' cluster." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Different titles and no shared concrete details; no basis to merge these as duplicates." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful overlap beyond being closed issues; the titles do not suggest the same bug." + "reason": "Different titles and no shared concrete details; no basis to treat as the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "These look duplicate-like because the titles match, but there is no issue description detail to confirm the same underlying bug or change." + "accept": true, + "reason": "Same title, same narrow timeframe, and no distinguishing body details; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Exact same title, but the reports are too content-poor to verify they refer to the same concrete issue." + "accept": true, + "reason": "Same title and highly similar metadata; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Exact same title, yet the available evidence is insufficient to assert a shared underlying bug/change." + "accept": true, + "reason": "Same title and tightly clustered timing; likely duplicate reports of the same issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43835 has a different title and the three 43845/43846/43859 items share the same title with higher similarity, making the duplicate-cluster read reasonable. The canonical choice of 43845 is conservative as the earliest item in that cluster. The soft-edge verdicts are also cautious overall; none overclaim beyond the available metadata." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18328,88 +18531,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fe89be851ada82bfb850dc24de646bfcc731f36b386f1ecc855ec9cde2e19115", + "prepared_review_unit_hash": "c9e4cae0b48a71dbfea2cb36f2c1a31f918ffb4a0da31bb850916c7fc4f17b02", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly spam/placeholder issues with no evidence of shared bug reports. Issue 44418 is the only one with a meaningful title, so it is the best anchor, but none of the pairings look like true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44418 is the only non-spam, descriptive issue in the set, so it is the best canonical anchor among otherwise low-signal reports.", + "summary": "No credible duplicate cluster here. The items appear to be unrelated spam/promotional or generic documentation-titled issues with no shared concrete bug report.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #44418 is the most substantive and specific-looking entry; the others are spam-like or promotional titles with no usable problem description.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the most substantive and least noisy issue here; the others are generic spam or similarly uninformative.", + "best_issue_reason": "#44418 is the best representative issue because it is the only one with a clear, non-spam topical title and is least likely to be noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' placeholders with no concrete shared bug/change to deduplicate." + "reason": "Both are just '' titles with no description or evidence of the same underlying issue; nothing concrete ties them together." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic '' placeholders with no concrete shared bug/change to deduplicate." + "reason": "Both are spam placeholders, but there is no specific bug/change topic to indicate they are duplicates of the same report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a documentation suggestion; the titles do not indicate the same underlying issue." + "reason": "A spam placeholder and a documentation suggestion do not describe the same underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam is not the same underlying issue as the 'Google LLC' title, which is a different topic entirely." + "reason": "Spam placeholder versus a promotional title; these are clearly different issue types and not the same report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request does not match a generic spam placeholder." + "reason": "Documentation enhancement request versus spam placeholder; no shared concrete subject or bug path." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request does not match a generic spam placeholder." + "reason": "Documentation enhancement request versus spam placeholder; insufficient overlap to treat as duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they describe the same concrete bug or change." + "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate spam submissions." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Generic spam and a 'Google LLC' topic are unrelated on the available evidence." + "reason": "Spam placeholder versus promotional title; no common bug or change target." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Generic spam and a 'Google LLC' topic are unrelated on the available evidence." + "reason": "Spam placeholder versus promotional title; not the same underlying issue." } ] }, @@ -18439,12 +18642,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a1817adf62117243a2d32e5f94bf25a32fe2c69ea6edf7548c18fc59c763e87f", + "prepared_review_unit_hash": "7ab230c48c11a37c129b567ff2c591ccb0c01e3b83aaa95d2705257db3ae6ef1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18452,7 +18655,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18461,24 +18664,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look highly similar, but the packet only supports a cautious association based on identical titles and soft-similarity signals. #45145 is the better representative because it is earlier and has the only inbound reference, but the evidence is not strong enough to confidently assert a duplicate relationship.", + "summary": "These two closed issues have the same title and similar-looking body text, so they are likely duplicate reports of the same proposal, but the packet does not prove they are definitively the same issue.", "confidence": 0.74, - "canonical_issue_reason": "#45145 is the earlier issue and has the only inbound reference, so it is the best representative of the pair if they are ultimately treated as related. The packet does not include bodies, so this should be framed as a representative choice rather than a proven duplicate determination.", + "canonical_issue_reason": "Issue #45145 is the earlier-created candidate and is the best canonical placeholder if these are later confirmed duplicates, but the available evidence is still only suggestive.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative because it is earlier and has an inbound reference, while the available evidence does not show any substantive difference from #45151. This is a conservative selection rather than a strong duplicate claim.", + "best_issue_reason": "Issue #45145 is the better representative because it was opened first and has an inbound reference, though the packet does not establish a definitive duplicate relationship.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The identical title and soft-similarity signal suggest a possible duplicate, but the packet does not provide issue bodies and the pair is marked deterministic_accept:false. That is not enough evidence to confidently accept the edge as the same underlying issue." + "reason": "Same title and soft_similarity make them plausibly related, but deterministic_accept is false and the packet lacks enough evidence to conclude they are the same underlying issue with confidence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The verdict is too strong for the evidence in the packet. We only have same title, similar body lengths, and a soft-similarity signal; the packet does not provide the issue bodies, so claims like \"near-identical content\" or \"clear duplicates\" are not fully grounded. Also, the soft pair is marked `deterministic_accept: false`, so accepting the duplicate edge is not conservative enough. The canonical-choice rationale can mention that #45145 is earlier and has an inbound reference, but it should not overstate substantiated duplication." + "feedback": "The verdict is too strong for the packet. The packet only shows identical titles and a soft_similarity signal with deterministic_accept=false; it does not establish that the descriptions are textually identical or that the issues are definitively duplicates. The summary should stay conservative (e.g., likely duplicate), and the soft-edge accept should not be made with high confidence." }, "evaluator_used": true, "retried": true, @@ -18559,40 +18762,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "0344bfe59ff04a353e88848e8f983e436f5fa7ad0ace78e7abca33021bda56ab", + "prepared_review_unit_hash": "467725838a7e4f4f3001ec0eed96f045e893b0f9a058c4765c8df094f2887776", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one about torch.finfo() failing on uint8 weights in Gemma4 audio modules, the other about llm_int8_skip_modules wiping the default lm_head exclusion and triggering an AssertionError. They are related only at a broad BitsAndBytes/4-bit level, not the same underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #45674 is the better representative because it describes a concrete configuration regression in BitsAndBytesConfig with a clearer failure mode and broader impact.", + "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45674 is the cleaner representative because it describes a specific, reproducible config regression in BitsAndBytesConfig with a clear failure mode and scope; #45672 is a separate Gemma4/audio-module dtype-path bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the strongest standalone issue in the set: it is specific, actionable, and maps to a distinct code-path problem rather than a model-specific symptom.", + "best_issue_reason": "Issue #45674 is the best overall anchor for the cluster because it is more self-contained and actionable, while #45672 appears to be an unrelated model-specific inference error.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: the failures are different. #45672 is a Gemma4/audio-module torch.finfo() uint8-type issue, while #45674 is an llm_int8_skip_modules / lm_head exclusion regression causing AssertionError. Same subsystem, different bug." + "reason": "Different failure mechanisms and code paths: torch.finfo() on uint8 audio-module weights versus llm_int8_skip_modules clearing lm_head exclusion. Shared 4-bit inference context is too broad to treat as duplicates." } ] }, @@ -18622,40 +18825,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "5ee06a725d5ffa0809c5e835c2dc67cb5cc297018db98101d007d69e63b52ed3", + "prepared_review_unit_hash": "e6bac08cbbd63cfdb06f581ac21c5b743a92625772366b1893706c51b80103f0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated personal-name titles and different dates; they do not describe the same bug or request.", + "summary": "These two closed issues are just similarly formatted personal-name/date entries and do not describe the same bug or request. They should not be deduplicated.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45762 is a reasonable canonical only by default; it has no body or technical context, so there is no substantive basis to prefer it over 45763.", + "canonical_issue_reason": "Neither issue contains a real bug report or shared technical context; if forced to pick one canonical item, there is no meaningful canonical candidate because both are unrelated placeholder-like entries.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical bug report, but 45762 is marginally as good a representative as 45763 because both are empty, non-technical, and equally non-descriptive.", + "best_issue_reason": "No issue in this pair is a better canonical representative of an underlying problem, since the titles appear to be unrelated personal records rather than duplicate product issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal names with different dates and no shared technical details, explicit links, or overlapping behavior; they appear unrelated rather than duplicate." + "reason": "The titles are different names and dates; there is no shared bug, feature request, or technical context to indicate the same underlying issue." } ] }, @@ -18685,7 +18888,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "74fb955d415de602c7ee447936971f0274f873516dd94ae2e8b7d45a3db29880", + "prepared_review_unit_hash": "e53e5ec7943a38e53ee241d910ef82b6ebf383aefde27ffad2c7475cd441fc63", "component_budget": { "node_count": 2, "item_count": 2, @@ -18707,18 +18910,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just name/date placeholders and do not describe a shared technical problem, so they should not be clustered as duplicates.", + "summary": "The two issues appear to be unrelated, low-signal entries with different names/dates and no shared bug description or code context. They should not be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 45764 is a reasonable representative only because it is the earlier of two similarly empty, spam-like reports; there is no substantive content to distinguish it further.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45764 is the best issue to keep as the cluster representative by default, since it is the earliest and neither issue contains actionable technical detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "No bug report, feature request, or code-path description is present; the titles only contain different personal names and dates, so there is no evidence they refer to the same underlying issue." + "reason": "Different titles, different personal names, and different dates; no evidence of the same underlying bug or request." } ] }, @@ -18748,40 +18951,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "e7ed51b01c7d79a02b2d10d3b7410eec7d9196461c2ca1ccde215c243b887b31", + "prepared_review_unit_hash": "b401059f21805799764b9a33fe80914935642e9cb9d1d886ebce4b6ae7cbdf40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They touch different features and code paths.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46295 is the broader, more general feature request; #45810 is a narrow model-specific addition and does not match it.", + "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. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the better representative issue for the cluster because it is the more general and potentially higher-impact request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training. No shared bug or concrete code-path fix." + "reason": "Different underlying requests and code paths: model-class support vs. FP8 training capability. No concrete overlap beyond both being feature requests." } ] }, @@ -18821,7 +19024,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "344a4eabb7fbfe3230d4be74f88bd95311db751bd83bb0b5c52ef183da2b059b", + "prepared_review_unit_hash": "5457e7ca1a36c03829d96d2203ec676723b8513bc0f00912b2cbab82a491c0de", "component_budget": { "node_count": 5, "item_count": 5, @@ -18843,66 +19046,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically similar but appears to be a different dataset promotion topic, not the same underlying request/bug. No pull requests are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45870 is the best canonical issue because it is the earliest and slightly more active of the exact duplicate pair 45870/45871; 45871 is a straight duplicate, while 45869 and 45872/45873 are separate topics.", + "summary": "The items split into two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only by broad financial-data wording, but it is not the same request, so it should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue across all five items; the cluster actually contains two separate exact-duplicate pairs. If one anchor must be chosen, 45870 is the best representative of the first pair because it is the earliest and generic version of the identical 45870/45871 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45870 is the strongest representative issue in the cluster: it is an exact duplicate target, has a duplicate partner, and is a cleaner canonical anchor than the unrelated dataset promo issue.", + "best_issue_reason": "45870 is the best issue anchor overall because it is an exact-duplicate target with 45871 and is slightly earlier/more generic than its twin; however, it only represents one of the two duplicate pairs, not the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial/DataForge wording, but one is a dataset promotion and the other is an example request; not the same underlying issue." + "reason": "Same general financial/time-series theme, but different artifact types: a dataset bundle vs. an example request. Not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: topical overlap only, not a true duplicate." + "reason": "Related topic wording, but the dataset bundle request is distinct from the example request; no evidence they are duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and effectively the same issue content; clear duplicate." + "reason": "Exact same title and matching metadata/body footprint; clear duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are DataForge/financial-themed, but they describe different requests (example prediction vs scraping service)." + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping-service angle; different underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request from 45870; similar surface wording but not the same underlying issue." + "reason": "Same as 45870/45872: broad topical overlap only, not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Exact-duplicate partner of 45870, but not the same topic as the scraping-service issue." + "reason": "Generic financial-example overlap, but the requested change differs materially." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request from 45871; similar subsystem mention only." + "reason": "Related topic only; not the same underlying request or bug." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and body shape; clear duplicate." + "reason": "Exact same title and matching metadata/body footprint; clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different dataset-promo topic. The canonical choice of 45870 is conservative and supported by earlier creation time plus slightly higher discussion activity. No PRs are present. Soft-edge accepts are limited to the two strongest duplicate-like pairs and do not overreach." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the two strongest duplicate pairs (identical titles, matching body lengths, Jaccard 1.0), while 45869 is only broadly related and not well supported as a duplicate. The \u2018no single canonical issue\u2019 conclusion is conservative and reasonable for a cluster that splits into two separate pairs." }, "evaluator_used": true, "retried": false, @@ -18929,7 +19132,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "3c9fa5f880d5c6ad9484e7ae2d859b64e0e371e8aad335b8b994823703d04fa4", + "prepared_review_unit_hash": "13a1536dc73910df9f3a098a65b94960d5051924c95c34c71d9dca934ef982ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -18951,18 +19154,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related by static caching and linear-attention, but they describe different failure modes: one is a shape corruption during `early_initialization`, the other is a `KeyError` for a missing `linear_attention` cache entry in Qwen3.5.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying static-cache/linear-attention corruption and gives a more general bug description than the model-specific KeyError report.", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different concrete failures: one is a shape corruption/runtime error in early initialization, the other is a `KeyError` in Qwen3.5. Related, but not the same underlying bug with enough certainty to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46439 is the more general technical report and directly names the suspected static-cache/linear-attention corruption path, making it the better anchor if these were grouped.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it is more general, describes the failure mechanism, and is more likely to map to the core code-path problem.", + "best_issue_reason": "issue:46439 is the strongest standalone issue because it describes the broader failure mode and root area (`early_initialization` + linear-attention shape corruption) rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: they involve the same subsystem, but the reported failures differ materially (`RuntimeError` from wrong shapes during early initialization vs `KeyError: 'linear_attention'` in Qwen3.5 static cache), so they do not clearly share the same underlying bug." + "reason": "Shared theme (`static` cache + `linear_attention`), but the reported failures differ materially: wrong-shape `RuntimeError` during early initialization versus `KeyError: 'linear_attention'` in Qwen3.5. Too different to treat as the same bug." } ] }, @@ -18976,7 +19179,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19022,12 +19225,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c4cb72318b8deea24ca2d2844f50eba7649156d89c90a30192515568a359f5bd", + "prepared_review_unit_hash": "7401df30b157188c659f217667dc5965e7c32edadfa9971257c7e2bd82f9cb30", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38086, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19035,7 +19238,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38086, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -19044,132 +19247,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated open pull requests across model additions, docs, tokenizer utilities, export tests, and loss/kernel fixes. The only true duplicate-looking pair is the two fixed_cross_entropy kwargs PRs targeting the same issue.", - "confidence": 0.97, + "summary": "Most PRs here are unrelated; the only true duplicate pair is the two `fixed_cross_entropy` patches (43251 and 43254), which address the same loss-function kwargs bug. The rest differ by model, subsystem, or goal and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the clearest canonical choice: it explicitly targets issue #43240, has the more complete fix surface, and includes review activity. PR #43254 is the near-duplicate follow-up variant.", + "canonical_pr_reason": "PR 43251 is the best canonical representative because it directly targets the tracked issue and implements the `fixed_cross_entropy` kwargs fix; 43254 is the same change expressed with a slightly different signature style.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best representative of the cluster\u2019s only real duplicate pair because it directly addresses the tracked bug with the more complete implementation.", + "best_pr_reason": "PR 43251 is the strongest standalone PR in this set: it has the explicit issue link, fixes a concrete bug in one code path, and is the clearest merge candidate for the duplicated loss-function change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated PRs; one adds VideoPrism, the other adds an Executorch dynamic-shape test." + "reason": "Unrelated model-doc/model-addition PR vs executorch export test; no shared bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods for MistralCommon and a new MobileLLM model are different changes and code paths." + "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model; different code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "A tokenizer API addition and an Executorch export test are unrelated." + "reason": "Tokenizer methods fix vs executorch dynamic-shape export test; not the same change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and MobileLLM model implementation are not the same underlying change." + "reason": "Processor auto-loading robustness work vs a new model implementation; only broad subsystem overlap." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing and adding MobileLLM are unrelated." + "reason": "Loss-function kwargs fix vs MobileLLM model addition; unrelated artifacts." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The loss helper fix is unrelated to Mistral4 test/model adjustments." + "reason": "Both touch training/model code, but one is a loss helper fix and the other is Mistral4 test/model wiring; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes do not overlap on the same bug." + "reason": "Executorch dynamic-shape test vs Mistral4 model/test work; different objectives." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch dynamic-shape testing and MobileLLM model addition are separate concerns." + "reason": "Executorch export test and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model implementation and config resolution-order fix are different underlying changes." + "reason": "New model implementation vs config-resolution fix; no shared underlying issue." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." + "reason": "Model addition vs Falcon output-collection refactor; different code paths and goals." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill/docs PR are not the same code-path change." + "reason": "Falcon refactor vs AI skill/documentation PR; clearly unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes are unrelated." + "reason": "Falcon output interface refactor vs Mistral4 tests; not mergeable as one PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes and the layrnorm->layernorm rename fix different problems." + "reason": "Mistral4 test/model work vs CLIP-like layernorm rename cleanup; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are unrelated." + "reason": "Mistral4 tests vs chat parsing/serve changes; different features." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and the TDT loss kernel addition are different features." + "reason": "Mistral4 tests vs TDT loss kernel integration; different concrete changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test changes and cls.config resolution-order fix are not the same bug." + "reason": "Mistral4 tests vs config resolution fix; no shared bug or code path." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test PR and a model-creation skill/docs PR are unrelated." + "reason": "Mistral4 tests vs model-creation skill/dataset PR; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and the model-creation skill/docs PR are not duplicates." + "reason": "New model implementation vs skill/docs tooling PR; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch fixed_cross_entropy to forward cross_entropy kwargs for the same issue (#43240); they are duplicate implementations of the same fix." + "reason": "Both patch `fixed_cross_entropy` for the same issue (43240) by exposing the same `cross_entropy` kwargs in the same code path; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, PR #43251/#43254, is supported by the shared issue target (#43240) and matching loss_utils fix. The other soft-edge rejections are consistent with the file/diff contents and do not overstate duplication." + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate verdict for 43251/43254 is supported by their shared issue target (43240) and the same `fixed_cross_entropy` code path; the other pairwise rejections are appropriately cautious and do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -19180,7 +19383,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19198,7 +19401,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "82f4102e54dc3d6d535c096cc48e89a025aeb9728e1e4fb08ae42956f25e099e", + "prepared_review_unit_hash": "75280700a10339b95652e465e2dd857a94783205b462a75a4b4f92c824569663", "component_budget": { "node_count": 3, "item_count": 3, @@ -19220,24 +19423,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one is the base VibeVoice implementation, one is a separate VibeVoice Realtime extension, and one is an unrelated Parakeet-RNNT change. The shared auto-registry files are broad integration overlap, not the same fix/change.", - "confidence": 0.95, + "summary": "The cluster contains two related-but-distinct VibeVoice PRs and one unrelated Parakeet-RNNT PR. The overlap is mostly in shared auto-mapping/docs plumbing; the concrete model changes are different, so no soft pair should be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the core VibeVoice implementation and the most established candidate to represent the VibeVoice work; the other VibeVoice PR is a separate realtime extension, and the Parakeet PR is unrelated.", + "canonical_pr_reason": "PR #40546 is the broader, original VibeVoice implementation and is the best representative for the VibeVoice feature set in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it covers the main VibeVoice feature set and has the broadest, most mature implementation; the others are distinct follow-on or unrelated changes.", + "best_pr_reason": "PR #40546 is the strongest canonical PR candidate because it introduces the base VibeVoice model rather than the narrower realtime follow-up or the unrelated Parakeet change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related model family, but not the same underlying change: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime with additional acoustic-tokenizer and generation work. Shared registry/docs files are too broad to treat as duplicates." + "reason": "Both are about VibeVoice, but #42781 is a realtime variant with additional acoustic tokenizer/feature-extractor work and different model plumbing. They share registration/docs files, yet they do not appear to fix the same concrete code-path problem or be mergeable into one PR as duplicates." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model targets and code paths: 42781 is VibeVoice Realtime, while 46331 adds Parakeet-RNNT. Overlap in auto-mapping files is incidental framework plumbing, not a duplicate fix." + "reason": "These are different ASR model families: VibeVoice Realtime versus Parakeet-RNNT. The shared auto-mapping files are broad integration points, not evidence of the same underlying bug or change." } ] }, @@ -19251,7 +19454,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19267,12 +19470,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "278c89ecc870a6064c5f9f574556dd0da6db800d95ac84030b63849b941c2e20", + "prepared_review_unit_hash": "e456eda87f32da9c4d2e341822acd6b17dbc9a4cb6c1fa4fd1a1cc154bd3f229", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19280,7 +19483,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19289,18 +19492,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing features.", - "confidence": 0.99, + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft edge should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #41224 is the better cluster representative only by being more polished/reviewed and narrower in scope, but it is not actually related to the other PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #41224 is the stronger standalone PR: it has more discussion/review activity and a focused, concrete feature addition.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and unrelated changes: TimesFM covariate regression vs. DINOv3 image classification. They do not fix the same bug or implement the same feature." + "reason": "Different products and code paths: TimesFM covariate regression vs DINOv3 image classification. They are not mergeable as one PR and do not fix the same bug/change." } ] }, @@ -19314,7 +19517,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19377,7 +19580,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19395,7 +19598,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "f06a1ded87d4ec8cef6c47b35a44ca6e0b18d293321460e6760131fb3fdbb510", + "prepared_review_unit_hash": "d0154f401e6fcc8dea0658969df05624feeb53f5e0af958c1d289f28188192ae", "component_budget": { "node_count": 3, "item_count": 3, @@ -19417,8 +19620,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). The overlap is mostly boilerplate around Transformers model registration and docs, not the same underlying change, so none should be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are three unrelated new-model integration PRs (DeepSeek OCR, Isaac, and Kimi2-6). They overlap on standard Transformers scaffolding, but they do not address the same bug or implement the same model change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19428,13 +19631,13 @@ "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations with different code paths and artifacts: DeepSeek OCR adds OCR-specific model/processor files, while Isaac adds a separate vision model stack and tests. Shared auto-registration/docs boilerplate is not enough to treat them as the same PR." + "reason": "DeepSeek OCR vs. Isaac are different model integrations with different configs, processors, and model code; shared auto-mapping/docs files are expected boilerplate, not the same code-path fix." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "These add different models (Isaac vs Kimi2-6) with distinct configs, modeling code, and supporting files. The similarity is limited to generic model-registration updates, so they are not mergeable as one fix/change." + "reason": "Isaac and Kimi2-6 are distinct model additions with different model families and filenames; they only overlap in generic registration/documentation changes, so they should not be merged as duplicates." } ] }, @@ -19448,7 +19651,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19464,7 +19667,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a0e2337b3dc977288bf39433d281c7b8fb32fddb91ae4ecf1f2a5321e3d9f34b", + "prepared_review_unit_hash": "be784e459312c73b0adc4f5845d94b2cb8245a5547815ab6c9b0b361a6c1ee60", "component_budget": { "node_count": 2, "item_count": 2, @@ -19486,18 +19689,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate dependency-upgrade PRs in GitHub Actions workflows: one targets Node 24 compatibility for core actions, the other updates docker/build-push-action and related workflow actions. They overlap in files but not in the underlying change, so they should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Two open PRs both upgrade GitHub Actions, but they target different concrete action families and fixes: one is specifically for Node 24-compatible core workflow actions, the other updates docker/build-push-action in Docker image workflows. They overlap in broad CI workflow files, but not in the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #42975 and #42976 address different workflow-action upgrades with different scopes and failure modes.", + "canonical_pr_reason": "PR #42975 is the better canonical PR because it is the more explicit, broader workflow-action compatibility upgrade (Node 24 related) and touches the core CI action dependencies directly.", "best_issue_reason": null, - "best_pr_reason": "If one must be chosen, #42975 is the broader maintenance PR, but it still should not subsume #42976 because the actual action upgrades differ.", + "best_pr_reason": "PR #42975 is the best representative of the cluster since it addresses the central GitHub Actions runtime-compatibility upgrade, whereas #42976 is a narrower action-version bump for Docker build workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both edit GitHub Actions workflows, but the concrete changes are different: #42975 upgrades checkout/cache/upload-artifact and other core actions for Node 24 compatibility, while #42976 upgrades docker/build-push-action and a different set of workflow actions. Shared files alone do not make them the same fix." + "reason": "These are not the same concrete change: #42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action in Docker image workflows. Shared workflow filenames alone are too broad to merge as duplicates." } ] }, @@ -19511,7 +19714,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19534,7 +19737,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "f8ed0f1e01887f3627d90301ea393f1492c9bcfa420dac4b7e76dcf535fe2dc6", + "prepared_review_unit_hash": "3901b5269a3484eeb4ea3f46dca58732af366a7501ae5aa6e86a4452cb6b2070", "component_budget": { "node_count": 4, "item_count": 4, @@ -19556,48 +19759,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM) with only superficial overlap in docs/auto-registration files. They do not look like duplicate fixes or mergeable into one PR.", + "summary": "These are four separate model-addition pull requests, not duplicates. They share boilerplate across docs/auto-registration, but each targets a different model and code path.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster mixes distinct model additions (ViT NEPA, Molmo, Molmo2, CTSM) rather than one underlying fix or feature.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear duplicate-canonical representative; these are distinct model integrations rather than the same underlying change.", + "best_pr_reason": "No single PR is a safe global representative because each PR adds a different model with different files, tests, and implementation details.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions with different architectures and filenames; shared docs/auto-mapping edits are incidental, not the same code-path change." + "reason": "ViT NEPA and Molmo are different models with different implementations; shared docs/auto-mapping changes are boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2 are unrelated model integrations; overlap is only in generic registry/docs plumbing." + "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not fix the same concrete code-path problem." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "CTSM is a separate time-series model addition, not the same bug or feature as ViT NEPA." + "reason": "ViT NEPA and CTSM are separate model integrations; overlap is limited to common registration/documentation patterns." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related in naming but are distinct model families with different files and implementations; not a single concrete fix." + "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and behavior, so they should not be merged as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM touch broad model-registration infrastructure, but they implement different model families and code paths." + "reason": "Molmo and CTSM are unrelated additions; shared top-level changes do not imply the same underlying PR." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions; shared auto/model registry updates do not indicate duplicate content." + "reason": "Molmo2 and CTSM are different model additions and not plausibly one merged fix/change." } ] }, @@ -19611,7 +19814,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19634,7 +19837,7 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "6f6350727c5da31780616683841dc4cd98cc9170c4e053655eb1f8b6e3169e2c", + "prepared_review_unit_hash": "ec705b5cb7d5dd7cca560a14cd07f4a9e678a88bef084d70484ce34ed5e9e44c", "component_budget": { "node_count": 4, "item_count": 4, @@ -19656,48 +19859,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No pair looks like the same underlying bug/change. The similarity is mostly superficial: one PR is test-only noise, and the others target unrelated areas (Whisper tokenization, FP8 dequantization, and generation watermarking validation).", - "confidence": 0.93, + "summary": "No duplicate cluster here: the four PRs target different bugs/changes (Whisper decode behavior, test-only assertions, FP8 dequantization, and generation watermarking validation). The soft similarities are superficial.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the clearest real bug fix in the set: it addresses a specific validation/code-path issue by handling dict-form `watermarking_config` consistently in `GenerationConfig.validate()`.", + "canonical_pr_reason": "PR 44815 is the most concrete, production-code-oriented fix in the set, centered on FP8 dequantization logic with a focused implementation; the others are either test-only, broader, or clearly about different code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest standalone candidate overall because it fixes a concrete runtime validation problem with a narrow, understandable change. PR 44815 is also substantive, but it is broader and more multi-part.", + "best_pr_reason": "PR 44815 is the best standalone representative of the group because it contains the clearest substantive bug fix rather than mostly tests or unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Unrelated changes: 43291 modifies Whisper decode behavior, while 43665 is just test assertions/noise across CLIP and ViT." + "reason": "Whisper tokenizer decode fix vs. test-only assertion edits in CLIP/ViT; different bugs and not mergeable as one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different bug domains and code paths: Whisper tokenizer decoding vs FP8/dequant loading logic." + "reason": "Whisper timestamp decoding vs. FP8 dequantization/core loading; unrelated code paths and underlying issues." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode/tokenization changes are unrelated to generation watermarking validation." + "reason": "Whisper tokenizer fix vs. generation watermarking validation plus broader model/test changes; not the same concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is test-only and not a real implementation fix; it does not match the FP8 dequantization change in 44815." + "reason": "One PR is effectively test-only, the other is a quantization/dequantization fix; no shared underlying defect." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "43665 is test-only noise, while 46380 fixes generation config validation." + "reason": "Test assertion tweaks in CLIP/ViT are unrelated to generation config/watermarking and whisper-model changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are real fixes, but they target different problems and code paths: FP8 dequantization/loading vs watermarking config validation." + "reason": "FP8 dequantization fix vs. generation watermarking/config validation fix; different concrete problems and code paths." } ] }, @@ -19711,7 +19914,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19727,7 +19930,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "d9df4361a0b23916649243c01601edca30858e13e4b3eb620d99cf84cd8558a2", + "prepared_review_unit_hash": "7ac51824412a37baa46cba4cb4fd8a9a530d98e6c681a521afc19f7e20951b85", "component_budget": { "node_count": 2, "item_count": 2, @@ -19749,18 +19952,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that both touch the ViT test file, but they are otherwise unrelated: one is a small setup/version/dependency formatting change, the other rewires CI/workflow and testing utilities. The shared file alone is not enough to treat them as the same change.", + "summary": "Two open PRs that are not duplicates: one is a deliberate bot-check dummy change, the other is a broader workflow/test change. They only overlap on a shared ViT test file and do not appear to fix the same concrete problem.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the more substantive and representative change in the cluster, with broader workflow/testing-utility edits beyond the shared test file.", + "canonical_pr_reason": "PR #43532 is the more substantive and representative change in the cluster: it modifies CI/workflow and related test/util code paths, whereas #43488 is an intentional repo-bot format check with a tiny, unrelated setup/version tweak.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the best representative PR here because it has the larger, more distinctive code-path impact and clearer scope.", + "best_pr_reason": "PR #43532 is a better cluster representative because it has the broader real code changes and higher review activity; #43488 is just a synthetic '[don't merge]' bot test.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: they do not fix the same concrete bug/change. #43488 is a setup/version/dependency tweak, while #43532 changes CI workflow and testing utilities; the shared ViT test file is incidental." + "reason": "Not the same underlying bug/change. #43488 is a synthetic setup/version-format bot check, while #43532 changes CI workflows and testing utilities; shared ViT test-file overlap is incidental." } ] }, @@ -19774,7 +19977,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19790,7 +19993,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5ca9447d0d2dbebbd91dbbeb7883ea01927b314fe655b825e4cd4df6ec4a2f01", + "prepared_review_unit_hash": "fe1835de4ef8224c0146078c9f77031679c68e371ccc44163fa276e206897969", "component_budget": { "node_count": 2, "item_count": 2, @@ -19812,18 +20015,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs share a lot of pipeline/doc scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation, with different model and test coverage. They are related, not duplicates.", - "confidence": 0.96, + "summary": "These PRs are related feature additions in the segmentation area, but they implement different pipelines with different model integrations and docs. They are not duplicates and should not be merged as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication: 43612 targets concept segmentation, while 43613 targets visual segmentation and touches a different set of models/code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43613 is the better representative of the cluster because it is the broader, more complete PR and appears to define the more general visual segmentation pipeline.", + "best_pr_reason": "PR 43613 is the broader, more complete feature addition and would be the better representative if a single PR had to stand in for the cluster, but it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Both add similar pipeline/documentation scaffolding, but they implement different concrete features and model integrations, so they should not be merged as the same change." + "reason": "Both add new pipeline/docs infrastructure, but one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. They target different functionality and model paths, so they are not the same concrete change." } ] }, @@ -19837,7 +20040,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19853,7 +20056,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e3ba5f58abafd35b8e20b1472489f7e11a535f1f9a5a68d1a16c7665f92e750e", + "prepared_review_unit_hash": "44d762df8f2ac8c08226927574dff80b7f2b5128d637d0584a800909e260ae0b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19875,18 +20078,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other exposes signature-column filtering as an override point. They do not look mergeable into one PR or like duplicates.", + "summary": "Two separate Trainer extensibility PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They touch the same file but fix different code paths and should not be deduplicated.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger canonical PR for this cluster because it has more discussion and a more explicit behavior change in training_step, making it the most representative of the set even though the PRs are unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the clearer standalone behavior change because it targets a concrete training-step loss-scaling path and introduces a single explicit control hook; 43663 is also valid, but it is a separate refactor/override point for data column filtering.", + "best_pr_reason": "PR 43651 is the best PR choice since it is the more fully articulated change and appears more central within the small cluster, but it is still not a duplicate of PR 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different underlying behaviors: 43651 changes gradient accumulation loss normalization, while 43663 adds a hook for signature-based column filtering. They affect separate code paths and would not plausibly be merged as one fix." + "reason": "These are different trainer customizations: 43651 alters loss scaling during gradient accumulation, while 43663 adds an overridable signature-column helper for column filtering. Same file/subsystem, but not the same underlying bug or mergeable into one PR." } ] }, @@ -19900,7 +20103,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19916,12 +20119,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "48a14cf454e0a6403393ff46ed12435a2372962ac3b95088edb87ff0b3f0354f", + "prepared_review_unit_hash": "56e7d9e324c30e011859768f3e5196febec4548d681c7f36cd31e5216d7ccb43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19929,7 +20132,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19938,18 +20141,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch the same CLI module but appear to fix different NameError/typing problems: 43656 is a broader annotation/future-import cleanup, while 43842 specifically guards a TypeAdapter reference so pydantic is not required at runtime. They are not the same underlying change.", - "confidence": 0.9, + "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter-related NameError, but they target different concrete fixes: one broadens annotation handling across the module, the other narrowly guards a specific pydantic-related annotation import. I would not merge them as duplicates.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more precise representative because it targets a clearly scoped runtime NameError involving optional pydantic, whereas 43656 is a broader typing/annotation adjustment.", + "canonical_pr_reason": "PR #43656 is the broader and more representative fix: it addresses runtime annotation-evaluation problems in `src/transformers/cli/serve.py` with `from __future__ import annotations` and typing cleanup, matching the generic CLI NameError report.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest cluster representative: it has the clearest bug statement and the smallest, most targeted fix. 43656 looks like a separate typing-related change.", + "best_pr_reason": "PR #43656 is the best single representative of this cluster because it directly targets the underlying CLI import/annotation NameError and is the more comprehensive change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar naming, but the fixes address different code-path problems: 43656 changes annotation behavior broadly, while 43842 specifically avoids a TypeAdapter runtime import/name error when pydantic is absent. They could not plausibly be merged as one duplicate PR." + "reason": "Same file and similar symptom, but not the same concrete change: #43656 uses postponed annotations/type cleanup for a broad NameError fix, while #43842 specifically stringizes `TypeAdapter` and guards its import for the pydantic-not-installed path." } ] }, @@ -19963,7 +20166,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20029,7 +20232,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20047,6 +20250,7 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", + "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -20095,8 +20299,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", @@ -20106,8 +20310,8 @@ "pull_request:44071|pull_request:44086", "pull_request:44073|pull_request:44101", "pull_request:44017|pull_request:44071", - "pull_request:44059|pull_request:44071", "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44068", @@ -20121,7 +20325,6 @@ "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", - "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44010|pull_request:44073", "pull_request:44018|pull_request:44129", @@ -20139,345 +20342,406 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154" + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "ed899cbd3b0969dea734fc8f4dd19142f25c553c68c0ab31386b888d04ee1bbc", + "prepared_review_unit_hash": "e03588b8f1980856551ee1cb240f896cfcd5cf07fde2f85f182911ec8bb343ac", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84900, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { - "node_count": 27, - "item_count": 27, + "node_count": 28, + "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 75095, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 76941, + "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 theme cluster of per-model output-tracing refactors, not a single duplicate bug. The only strong duplicate-like matches are within the same model family/file (RegNet, GPT-Neo, GPT-J/CodeGen); cross-model pairs should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen subset and the most complete late-stage refactor among the near-duplicates, but it does not represent the whole heterogeneous cluster.", + "summary": "This cluster is mostly a set of model-specific output-tracing refactors around issue #43979. The strongest duplicates are within the GPT-J/CodeGen subcluster; most other PRs only share the same umbrella theme, not the same concrete code path.", + "confidence": 0.89, + "canonical_issue_reason": "#43979 is the umbrella issue for the standardized output-tracing refactor, but only some PRs link it directly; it still best captures the shared cluster theme.", + "canonical_pr_reason": "#44722 is the best single PR representative because it is the broadest concrete GPT-J/CodeGen output-tracing change and overlaps the strongest duplicate candidates in that file family.", + "best_issue_reason": "#43979 best matches the common refactor goal across the cluster: standardizing model output tracing/decorator handling.", + "best_pr_reason": "#44722 is the most representative concrete PR for the cluster because it covers the same GPT-J/CodeGen code path and appears to be the broadest version of that change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same umbrella output-tracing theme is not enough." + "reason": "Different model code paths; the shared issue theme is not enough to merge them as one PR." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa are unrelated model changes." + "reason": "Different model families and implementations; same umbrella refactor only." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path; 44066 is essentially a broader superset." + "reason": "Both touch the GPT-J/CodeGen output-tracing code path in the same file family, so they look like overlapping versions of the same refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet family vs EfficientNet; different concrete changes." + "reason": "Separate model implementations; the shared tracking issue does not make them the same fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated." + "reason": "Different model families and code paths; too broad to treat as one mergeable change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different model refactors." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated concrete code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model refactors." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated changes." + "reason": "GPT-J/CodeGen versus MGP-STR are different concrete implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are unrelated." + "reason": "GPT-J/CodeGen and MPT are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file; one PR is a superset-like variant." + "accept": false, + "reason": "Same model family, but the packet marks this as non-deterministic and the diffs look like separate GPT-Neo refactor variants, not one mergeable fix." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen versus GPT-Neo are different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete model paths." + "reason": "Different models and implementations; only the umbrella refactor theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated." + "reason": "ResNet and GPT-J/CodeGen are separate output-tracing changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated." + "reason": "ResNet and GPT-J are unrelated concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "GPT-Neo and ResNet are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated." + "reason": "ResNet and MPT are separate code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated." + "reason": "GPT-Neo and Flaubert are unrelated model paths." }, { "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; shared issue scope only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are distinct refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-2 are different concrete changes." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "Different model families; not the same underlying fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR touch different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are separate model implementations." + "reason": "ViLT and XLM are different model implementations." }, { "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are distinct concrete changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated." + "reason": "GPT-Neo and MPT are different model implementations." }, { - "left": "pull_request:44073", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated." + "reason": "Segformer and LongT5 are unrelated refactors." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "RegNet and Segformer are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated." + "reason": "RegNet and MPNet are unrelated refactors." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated." + "reason": "MPT and SpeechT5 are separate code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated." + "reason": "TextNet and XLM are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are separate implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated." + "reason": "MPNet and LongT5 are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model refactors." + "reason": "RegNet and GPT-Neo are different model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated." + "reason": "RegNet and LongT5 are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPT are unrelated." + "reason": "TextNet and LongT5 are distinct implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and MPT are unrelated." + "reason": "MPT and ImageGPT are separate model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated." + "reason": "RegNet and TextNet are different model implementations." }, { - "left": "pull_request:44018", + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated." + "reason": "RegNet and SpeechT5 are separate code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and TextNet are unrelated." + "reason": "SqueezeBert and MPT are unrelated concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated." + "reason": "SqueezeBert and VisualBert are different model paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated." + "reason": "GPT-Neo and SpeechT5 are unrelated refactors." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated." + "reason": "SqueezeBert and GPT-Neo are different model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated." + "reason": "SqueezeBert and DeBERTaV2 are separate code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet and Segformer are unrelated." + "reason": "DeBERTaV2 and TextNet are unrelated model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated." + "reason": "FocalNet and ImageGPT are different model-specific refactors." }, { - "left": "pull_request:44044", + "left": "pull_request:44017", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated." + "reason": "Segformer and TextNet are separate implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are different model refactors." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader later variant." + "reason": "Same GPT-J/CodeGen tracing refactor and same concrete files; 44722 looks like a broader version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path; 44722 subsumes the narrower GPT-J-only variant." + "reason": "Same GPT-J output-tracing change on the same file family, so one PR could plausibly subsume the other." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated." + "reason": "GPT-J and SpeechT5 are different model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs ResNet/RegNet/RT-DETR are different model changes." + "reason": "Different models and code paths; only the umbrella issue is shared." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated." + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated." + "reason": "Segformer and TextNet are different code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and VITS are unrelated." + "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats this as a heterogeneous output-tracing theme cluster rather than one bug, and the only accepted soft edges are the same-family/file overlaps that look mergeable (GPT-Neo and GPT-J/CodeGen supersets). Cross-model rejections are well supported by the diffs and titles." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates support in a few places and one soft-edge verdict is too strong. In particular, the accepted edge between pull_request:44018 and pull_request:44068 is not supported by the packet: that pair is listed with deterministic_accept=false despite shared GPT-Neo filenames, so treating them as the same mergeable bugfix is not conservative enough. Also, \"referenced by most of these PRs\" for issue #43979 is stronger than the packet supports; only a subset of PRs explicitly link it." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20485,7 +20749,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20497,85 +20761,76 @@ "nodes": [ "pull_request:43997", "pull_request:44010", - "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", - "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ - "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a5365c581e2b86c4fe65d204e86afd9edc0c9322bc291242dd230a400aaa510a", + "prepared_review_unit_hash": "324a080e1bb8857dc0802afc869deb5edce16d3e2a4079913833afc46cf1cf0f", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84900, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are separate model-specific refactors to standardized output tracing/capture; they share a theme but not the same underlying bug or change, so they should not be deduplicated together.", - "confidence": 0.94, + "summary": "These PRs are all model-specific refactors around standardized output tracing/capture, but they target different model code paths and should not be treated as duplicates or merged together. The only real commonality is a broad framework migration pattern, not the same underlying bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 (SpeechT5) is the strongest standalone candidate because it has an explicit issue target, a concrete layer-level output-signature change, and a fuller implementation path than the other model migrations.", + "canonical_pr_reason": "PR 44073 is a clear representative of the broader output-tracing migration theme: it has an explicit title, touches the core decorator/capture wiring, and includes the model-specific _can_record_outputs setup in a self-contained way.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best representative of the cluster as a concrete, issue-linked example of the output-capture refactor pattern, though it is not a duplicate of the others.", + "best_pr_reason": "PR 44073 is the best single representative of this cluster because it is explicit, focused, and central to the shared refactor pattern without being overly tied to test-only or ancillary changes.", "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Both are output-tracing migrations, but they target different models (FocalNet vs ImageGPT) and different code paths; this is the same refactor pattern, not the same change." - }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both standardize output collection, but one is VisualBert and the other is TextNet; they are unrelated model-specific edits, not one shared bug fix." + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) and different forward paths; same migration pattern, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have similar decorator-based output tracing refactors, but they modify different architectures and hooks, so they are not the same underlying change." + "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks; they are similar refactors, but not the same underlying bug or patchable change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations with different forward/output plumbing; similarity is only at the refactor pattern level." + "reason": "These are different model-specific decorator migrations in different files, so they are not duplicates of one another." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes both touch output recording infrastructure, but they do not fix the same concrete code path or bug." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the shared theme is only the standardized output-tracing migration." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct model implementations with different output contracts; the overlap is only the standardized-output effort." + "reason": "SqueezeBert and SpeechT5 both involve output capture, but they modify different model layers and behavior, so they should not be merged as duplicates." } ] }, @@ -20589,7 +20844,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20664,322 +20919,316 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "c0ee4af05efb8b2e8084b0884b7fc1eb6656ed4752fbd2e4bfae6f6b3fc3d1a8", + "prepared_review_unit_hash": "17566e6e92c4b1d8afd70b1548c457b4359a5e11544c29d78eae6c967a00110e", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 48, - "serialized_chars": 45107, - "estimated_input_tokens": 11277, - "estimated_eval_tokens": 22810 + "serialized_chars": 45110, + "estimated_input_tokens": 11278, + "estimated_eval_tokens": 22812 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 48, - "serialized_chars": 45107, - "estimated_input_tokens": 11277, - "estimated_eval_tokens": 22810 + "serialized_chars": 45110, + "estimated_input_tokens": 11278, + "estimated_eval_tokens": 22812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a batch of similar-but-separate output-tracing refactors across different model implementations, plus one unrelated modular-conversion speedup PR. They share a pattern, but they are not the same concrete fix/change and should not be merged as duplicates.", + "summary": "This cluster is dominated by independent model-specific \"refactor output tracing\" PRs, plus one unrelated modular-conversion speedup PR. The PRs are thematically similar but target different code paths, so I do not treat them as duplicates.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; as a representative PR, 44003 is the broadest of the refactor series because it updates two related Mamba-family model files and introduces the tracing/capture plumbing used by the rest of the set.", + "canonical_pr_reason": "PR 44003 is the best representative of the main output-tracing refactor subgroup: it spans two related model files and shows the shared can_return_tuple/output-capturing pattern more broadly than the single-model variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative of the cluster\u2019s main theme: an output-tracing refactor in closely related model code. It is more central than the single-model PRs, while 46438 is unrelated.", + "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it captures the refactor pattern across multiple related implementations, while 46438 is clearly unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families/files (timm_backbone vs upernet); same refactor pattern, not the same concrete change." + "reason": "Same refactor theme, but different model code paths (timm_backbone vs upernet)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and code paths; both refactor output handling, but not a single duplicate fix." + "reason": "Different model families and files; only a superficial output-tracing similarity." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models/files; similar tracing cleanup, but not the same bug or mergeable PR." + "reason": "Different model implementations; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems/models; one is timm_backbone, the other Mamba-family tracing changes." + "reason": "Related refactor style, but separate Mamba/Timm code paths and not one concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and files; only the high-level refactor theme matches." + "reason": "Different model families; same broad refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (MobileNetV1 vs UnivNet); shared output-tracing motif is too broad." + "reason": "Both are output-tracing refactors, but for different models and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; not the same underlying fix." + "reason": "Different model code paths; similar API cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models/files; both add can_return_tuple-style tracing, but they are separate changes." + "reason": "Separate model families and files; not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder model wrappers; not one concrete duplicate change." + "reason": "Different wrappers/models; same refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; same broad refactor category only." + "reason": "Different model code paths despite similar tracing cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet; too different to be the same fix." + "reason": "Different models (vision-text dual encoder vs UnivNet), so not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; not mergeable as one PR." + "reason": "Same refactor motif, but distinct model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different tasks/models; both are output-tracing refactors, but not duplicates." + "reason": "Different model families and files; only loosely related." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers and files; same refactor pattern only." + "reason": "Different encoder/decoder code paths; not the same underlying bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model code paths; not the same concrete bug/change." + "reason": "Different model code paths; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; too broad to treat as duplicate." + "reason": "UnivNet vs DepthAnything are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers; same output-tracing theme, but separate PRs." + "reason": "Different model families; same high-level refactor only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model architectures and files; not the same underlying code-path fix." + "reason": "Different architectures (UperNet vs RWKV); not mergeable as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Different models; both refactor output handling, but not one shared change." + "reason": "Distinct model code paths with similar API cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; not a duplicate PR pair." + "reason": "Different model families and fixes; too broad to be duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models/subsystems; only superficial similarity." + "reason": "Different models and code paths despite overlapping tracing refactor language." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; same general tracing motif is insufficient." + "reason": "Vision-text dual encoder vs Mamba are unrelated implementations." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths; both are refactors, not the same fix." + "reason": "Different model families; only superficial similarity in removing output flags." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model domains (Mamba vs CodeGen); not mergeable as one PR." + "reason": "Mamba/RWKV-style changes are distinct code paths and not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models/files; only the output-tracing refactor pattern overlaps." + "reason": "Different model implementations; same broad refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; not the same concrete bug or change." + "reason": "Unrelated models and logic; not a duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and code paths; too broad to dedupe." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different architectures; same refactor theme but not the same PR." + "reason": "Different model code paths and behavior." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Related refactor style, but different model wrapper files and behavior." + "reason": "Both are wrapper-model refactors, but they target different model stacks and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers; not the same underlying change." + "reason": "DepthAnything vs SpeechEncoderDecoder are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different tasks/models; output tracing cleanup alone is too broad." + "reason": "Different model architectures; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; same pattern, not duplicate." + "reason": "Different models and output signatures; too broad to merge." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and files; not mergeable as one PR." + "reason": "Different model families and code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different seq2seq wrapper files; only the refactor motif matches." + "reason": "Vision vs speech encoder-decoder wrappers are distinct code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different model wrappers and code paths; not the same change." + "reason": "Different model implementations; only generic tracing cleanup overlaps." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model domains; not a duplicate fix." + "reason": "Different model families and fixes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; shared tracing refactor is too generic." + "reason": "Distinct models and behavior changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families (speech encoder-decoder vs SuperPoint); not the same concrete bug/change." + "reason": "Different model stacks; not a single concrete bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; not mergeable as one PR." + "reason": "Speech encoder-decoder vs RWKV are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures; same high-level refactor theme only." + "reason": "Different model families and implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; not a duplicate." + "reason": "SuperPoint vs RWKV are unrelated; same refactor wording only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; output-tracing cleanup is not enough to combine them." + "reason": "Different model architectures and fixes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models/subsystems; similar refactor category, but separate changes." + "reason": "RWKV and DPR are different model code paths, not one duplicate change." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "Unrelated changes: speech encoder-decoder output tracing vs modular-conversion process-pool reuse." + "reason": "Output-tracing refactor vs modular-conversion pool reuse are unrelated changes." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "Unrelated model refactor vs build/tooling performance change." + "reason": "Vision-text tracing cleanup is unrelated to modular conversion tooling." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "Completely different code paths; one is RWKV tracing, the other a modular conversion utility optimization." + "reason": "Different subsystem and problem domain entirely." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "Different domains and purposes; not the same underlying change." + "reason": "SuperPoint model refactor vs tooling performance change are unrelated." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "Model refactor and tooling optimization are unrelated." + "reason": "Different subsystem and code path; no duplicate relationship." } ] }, @@ -20993,7 +21242,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21009,12 +21258,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "84c3470a75dea818b4949d854d0fb39aa539da9bcbc3c95b489e1c3b842fd657", + "prepared_review_unit_hash": "257a147e7f073f6af7e02092b8b3d7e6b9c53f7d06c66fa19e6bed07c3a63a00", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21022,7 +21271,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21031,18 +21280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. The overlap is limited to standard auto-registration/docs scaffolding, not the same underlying change.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers scaffolding and docs registry updates. They target different models, code paths, and release artifacts, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes target different models, different code paths, and would not be merged as one patch.", + "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a focused Voxtral TTS implementation, whereas 44662 is a separate PenguinVL model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the cleaner representative if one must be picked because it has an explicit issue target and a narrower, self-contained Voxtral TTS scope.", + "best_pr_reason": "PR 45401 is the strongest standalone PR in this cluster due to the explicit issue link and clearer single-model scope.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared files are generic registration/docs plumbing, not the same bug or feature." + "reason": "Different model integrations: PenguinVL vs Voxtral TTS. The shared files are generic registry/docs plumbing, but the underlying implementation, tests, and generated artifacts are for different concrete code paths and cannot plausibly be merged as one PR." } ] }, @@ -21056,7 +21305,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21076,12 +21325,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "bc9a53cba695ef23ec5e78cb64843558cd22457fb2effde61f9db1ff1f25677e", + "prepared_review_unit_hash": "b7014abdaab87d496c431a39a84d445d7c420aaa6112828be23c1ae8798d05aa", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9633, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -21089,7 +21338,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9633, + "serialized_chars": 9634, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -21098,36 +21347,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are closely related kernel-fusion PRs, but they are not all the same change. The clearest canonical PR is the latest, most complete n-to-1 fusion refinement (46339).", - "confidence": 0.79, + "summary": "These PRs form two related lines: an older generic Module Fusion API proposal, and a later KernelConfig-based n-to-1 kernel fusion feature that evolved across multiple PRs. The KernelConfig PRs are close enough to treat as the same change family; the Module Fusion API PR is related but not a duplicate of that concrete implementation path.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the most recent and most comprehensive refinement of the n-to-1 KernelConfig fusion work, with broader edits in the same loading/integration path and tests, so it is the best representative of the cluster.", + "canonical_pr_reason": "PR 46339 is the broadest/latest implementation in the same KernelConfig-based n-to-1 fusion line, with the clearest consolidation of the earlier iterations.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 best captures the cluster\u2019s main change set: it extends and simplifies the same KernelConfig-based n-to-1 fusion mechanism across core loading, hub kernels, modeling utils, and tests.", + "best_pr_reason": "PR 46339 is the best representative because it appears to subsume and refine the earlier KernelConfig fusion work while staying on the same concrete code path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but 44979 introduces a new Module Fusion API while 45363 implements n-to-1 KernelConfig fusion; these are adjacent foundations, not the same concrete PR-level change." + "reason": "Both concern fusion APIs, but 44979 is a separate Module Fusion API design while 45363 implements KernelConfig-based kernel fusion; related theme, not the same duplicate change." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "Both target the same concrete n-to-1 KernelConfig fusion path in the model-loading/integration stack, and 46339 reads like a direct refinement of the same feature work." + "reason": "Same underlying KernelConfig n-to-1 kernel fusion feature, with 46339 clearly extending/simplifying the earlier implementation on the same code path." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "These appear to be successive revisions of the same n-to-1 KernelConfig fusion implementation, touching the same code paths and sharing the same underlying feature goal." + "reason": "Same concrete KernelConfig fusion feature and overlapping files; 46339 looks like a later refinement of the same implementation rather than a separate change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 46339 is the latest and broadest n-to-1 KernelConfig fusion refinement, and the soft-edge verdicts stay conservative. The 44979 vs 45363 rejection is appropriately cautious, while the 45363\u219446339 and 45666\u219446339 accepts are supported by overlapping filenames and the shared feature path." + "feedback": "The summary stays grounded in the packet: PR 44979 is clearly the separate Module Fusion API line, while 45363, 45666, and 46339 all share the KernelConfig/n-to-1 fusion theme, similar filenames, and successive titles that suggest iteration on the same implementation path. The accepted soft-edge pair verdicts are conservative enough, and I don\u2019t see an overstatement beyond what the diff metadata supports." }, "evaluator_used": true, "retried": false, @@ -21138,7 +21387,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21154,7 +21403,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "335c8e09379e95a12adb80a8a99579ade430794451ec62563bb49c1380f6064b", + "prepared_review_unit_hash": "ba145d1ed526941e4ca0348aaa1187b6186181535f1ed2f6ca3a971c3d36747f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21176,18 +21425,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds a test and appears to be the later refinement of the same fix.", - "confidence": 0.98, + "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` and make the same code-path change in `tokenization_utils_tokenizers.py`; PR 45317 is the more complete variant because it includes tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it targets the same bug as 45086 but includes a test change and looks like the more complete, later fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same bug as 45086 but also adds test coverage and has slightly more discussion/activity, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it directly fixes the AttributeError and adds coverage, making it the clearest and most complete implementation of the change.", + "best_pr_reason": "PR 45317 is the best overall representative: same underlying fix as 45086, same target issue, same core patch, plus tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same code path and same issue target; 45317 is essentially the follow-up/expanded version of 45086." + "reason": "Accept: both PRs fix the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR just adds tests and is a more complete version of the same fix." } ] }, @@ -21201,7 +21450,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21217,7 +21466,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "59007ab6f309b9a856c6f05ff28270fdad6ddc0c19e91dc5512750923e3f1247", + "prepared_review_unit_hash": "3a40a18861588666b92ca71f687681809fd1c562fcaf565b0112bf5f83141b45", "component_budget": { "node_count": 2, "item_count": 2, @@ -21239,18 +21488,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related NemotronH work, but they target different end states: one refactors the existing NemotronH implementation to inherit GraniteMoeHybrid-style conversion/mapping, while the other splits NemotronH into dedicated dense/sparse variants and turns nemotron_h into a compatibility dispatcher. They overlap in shared model files, but not in the same concrete fix.", - "confidence": 0.82, + "summary": "Two related but distinct NemotronH PRs: one is a narrower refactor toward GraniteMoeHybrid-style inheritance, while the other is a broader split of NemotronH into dense/sparse variants with docs and auto-mapping updates. They overlap on shared model files but target different change sets.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, newer architectural change that introduces the dense/sparse split and compatibility layer, whereas #45115 is a narrower refactor/conversion mapping update.", + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH rework: it introduces the dense/sparse model split, updates docs and auto mappings, and includes the backward-compatible dispatcher behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR to keep: it contains the more complete user-facing model restructuring and associated docs/tests, making it the most meaningful canonical artifact for NemotronH changes.", + "best_pr_reason": "PR #45569 is the strongest standalone PR because it addresses the main architectural change end-to-end, whereas #45115 is a narrower inheritance/conversion refactor that appears to be only one piece of the larger transition.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH internals, but #45115 is a refactor/conversion-mapping change and #45569 is a model-splitting/dispatcher change. They are related work, not the same concrete bug or mergeable duplicate PR." + "reason": "They overlap on NemotronH internals, but #45115 is a focused refactor/inheritance change and #45569 is a larger model-splitting and documentation/mapping update; they are not the same concrete fix and would not merge cleanly into one PR." } ] }, @@ -21264,7 +21513,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21280,7 +21529,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f5e7416d7752738b0b1ea74cb13cb2dca999f49a3d95fbfc2645f0c111be5e23", + "prepared_review_unit_hash": "d74e9a8c14226999b65a78e75b3894024a4f40c040c654f82b87d65f8553a11d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21302,18 +21551,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous model support, but they are not duplicates: one adds per-layer configuration, while the other adds downstream modeling/runtime support that consumes it.", - "confidence": 0.89, + "summary": "These are related heterogeneous-model feature PRs, but they cover different layers of the change: PR 45333 adds per-layer config plumbing, while PR 45332 adds model/cache/attention support that consumes it. They should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader end-to-end change: it covers heterogeneous modeling/runtime behavior across cache, masking, modeling, and integrations, so it is the better representative of the cluster.", + "canonical_pr_reason": "PR 45333 is the more foundational artifact: it introduces the per-layer configuration machinery that the modeling work builds on.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 best captures the underlying feature work because it includes the concrete model-path changes that make heterogeneous configs actionable; 45333 is a narrower foundational config-only piece.", + "best_pr_reason": "PR 45332 is the broader end-to-end implementation and most representative of the user-visible heterogeneous model support feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same concrete change: 45333 adds per-layer config support, while 45332 adds model/runtime support that uses heterogeneous config. They could be part of the same feature area, but they are not a duplicate fix and would not naturally be merged as one PR without broadening scope." + "reason": "Related feature work, but not the same underlying change: one is config plumbing, the other is modeling/cache integration. They would not plausibly merge into a single duplicate PR." } ] }, @@ -21327,7 +21576,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21343,12 +21592,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "13b486fabb43328c791425d13f652cd95991b6a8f310b881863ccc113a414300", + "prepared_review_unit_hash": "04ebf52e4c931d58d18f1266c9535a19117b6adb97ab170cf0203c8c9dcd0391", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21356,7 +21605,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21365,18 +21614,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*` files plus `pyproject.toml`, while #45425 adds a few concrete typing protocols/aliases in `_typing.py` and updates a small set of consumers. The overlap is thematic, not a duplicate code-path fix.", - "confidence": 0.95, + "summary": "These are related typing-maintenance PRs in the same codebase, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a narrower typing helper/modeling_utils update. They do not look like the same underlying bug or mergeable change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more concrete, self-contained typing change; #45415 is a much broader repository-wide type-checking cleanup rather than the same underlying fix.", + "canonical_pr_reason": "PR 45425 is the more focused and representative typing change: it introduces shared typing protocols/helpers and updates modeling_utils-related code paths, whereas PR 45415 is a broad type-checking pass across many files.", "best_issue_reason": null, - "best_pr_reason": "#45425 best represents the cluster because it introduces specific typing abstractions and targeted call-site updates, whereas #45415 is a broad static-analysis sweep with many unrelated file edits.", + "best_pr_reason": "PR 45425 is the better cluster representative because it is narrower, has clearer concrete typing intent, and its touched files align more directly with the shared modeling_utils/type-helper theme.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing infrastructure and a few filenames do not make these the same PR: one is a wide pyright/type-ignore sweep, the other is a focused protocol/alias addition for model utilities and PEFT integration." + "reason": "Shared typing/file overlap is not enough here; 45415 is a wide type-checking sweep, while 45425 adds specific typing protocols and modeling_utils-related fixes. They are not the same concrete change and would not plausibly be merged into one PR." } ] }, @@ -21390,7 +21639,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21406,7 +21655,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "b37d389367a3ec7581d2b4a2ecd975d54696e7949b19b279b055793904beb97f", + "prepared_review_unit_hash": "e316df0a7e497a2a696f3cecbda4a12c6c9e09e2d62cdfbe231c0df3bdc9bb6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21428,18 +21677,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open pull requests fixing different cache-related forward-pass bugs in different model families: Qwen3.5/Qwen3.5-MoE/Qwen3-Next linear attention vs Mamba2 CUDA-kernel cache handling.", - "confidence": 0.98, + "summary": "These are both cache-related PRs, but they target different model families and different code paths: Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention cached continuation vs. Mamba2 CUDA-kernel use_cache handling for seq_len > 1. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the clearest representative: it has an explicit issue target, a focused fix for a specific seq_len>1 cache path in Mamba2, and a tight file set.", + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs fix different bugs in different architectures. If one must be chosen as the cleaner representative, #46084 is more narrowly scoped and has an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best standalone representative because it is narrowly scoped, explicitly tied to issue #46032, and fixes one concrete code path. PR #45513 is broader and spans several model variants, but it addresses a different bug.", + "best_pr_reason": "#46084 is the better representative PR because it is a focused, single-bug fix with an explicit linked issue and a narrow code change. #45513 is broader, touches multiple models, and addresses a different underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "They touch different models and different cache bugs. #45513 fixes multi-token cached forward in Qwen3.5/Qwen3-Next/Olmo Hybrid linear attention, while #46084 fixes Mamba2 CUDA-kernel use_cache behavior when seq_len > 1. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "Different underlying bugs and code paths: #45513 fixes multi-token cached forward for Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1 in CUDA kernels." } ] }, @@ -21453,7 +21702,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21469,7 +21718,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "84dc521abaf91e273548ca86d8610fdb89da22c647216d9e5d52e0afcbf2d946", + "prepared_review_unit_hash": "9ccc6b630ea13ca7063716778e6ea9b7ddfc81dfcb29d2ffc6a422c7457e4c7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21491,18 +21740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are thematically related (expert parallelism loading), but they fix different bugs: one preserves/recognizes distributed_config for EP+DeepSpeed ZeRO-3 loading, while the other prevents expert parameters from being overwritten during EP+FSDP2 sharded loading. They should not be treated as duplicates.", - "confidence": 0.92, + "summary": "These PRs both touch expert parallelism, but they fix different loading bugs: one is about EP/DeepSpeed ZeRO-3 loading and serializing distributed_config, the other is about FSDP2 rank-0 broadcast overwriting expert parameters. Related subsystem, not the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more concrete representative of the cluster because it fixes a specific loading overwrite path in sharded/distributed parameter handling, with a clear code-path bug and targeted remediation.", + "canonical_pr_reason": "No single canonical PR: 45548 targets EP + DeepSpeed ZeRO-3/accelerate loading and config serialization, while 45662 targets EP + FSDP2 expert overwrites during parameter loading.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone PR because it addresses a clearly defined failure mode (expert parameters being silently overwritten during post-shard loading) and is less of a supporting/configuration fix than 45548.", + "best_pr_reason": "Neither PR is a good global duplicate representative because they address distinct concrete code-path bugs rather than one shared fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but 45548 is about serializing/discovering distributed_config for accelerate/ZeRO-3, while 45662 fixes a different overwrite bug in post-shard parameter assignment under FSDP2. Different concrete code paths, so not a duplicate." + "reason": "Different concrete bugs and fixes. 45548 adds EP-aware config handling and a has_ep check for ZeRO-3/accelerate loading; 45662 wraps loaded parameters for distributed ops to prevent expert params being overwritten under FSDP2." } ] }, @@ -21516,7 +21765,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21532,7 +21781,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "26423451dc28a322605bea862c8af295d042699d3c1bbc44dc3726bb26d812ca", + "prepared_review_unit_hash": "384eba6e6b5c82fc8f112e004cad55669cf3388be01f9eabdbc48028a95392ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -21554,18 +21803,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address xdist-safe handling for captured_info/debug artifact files in the same testing utility path; 45645 appears to subsume the narrower fix in 45639 with additional CI-side log aggregation changes.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist collision in captured_info debug artifacts. PR #45639 fixes the writer path in testing_utils, while PR #45645 includes that fix and also updates CI/workflow consumers to read multiple worker-specific files, so they look like two implementations of the same underlying change set.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete change: it includes the xdist-safe testing_utils fix from 45639 and also updates CI/workflow handling so all captured_info shards are preserved and displayed.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the xdist-safe captured_info fix plus the downstream CI/workflow adjustments needed to preserve and aggregate the logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it covers the core bug fix plus the surrounding CI/logging adjustments needed for the feature to work end-to-end.", + "best_pr_reason": "PR #45645 is the strongest representative: it fixes the same collision bug and also covers the operational/logging follow-through, making it the most complete version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision problem around captured_info output in testing_utils; 45645 largely subsumes 45639\u2019s fix and could plausibly be merged as one PR." + "reason": "Same underlying xdist-safe captured_info bug/change: both modify testing_utils and test helpers for the same issue target, and #45645 appears to be the broader superset that would plausibly subsume #45639." } ] }, @@ -21579,7 +21828,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21598,7 +21847,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "5f9b9753300010c2bf6af320d15660043613069effe48bdf600e609a2e014d56", + "prepared_review_unit_hash": "18026546eb3c169114276a4c31d30051dd71e9276fa4f9ad512685ea2ba4a045", "component_budget": { "node_count": 3, "item_count": 3, @@ -21620,30 +21869,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct pull requests: one adds an AutoModel mapping for GLM ASR, and the other two add attn_implementation dispatch support for different model families. Despite similar wording, the attn_implementation PRs touch different code paths and model sets, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are three unrelated pull requests that all happen to touch attention/AutoModel-related plumbing, but they target different models and different code paths. None look like true duplicates of the same fix/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the broadest and most substantial change in the set, covering multiple model families and tests/docs for attn_implementation dispatch support.", + "canonical_pr_reason": "PR 46401 is the broadest and most representative of the shared theme, since it implements attn_implementation dispatch across several BLIP-family model files and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest representative of the cluster because it has the largest scope and the most evidence of a concrete feature implementation, while the other PRs are either narrower or unrelated.", + "best_pr_reason": "PR 46401 is the best representative PR because it has the clearest end-to-end feature implementation and the widest concrete code-path coverage among the three.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: GLM ASR auto-mapping vs RecurrentGemma attn_implementation dispatch support. They do not fix the same concrete code-path problem." + "reason": "Different model families and fixes: GLM-ASR auto-class registration versus RecurrentGemma attention dispatch support." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Different changes: GLM ASR auto-mapping vs BLIP-2/InstructBLIP attn_implementation dispatch support. No shared bug or mergeable duplicate change." + "reason": "Different scope and code paths: GLM-ASR model registration versus BLIP-family attn_implementation dispatch changes." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attn_implementation-related, but they target different model families and code paths; this is a reusable pattern, not the same underlying bug/change." + "reason": "Both concern attn_implementation dispatch, but for different architectures (RecurrentGemma vs BLIP-family) and separate model implementations, so they are not the same underlying change." } ] }, @@ -21657,7 +21906,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21673,12 +21922,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "e77c01ab2cba0baff6456163cc9900b254240ab3c5e6150d37957fe33a80dcb7", + "prepared_review_unit_hash": "5b2c505fe75d5c86520be7682df1717f0f6bddf3c23bab15e9d743767e4ef85b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7187, + "serialized_chars": 7188, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -21686,7 +21935,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7187, + "serialized_chars": 7188, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -21695,18 +21944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/modeling-rule PRs that happen to overlap on some Transformer model files. PR 45720 implements part of TRF003 for tuple-return behavior, while PR 46259 adds a different TRF018 rule about dead do_* flags in image/video processors; they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are both linter/modeling-rule PRs, but they address different problems: PR 45720 adds tuple-return handling for model forward methods (TRF003), while PR 46259 adds a rule about consuming do_* preprocessing flags in image/video processors (TRF018/TRF018 docs). The overlap in shared files is incidental; the code paths and fixes are not the same.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the cleaner representative because it introduces one clearly scoped rule with a documented spec and targeted code updates, whereas PR 45720 is a broader partial implementation across many model classes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest standalone change in this cluster: it has a single, explicit modeling-rule goal and a cohesive implementation footprint.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: TRF003 tuple-return handling vs TRF018 dead do_* flag validation. The shared files reflect the same subsystem being linted, not the same bug or change." + "reason": "Reject: different underlying changes. 45720 targets forward() return_tuple behavior across text/audio models, while 46259 targets preprocessing flag-consumption checks in image/video processor overrides. They touch different logic and would not plausibly be merged as one PR." } ] }, @@ -21720,7 +21969,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21786,7 +22035,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21802,7 +22051,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "22b9dbf619b5ef92d7d2500ba4769e0aafbabe49cd357078832f9fc8b296e75a", + "prepared_review_unit_hash": "34859d8af033396474c7a0bdddc36fcc7fd9817b0f9421449d2654431105edc9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21824,18 +22073,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a broad CI/modeling change for Grafana/testing infrastructure, while the other is a narrow test-file migration PR with intentional failing assertions. They do not appear to fix the same code-path problem and would not reasonably be merged into one PR.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one is a broad testing/CI + model-code change set, while the other only injects failing assertions into a ViT test file. They do not appear to target the same underlying bug or code-path fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more substantial and representative change in the cluster, spanning CI wiring and multiple model files; PR 46100 is a tiny, unrelated test-only migration stub.", + "canonical_pr_reason": "PR 45932 is the more substantive and representative change set: it spans CI/workflow and multiple model files, whereas PR 46100 is a tiny test-only edit with no shared fix target.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best representative artifact because it contains the broader actual code/config changes, whereas PR 46100 is just a localized test-file edit.", + "best_pr_reason": "PR 45932 is the best overall representative PR for the cluster because it contains the broader functional changes; PR 46100 looks like an isolated test migration/stub and not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: 45932 updates CI secrets and multiple model implementations, while 46100 only edits a ViT test file with dummy assertions. They do not share a concrete bug or mergeable fix." + "reason": "Reject: the PRs touch unrelated content. 45932 changes CI secrets and several model implementations, while 46100 only adds dummy assertions in ViT tests. They do not fix the same concrete bug or code path and would not plausibly be merged into one PR." } ] }, @@ -21849,7 +22098,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21868,52 +22117,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "ef36305cc5c858681844e79f095bd8f00d75b3899b538200297b529640b06471", + "prepared_review_unit_hash": "efcee5dfdb476dd3ffb769c4716bb09c902ba35cf1fe7bc4069d242a207b4937", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, - "estimated_input_tokens": 2021, - "estimated_eval_tokens": 4298 + "serialized_chars": 8080, + "estimated_input_tokens": 2020, + "estimated_eval_tokens": 4296 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, - "estimated_input_tokens": 2021, - "estimated_eval_tokens": 4298 + "serialized_chars": 8080, + "estimated_input_tokens": 2020, + "estimated_eval_tokens": 4296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are related by the same feature theme (adding SDPA dispatch support), but they target different model families and distinct code paths, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These PRs all target SDPA dispatch support, but each one is for a different model family and code path, so they should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true duplicate of the others. If a representative must be chosen, PR #46196 is the broadest multi-model SDPA dispatch change, but it still covers separate architectures and should remain distinct.", + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, spanning multiple related model implementations and the most review activity, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the most comprehensive candidate because it spans multiple model implementations and tests, but it is not the same fix as the CTRL or T5 PRs.", + "best_pr_reason": "PR 46196 is the strongest anchor for the theme because it covers several model families and has the most substantial review footprint; however, the other PRs remain distinct model-specific changes.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but for different model implementations (CTRL vs T5) and different code paths; they are related feature work, not the same concrete change." + "reason": "Both are SDPA dispatch additions, but CTRL and T5 use different model internals and touch different files/code paths, so this is not the same underlying fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL SDPA dispatch is a separate model-specific implementation from the wav2vec2/SeamlessM4T changes; too broad to treat as one mergeable fix." + "reason": "CTRL support and wav2vec2/SeamlessM4T support are separate architecture-specific changes, not one mergeable PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and the wav2vec2/SeamlessM4T dispatch work affect different architectures and files, so they are not duplicates of the same underlying bug or patch." + "reason": "T5 SDPA dispatch is a distinct implementation from wav2vec2_conformer/bert and SeamlessM4T/v2; same theme, different concrete code paths." } ] }, @@ -21927,7 +22176,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21943,12 +22192,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "6d705601f4b1c10961961768bea7491020d8ff5a072b29601a2ba7d77e749805", + "prepared_review_unit_hash": "d79a2580c5da677da9347e4882c10bd32e29d7eecd3e6c578eba5ee1b16293a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21956,7 +22205,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21965,18 +22214,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests in the distributed stack, but they are not the same concrete change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed branch base touching many unrelated areas. The filename overlap is not enough to treat them as duplicates.", - "confidence": 0.92, + "summary": "Two open PRs overlap on a few distributed files, but they are different scopes: one is a focused EP+Trainer integration PR, the other is a broad distributed branch-base umbrella. The overlap looks incidental rather than a true duplicate pair.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR pair here; if one needs to represent the cluster, #46126 is the more focused and self-contained change, whereas #46269 is a broad branch-base PR rather than the same fix.", + "canonical_pr_reason": "46269 is the broader umbrella distributed branch-base PR and the most central representative of the shared distributed subsystem changes.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the better representative because it has a clear, specific feature goal and a tighter code-path scope. #46269 is too broad and mixed to serve as a canonical duplicate target.", + "best_pr_reason": "46126 is the more specific, self-contained EP+Trainer integration change; 46269 is too broad to serve as a clean duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: overlapping distributed filenames, but different scope and intent. #46126 adds EP/Trainer integration; #46269 is a broad distributed branch base. They do not appear to fix the same concrete bug or implement the same change." + "reason": "Reject: they share some distributed files, but 46126 targets EP+Trainer integration while 46269 is a much larger distributed branch-base sweep (FSDP, tensor parallel, model loading, CI). They are not the same concrete code-path fix/change and would not plausibly merge into one PR." } ] }, @@ -21990,7 +22239,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22024,124 +22273,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "e478cef77dea0d7346b24f131693ee5af22e5a3db8b3f454acd2b0c2a0dc18ee", + "prepared_review_unit_hash": "9f9aeaaaa7bb72833629ae516c5d8c9b1b7551812173d9265f1699379f7b43f6", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14229, - "estimated_input_tokens": 3558, - "estimated_eval_tokens": 7372 + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14229, - "estimated_input_tokens": 3558, - "estimated_eval_tokens": 7372 + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All six pull requests are small, unrelated workflow/CI maintenance changes. They share only superficial similarity in title and file type, not the same underlying bug or change, so none should be clustered as duplicates.", - "confidence": 0.97, + "summary": "All six PRs are small workflow-maintenance changes, but they touch different files and different behaviors (CI invocation, SSH runner hardening, anti-slop permissions, reviewer checkout ref, benchmark dispatch, docker-image tag detection). They are thematically similar, not duplicates of the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46501 is a reasonable cluster anchor because it is a compact, representative GitHub Actions maintenance change, but the cluster is heterogeneous and does not contain a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46501 is the best single representative only in the loose sense that it is a self-contained workflow tweak; it is not interchangeable with the others, which modify different workflows and operational logic.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different intents: one changes self-comment CI stdin handling, the other hardens SSH runner download/secret handling." + "reason": "Different workflows and different fixes: stdin handling for a CI helper vs SSH-runner security/hardening changes." }, { "left": "pull_request:46138", "right": "pull_request:46501", "accept": false, - "reason": "Unrelated workflow targets; anti-slop permissions change is not the same code-path as self-comment CI command piping." + "reason": "Both are workflow chores, but they change unrelated workflows and code paths." }, { "left": "pull_request:46138", "right": "pull_request:46502", "accept": false, - "reason": "Different automation job and behavior; assign-reviewers checkout ref fix is unrelated to self-comment CI." + "reason": "Distinct workflow files with unrelated behavior: CI helper invocation vs reviewer checkout ref selection." }, { "left": "pull_request:46138", "right": "pull_request:46503", "accept": false, - "reason": "Benchmark workflow trigger expansion is a separate change from self-comment CI input handling." + "reason": "Different workflow and purpose: CI helper stdin piping vs benchmark dispatch trigger logic." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Build-image trigger parsing fix is a different workflow and problem than self-comment CI stdin passing." + "reason": "Separate workflow logic: message piping for slow CI models vs commit-message parsing for Docker image tagging." }, { "left": "pull_request:46432", - "right": "pull_request:46503", + "right": "pull_request:46501", "accept": false, - "reason": "Both touch CI workflows, but one is SSH/security hardening and the other is benchmark trigger logic; no shared bug or mergeable combined fix." + "reason": "Both touch GitHub Actions, but one hardens SSH runner setup while the other adjusts anti-slop permissions; no shared underlying bug." }, { "left": "pull_request:46432", - "right": "pull_request:46501", + "right": "pull_request:46502", "accept": false, - "reason": "Permissions change in anti-slop is unrelated to SSH runner secret cleanup and checksum pinning." + "reason": "SSH-runner hardening and assign-reviewers checkout behavior are unrelated changes." }, { "left": "pull_request:46432", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref fix is a distinct workflow issue, not the SSH runner hardening change." + "reason": "Different workflows and different runtime concerns: SSH runner security vs benchmark triggering." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "Build-ci-docker-images command quoting fix is unrelated to SSH runner download/secret handling." + "reason": "One secures SSH-runner downloads and env handling; the other changes CI image-tag selection logic." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different behavior changes; permissions scoping vs benchmark dispatch support." + "reason": "Both are workflow maintenance, but they modify different automation paths with no shared bug." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission placement and assign-reviewers checkout ref are unrelated fixes." + "reason": "Anti-slop permissions and benchmark trigger conditions are unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "No common underlying bug: anti-slop permissions vs build-ci-docker-images shell quoting." + "reason": "Different workflow files and different effects: permissions update vs Docker build tagging logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref fix and benchmark workflow dispatch enablement address separate jobs and problems." + "reason": "Reviewer assignment checkout ref and benchmark dispatch are separate concerns in different workflows." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Distinct workflows with different failure modes; no same concrete code-path problem." + "reason": "Unrelated workflow behavior: base-branch checkout for reviewers vs commit-message parsing for Docker image selection." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build-ci-docker-images quoting fix are independent workflow changes, not one duplicate fix." + "reason": "Benchmark workflow dispatch support and build-ci Docker tag detection are different changes in different code paths." } ] }, @@ -22155,7 +22404,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22171,12 +22420,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "d7d733bf9bc2c6037704fa3e05b8b0c1367ab93f4dca3fa22b013af54b18f547", + "prepared_review_unit_hash": "c737d1e61989261890b4690a02877b0bb82b9a0506828d5963dee08b569b57d2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22184,7 +22433,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22193,18 +22442,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both replace file-opening source introspection, but they target different modules and different behaviors: one fixes package-resource resolution in import_utils, the other changes attention-implementation detection in modeling_utils. They are related in style, not duplicates.", - "confidence": 0.94, + "summary": "Two open PRs in the same broad theme of avoiding file-open source inspection, but they fix different code paths: one in import-utils path resolution, the other in modeling-utils attention-implementation detection. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the two PRs address separate code paths and bugs rather than one shared change.", + "canonical_pr_reason": "PR #46207 is the better canonical representative because it has a clearer, self-contained bug fix in a specific runtime path and includes a matching test change.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the more concrete and self-contained fix, with a specific behavior change in modeling_utils and accompanying tests.", + "best_pr_reason": "PR #46207 is the strongest standalone PR for this cluster: it targets a concrete source-reading path in model utilities, has a focused title, and is more explicitly bug-oriented than the import-utils refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open()-based source access, but they fix different components and different failure modes; they would not plausibly be merged into one PR." + "reason": "Both replace file-open source inspection, but they touch different modules and different behaviors: import path resolution vs attention-implementation capability detection. They are related in theme only, not the same underlying bug." } ] }, @@ -22218,7 +22467,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22236,7 +22485,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "9060d9b3132af9e84e0b2842c60ceb5c437a219f67fd887ac2ff160e19813c64", + "prepared_review_unit_hash": "2436b5a3cbeaf08e6edbd89f596caff90f89d5a42bdd6c7fc0baa93f9fd74280", "component_budget": { "node_count": 3, "item_count": 3, @@ -22258,30 +22507,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are effectively duplicates of the same StaticLayer type-hint fix for #45987, while the static-cache max-len PR is unrelated and should stay separate.", + "summary": "Two PRs are duplicates of the same StaticLayer type-hint change in cache_utils; the static-cache max-len fix is a separate PR and should not be merged with them.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46173 is the earliest instance of the exact same cache_utils type-annotation change for #45987, so it is the best anchor for the duplicate cluster.", + "canonical_pr_reason": "PR #46173 is the clearest representative of the duplicate pair: it makes the exact StaticLayer.get_seq_length annotation change, cites the target issue, and matches the later PR\u2019s diff essentially byte-for-byte.", "best_issue_reason": null, - "best_pr_reason": "PR 46173 is the strongest representative because it is the original, exact fix for the shared issue target and matches the later duplicate nearly verbatim.", + "best_pr_reason": "PR #46173 is the best cluster representative because it captures the true duplicate fix cleanly, while #46436 addresses a different generation cache-length bug and should stay separate.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "These fix different problems: 46436 changes generation cache sizing from config, while 46474 only widens StaticLayer.get_seq_length type hints. Same broad subsystem, but not the same bug or mergeable change set." + "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils, while #46474 only adjusts StaticLayer.get_seq_length typing in cache_utils. They touch different code paths and would not be merged into one PR." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "They are the same underlying fix: both edit src/transformers/cache_utils.py with the same get_seq_length return-type annotation change and the same issue target #45987." + "reason": "Same underlying change: both PRs make the same StaticLayer.get_seq_length return-type update in cache_utils with effectively identical diffs and the same issue target (#45987)." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: PRs 46173 and 46474 have the same issue target (#45987) and the same cache_utils type-annotation diff, so treating them as duplicates is conservative and supported. The 46436 vs 46474 verdict is also appropriately conservative because the diffs address different features/problems and are not mergeable as one bugfix PR." + "feedback": "The analysis is grounded in the packet. PRs #46173 and #46474 share the same file, same issue target, and an essentially identical diff for the StaticLayer.get_seq_length type-hint fix, so treating them as duplicates is conservative and supported. PR #46436 touches different files and a different bugfix, so keeping it separate is also appropriate. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -22292,7 +22541,73 @@ { "label": "pull_request", "component_index": 34, - "component_count": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46513" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46513" + ], + "prepared_review_unit_hash": "ffc4a9b5a20700667852cd30b7df4abd69be13e8b33da16b41d8cfd85ee4ef5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same MPS crash in `build_2d_sinusoidal_position_embedding` caused by float64 usage, and both fix the same helper in overlapping RT-DETR code paths. PR 46174 is the broader, more canonical fix across multiple models; 46513 looks like a narrower variant of the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46174 is the broader primary fix: it addresses the Apple Silicon/MPS float64 crash across several model implementations of the same helper, not just RT-DETR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46174 is the best representative because it covers the core bug across more call sites and has the clearest end-to-end fix for the shared helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46513", + "accept": true, + "reason": "Both PRs fix the same concrete bug path: `build_2d_sinusoidal_position_embedding` failing on MPS due to float64. They overlap in RT-DETR files and are plausibly mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs address the same MPS float64 crash in `build_2d_sinusoidal_position_embedding`, and the overlap in RT-DETR files makes them plausibly mergeable as one bugfix PR. The characterization of PR 46174 as the broader fix and PR 46513 as the narrower variant is conservative and supported by the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22354,8 +22669,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 35, + "component_index": 36, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22371,7 +22686,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "645314fa075543245856d8a30a2f2e83744a37df47f010f857e4bc7e8909e10b", + "prepared_review_unit_hash": "12c2ef62e7abf00c55add85dd0108516d5a73562d00b28754607cb0042f06186", "component_budget": { "node_count": 2, "item_count": 2, @@ -22393,18 +22708,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model implementation and docs. They do not look like the same underlying fix or change set.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a specific HunYuan VL model implementation, docs, and tests. They overlap only at a broad multimodal/theme level, not at the same concrete change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better representative artifact because it is a concrete, self-contained model addition with code, docs, and tests; PR 46376 is a draft, broad infrastructure feature and not a duplicate of it.", + "canonical_pr_reason": "pull_request:46376 is the broader, more central change in the shared continuous-batching multimodal code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone PR in the cluster: it has a clearly defined scope and substantial implementation coverage. PR 46376 is broader, still draft, and targets a different subsystem.", + "best_pr_reason": "pull_request:46376 is the most representative PR for the cluster because it targets the core batching infrastructure rather than a single model integration.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different work items and code paths: continuous batching multimodal infrastructure versus adding the HunYuan VL model package, configs, processors, and tests. They are not plausibly mergeable into one PR as duplicates." + "reason": "Different underlying changes and code paths: continuous-batching multimodal support vs. a standalone HunYuan VL model addition. They are not plausibly mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 200c78e9dbacfbc1ef34be42910907dd241f07bd..879999fd92045959cdb8e2e28aae454d8d2f0ac4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260608t180018z", + "analysis_id": "hybrid-model-20260609t000018z", "archived_artifacts": { - "hybrid": "snapshots/20260608T180018Z/analysis-runs/hybrid-model-20260608t180018z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260608T180018Z/analysis-runs/hybrid-model-20260608t180018z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-08T18:11:35Z", + "published_at": "2026-06-09T00:09:09Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260608T180018Z", + "snapshot_id": "20260609T000018Z", "variant": "hybrid" } diff --git a/snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json b/snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..3ab4bb421c6c82b34e9b5946d2aac1fe92489a39 --- /dev/null +++ b/snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json @@ -0,0 +1,2329 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260609T000018Z", + "generated_at": "2026-06-09T00:09:07Z", + "evidence_quality": "full", + 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unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime failures: indexing shape mismatch vs GPT-OSS tensor parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume bug and Nemotron example breakage are separate issues." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video template StopIteration and training resume bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different model/setup and different failure mode." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the model failures and symptoms differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same exact ZeRO-3 index-out-of-bounds failure on a zero-sized tensor during Bert-related loading/init." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy routing and GPT-OSS TP failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure vs LoRA weight merge/load inconsistency." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed-related errors with different symptoms and code paths." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is not the same as the mask indexing error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but different bugs: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures; no shared bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing tensor-size mismatch and CustomTrainer API breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor parallel issues." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures; not mergeable as one bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup cost bug and video chat-template mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 failure vs AMD GPU incompatibility are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern regression and Mistral regex patch crash are separate bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch/Transformers compatibility issue is unrelated to Qwen-3-8B-NVFP4 runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs CUDA assert on auto device mapping." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are runtime errors, but the underlying bugs are different." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral dtype mismatch and MPS histogram op issue are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT unpacking bug is unrelated to GPT-OSS tensor parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related failures with no shared code-path evidence." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to MPS int histogram support." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy call and TRL embedding unpacking are separate issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/setup differs enough that the duplicate link is not strong enough." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they cover different removed items and pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram issue are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TR L SFT trainer issue and MPS histogram issue are not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime failures in different subsystems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed collective mismatch and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and RAG docs cleanup are not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy routing and indexing shape mismatch are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weights are distinct problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/Transformers version incompatibility and USE_DISTRIBUTED=0 support regression are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM PaddleOCR-VL loading failure and distributed build regression are separate issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Very similar symptom, but different model contexts; not enough evidence they are the same duplicate." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window regression and Qwen3 auto device-map CUDA assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate pair (43596/43638) is well-supported by the nearly identical ZeRO-3 index-out-of-bounds titles, and the other verdicts mostly avoid over-claiming sameness across clearly different bugs. The only mild caution is that the explanation for 43596/43638 leans a bit on shared code-path language that is not explicit in the packet, but it does not materially overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800" + ], + "prepared_review_unit_hash": "025dcbb14be56c02d95f113c46b017d57ada9903d5ca66d1a480948a964136dc", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40097, + "estimated_input_tokens": 10025, + "estimated_eval_tokens": 20306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers issues, many around v5 regressions and model-specific incompatibilities. I only see one plausible duplicate pair: the AutoTokenizer wrong-token-ID regression reports. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest form of the tokenizer regression across multiple model families, subsuming the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global representative for this cluster\u2019s one true duplicate family: a broad v5 AutoTokenizer token-ID regression affecting several models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: float8 storage lookup vs distributed-build support breakage." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model loading/forward issues, but on different models and different code paths (device mismatch vs chat-template video token mismatch)." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated symptoms: AMD GPU support problem vs table-question-answering task crash." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs complaints, but about different APIs and different stale references." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: processor parsing vs PLE device placement." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug vs outdated RAG examples; no shared underlying code path." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure vs documentation update; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code model breakage and USE_DISTRIBUTED=0 support are separate regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer regression: both report wrong token IDs, with 45920 as the broader multi-model umbrella." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different checkpoints/models." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is not the same as distributed support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding windows, but they target different models and different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a zero-sized-tensor/indexing failure under different conditions." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table QA crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different checkpoints and symptoms; no evidence of a shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility vs pydantic/config regression are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BertModel indexing issue and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading issue vs pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is chat-related crashing and the other is streaming chat/completions failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated runtime error and task-specific crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and distinct attribute/device errors." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and MPS histogram int error are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and MPS int histogram error are not the same code path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE-related runtime issues with different triggers and operators." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/runtime errors, but the reported failures are different and model/trainer-specific." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility vs device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but they arise from different loading paths and symptoms." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Duplicate in theme only; the concrete failure modes differ." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing error and GPT-OSS TP-only behavior are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issue are not the same problem." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming inference failure on different Qwen models are distinct." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request vs Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and pydantic config regression are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code compatibility break and torch 2.4.1/transformers 5.8.0 incompatibility are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is well supported by the packet: 45920 is the broader AutoTokenizer wrong-token-ID regression, and 45812 is the narrower Granite-only instance. The summary stays conservative about the rest of the cluster, and the soft-edge rejections are mostly justified by clear title-level differences. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44479", + "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:45542", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:45920", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "8c52a5f91a9ce19374fc09280c9ca7513a9f0db5aba504219c239bca5b750a4c", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only a few small duplicate groups are credible: non-persistent buffer corruption in v5, trust_remote_code/custom-module loading collisions, tied-weights regressions, and input_ids/inputs_embeds validation messaging. Most other soft pairs share only a broad subsystem or symptom class, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "43950 is the clearest canonical anchor for the non-persistent-buffer regression: it states the generic `from_pretrained`/`register_buffer(persistent=False)` corruption cleanly and subsumes the more specific wording in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best single issue to keep because it is broad, precise, and represents a real duplicate set rather than just a theme; it also has the strongest claim to the underlying v5 regression among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal input handling, but one is an image dtype mismatch and the other is a video feature/token count mismatch; different bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated runtime failures: torch dynamo/grouped_mm tracing vs missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both mention Qwen video input regressions, but the reported failures and trigger paths differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-dimension failure in BertModel." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is a model/pipeline output-quality problem." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths: composite config unwrapping vs uninitialized rotary embedding state after `to_empty`." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and torch-transformers version incompatibility are separate issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failures: image preprocessor dtype mismatch vs TRL SFT input-embedding unpacking error." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is not the same bug as the Qwen3.5 TRL SFT failure." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module loading collision: a cache/path resolution bug causing the wrong local module to be loaded." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": true, + "reason": "43404 is a specific instance of the broader v5 tied-weights regression described in 45005; both are about weights not being tied correctly during model setup/load." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks do not share a concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different area from tied-weights initialization." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer activation issue and docs mentioning a removed command are not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 looks like a T5-specific manifestation of the broader input_ids/inputs_embeds XOR validation problem described in 45183." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but the titles point to different model-specific whitespace/output failures without a clear shared concrete code path." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights regressions are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method call are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same as a docs/runtime-command removal issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization and NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no shared code path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression, just phrased as generic junk buffers vs silent corruption after `from_pretrained`." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs errors and SigLIP2 embedding quality complaints are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 regression: `from_pretrained`/initialization corrupts non-persistent buffers." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwarg and ZeRO-3 index-out-of-bounds are unrelated trainer/model failures." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/autocast issues, but one is a direct dtype mismatch error and the other is a Qwen3.5 RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related TypeErrors, but one is bitsandbytes initialization and the other is a missing storage-object lookup." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; no clear shared bug from the titles." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent-buffer corruption and uninitialized rotary embedding state after materialization are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only groups pairs that have strong title-level evidence of the same concrete regression, while treating broader subsystem similarity as non-duplicate. The canonical issue choice around 43950 is also well supported by the duplicate set shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950" + ], + "prepared_review_unit_hash": "456959f322e9ee6380f2937178d3aa9f90334b03ed124f69831dbf68f0d323d1", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: tokenizer regressions, model-loading failures, distributed-training issues, and performance bugs. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, centered on recent Transformers v5 remote_code loading regressions, so it is the most reusable anchor among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best overall issue anchor because it is general, well-scoped, and most likely to subsume adjacent remote_code/config-loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption in Ovis2 and generic loading noise are different failure modes and different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP/SigLIP2, but one is zero probabilities and the other is worse text embeddings; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral AutoTokenizer loading and Molmo missing all_tied_weights_keys are unrelated issues." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model quality regression in SigLIP2 is not the same as a tokenizer conversion performance regression." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn illegal memory access from 3D position_ids is distinct from CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "These are different memory-related problems: LoRA gradient checkpointing vs int4 quantization reserved-memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe inv_freq materialization are unrelated model-specific bugs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading failure and glm-4v loading failure do not share a concrete root cause." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise is not the same as a specific inability to load ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension training error and early-stopping metric lookup are unrelated training issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero-probabilities and SigLIP2 HF-vs-JAX discrepancy are related at the model family level but not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import_utils KeyError are completely different subsystems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is broader than the specific sleng-bert loading failure; no shared root cause is evident." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT LoRA gradient-checkpointing behavior and Qwen3 MoE training memory inefficiency are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code loading, but one is missing fields in AutoConfig and the other is a broader compatibility regression; not clearly the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 config failure are unrelated model-specific issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int error in MoE and Gemma4 PLE device mismatch are different runtime/device bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and Molmo missing all_tied_weights_keys are unrelated load-time errors." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta and flash-attn fallback blocking are different concerns." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and bitsandbytes Int8Params incompatibility do not share a code path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression and Gemma4 device mismatch are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like tokenizer mapping failure is not the same as the remote_code loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility across hf versions is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback gating are distinct tokenizer/attention issues." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "These are opposite tokenizer conversion directions and different performance hotspots, not one underlying bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both affect DeepSeek tokenization, but one is ByteLevel being replaced by Metaspace and the other is a v1-specific output regression; not clearly the same fix." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-loading reports." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad remote_code regression is not the same as the Kimi-K2.5 tokenizer regression from 5.3.0 to 5.4.0." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback blocking are different failure paths." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption are unrelated state-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43827|issue:44509", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:45812|issue:46489" + ], + "prepared_review_unit_hash": "5500b78406bb4b7577b963c03cc84dd33330612cc1655e76dbd5c5d230ab63f5", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues, with a few clear duplicates around v5 docs cleanup, custom model init, `_is_hf_initialized` loading, and identical mask-shape index errors.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43872 is the clearest, most central report of the `_is_hf_initialized`/loading regression, with the most explicit exception and broader duplicate linkage than the newer follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the strongest representative issue in this set: precise failure signature, concrete repro class, and good anchor for the related duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same v5 docs cleanup gap: removed summarization/translation/text2text pipeline tasks still referenced in docs." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs bitsandbytes `_is_hf_initialized` load-time error." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio, but the titles don't show the same concrete bug or code path." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` TypeError during model loading/init_empty_weights; looks like the same regression." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different LoRA/gradient-checkpointing issues: ineffective checkpointing vs missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer regressions on different models and different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API signature mismatch vs tensor mask shape mismatch; unrelated bugs." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 load failures, but different model families and not enough evidence of the same root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Loading/weight conversion issue vs gradient averaging bug; distinct code paths." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different attention-path crashes with different symptoms and triggers." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Related video regressions, but one is broad multi-model behavior and the other is a specific StopIteration; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError class and same mask/indexed tensor shape-mismatch symptom, likely the same bug reproduced elsewhere." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer loading issues for different models." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different loading failures: checkpoint architecture mismatch vs missing text encoder weights." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated training DeepSpeed weight-shape error vs image processor segmentation-map bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated subsystems: PagedAttention linear_attention crash vs checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF/gpt-oss support vs dtype mismatch under autocast." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL rope scaling vs Qwen3_5Moe uninitialized memory after materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete failures and code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs sliding_window behavior." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific preprocessing/video failures; no clear shared root cause." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs long OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: video StopIteration vs MPS histogram unsupported for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same transformers 5.0.0 custom-model initialization breakage; one is just the notebook manifestation." + }, + { + "left": "issue:44589", + "right": "issue:43366", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to GGUF/gpt-oss support." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families with different symptoms and no clear shared fix." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different runtime crashes in different attention/code paths." + }, + { + "left": "issue:44918", + "right": "issue:44560", + "accept": false, + "reason": "Different bugs: Qwen3.5 embedding unpacking vs video StopIteration." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different issues: LoRA checkpointing effectiveness vs missing gradient-checkpointing support flag." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are well supported by the titles and issue descriptions: the v5 docs cleanup pair, the `_is_hf_initialized` loading regression pair, the identical mask-shape IndexError pair, and the custom model init pair all look like the same underlying bug or very close duplicates. The rejected pairs are also reasonably cautious. No major overstatement stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45584", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46512" + ], + "soft_pairs": [ + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44155|issue:45584", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:46459|issue:46512", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43644|issue:44534", + "issue:45507|issue:46468", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43257|issue:43854" + ], + "prepared_review_unit_hash": "b301d3d573592a9580f4cd4e04273f4fb5264f51b90d934820fe758f1558cac2", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37094, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only solid duplicate pair is 43644/44534; the BERT loading pair 44451/44488 is too speculative and should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the best canonical issue: it describes the underlying regression clearly and has a near-verbatim duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest anchor because it states the core bug directly and is supported by the confirmed near-duplicate 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: Qwen3Moe FineGrainedFP8Config failure vs a generic meta-device loading regression." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A Qwen2.5-VL import error is not the same code-path problem as meta-device loading." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to the Qwen3Moe FP8 config bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/model-registration failure is a different bug from Gemma4 device-mismatch forward execution." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a mask/tensor shape mismatch are different failures." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but zero probabilities vs nonsensical outputs are not enough to establish the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero-3 initialization failure is not the same as the add-new-model-like tokenizer mapping bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention Bert/model loading, but the specific failures are different and not clearly duplicates." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve validation, but they concern different models and different validation breakages." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping/model registration is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Quantized-model offload failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 output anomaly and SigLIP2 docs-example/quantization errors are not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE HF4/HF5 compatibility and BitNet packed-weight unpacking are different loading problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is about checkpoint loading and the other about config state after from_config." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-map cuda assert on A800 is unrelated to the Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT loading failures, but they affect different repos and do not establish the same regression or code path." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and incorrect visual-encoder save_pretrained keys are different bugs." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are unrelated model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "HF4/HF5 compatibility is not the same bug as resize_token_embeddings propagation in Gemma4." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example error and the other is an inference-quality anomaly." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps math and SGD args not being used are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantization offloading behavior are different problems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer initialization junk and notebook custom-model initialization are distinct v5 regressions." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training inefficiency and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is mostly cautious, but one accepted soft-edge pair is still too speculative. For issue:44451 vs issue:44488, the packet only shows two separate BERT-loading failures for different repos; it does not establish a shared regression or code path strongly enough to call them duplicates/near-duplicates. The 43644/44534 pairing is well supported, but the other accepted pair is not grounded enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "90783e58c0f2251cba78f1065e8fc02d024c584c32263023611873b5d0d5cbd5", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated transformer bugs. The only clear duplicate family is around `resize_token_embeddings` not updating all tied/output embeddings across model variants; most other soft pairs are same subsystem but different concrete failures and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the most generic statement of the resize-token-embedding bug, and it best captures the broader family that also shows up in Gemma4 and T5Gemma.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest canonical issue because it names the shared API regression without narrowing to one model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different model families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to `resize_token_embeddings` behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different problems: LoRA checkpoint compatibility vs Qwen3-VL model loading shape mismatch." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but for different models and likely different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` does not propagate to all model-specific embeddings/output heads." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a 3D `position_ids` packed-sequence bug and the other is an `s_aux=None` AttributeError." + }, + { + "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 error." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/serving failures; no clear shared code-path or fix." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom about untied `lm_head`, but different model classes and not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated model-specific tokenizer/vocab problems." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors are unrelated to the GLM5 issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model bugs: Gemma-4 FSDP2 attention state vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both quantization-related, but one is offloading behavior and the other is increased reserved memory/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state and Qwen3.5 MoE rotary offload are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init loading error and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and distinct runtime issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different loading failures." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 load/test issue is unrelated to sinq save/load breakage." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes and code paths are different." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma-4 FSDP2 attention state." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval-mode use." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These are the same `resize_token_embeddings` regression; 45292 is the generic form, 45276 a Gemma4-specific manifestation." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and an official Nemotron example breakage are related only at a broad model-family level, not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support in MoE is unrelated to the Nemotron example issue." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading/saving regressions." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both involve gradient/checkpointing behavior, but the failures are different enough that they should not be merged." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate family is the resize_token_embeddings regression cluster, which is well supported by the issue titles. The other soft-edge rejections are appropriately cautious and do not overstate shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:42796", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44164|issue:44756", + "issue:43957|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:46315|issue:46491", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:42796|issue:46326", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:43596|issue:44683", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "c37a7aedf163d6e2543d51f16ade4bc92e29217a37bcafcab5288289f4b1a8de", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of unrelated issues; only two pairs look like true duplicates: the resize_token_embeddings regression and the Qwen3-VL MoE loading regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broadest, most canonical formulation of the resize_token_embeddings regression; issue:45335 reads like the t5gemma-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest, most general duplicate target in this set, with a concrete root symptom and a model-specific follow-up report that fits it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Same save/load area, but one is a read-only permission propagation problem and the other is loading the wrong custom module; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state handling and Strix Halo mmap OOM are unrelated failure modes." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "torch.device(\"meta\") loading regressions and mmap/OOM behavior are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 FSDP2 shared_kv_states are separate model-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map assert and AudioFlamingo3 batch token leakage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same as Trainer resume/max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45335 is the t5gemma-specific instance of the generic 45292 report." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are different regressions." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/from_pretrained handling are not the same underlying bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs a leading-space round-trip bug are distinct tokenizer problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading/tokenizer vocabulary issues, but the reports are too different to treat as the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is not the same as slow convert_tokens_to_ids behavior." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch during forward are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and Jupyter custom-model init regression are different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device placement mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are separate issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and tokenization changes across versions are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral tokenizers, but BPE marker handling and continue_final_message behavior are different problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver resize/interpolation are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization and template-node compilation errors are different." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and generic mask-shape IndexError are not clearly the same root cause." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline topics and do not look like one duplicate." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3 init crash and compiled flex_attention torch>=2.9 regression are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token conflict and gguf_file loading breakage are distinct." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping for multimodal configs are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe Qwen3-VL MoE model-loading failures on transformers 5.0; they appear to be the same underlying loading regression." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token IDs regression and CodeLlama leading-space round-trip regression are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two accepted duplicate pairs are the strongest matches, and the rejected pairs are handled conservatively. The resize_token_embeddings pair (45292/45335) is a clear generic-vs-model-specific duplicate, and the Qwen3-VL loading pair (43299/43931) is plausible from the titles. No soft-edge verdict appears to overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:44164|issue:44479", + "issue:43906|issue:46326", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44737|issue:45859", + "issue:39404|issue:44671", + "issue:43611|issue:43644", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:43582|issue:43632", + "issue:44488|issue:44987", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:46050|issue:46326", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "aca20133496bf0301943de28364edc8c7a0e3fd1b28cda18bf90db1ad8103c75", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36649, + "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 grab-bag of distinct Transformers regressions around v5 loading, tokenizers, models, and runtime behavior. The issues are thematically similar but not duplicates; none of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 regression theme: model initialization/loading breaks across downstream models. It is generic enough to anchor the cluster better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the cluster because it captures the widest and most central failure mode among these reports, while remaining concrete enough to be meaningful.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is a generic tokenizer load regression and the other is a Mistral regex patch crash with a different code path." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction corruption is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP output quality regression and ModelOutput key assignment are different subsystems and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory usage and Strix Halo mmap OOM are both memory-related but not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are distinct issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is a DeepSeek-Coder tokenizer output regression tied to a specific v5 fix gap." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling and a video-input regression are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of one issue and a mistral_common continue_final_message bug are not the same failure." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping failures and torch>=2.9 flex_attention compilation failures are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizer loading, but they involve different models and different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU allocation and Qwen3.5 MoE CPU offload incompatibility are separate device-placement bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline behavior is unrelated to CamemBERT masked LM predictions." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer initialization are different bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are separate model-specific regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch and a template-node compilation TypeError do not share a concrete code-path bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different repositories/models and point to different breakages." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression have no shared code path." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing AutoConfig fields with trust_remote_code and PagedAttentionCache linear_attention failure are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different tokenizer/model persistence issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and iterable dataset multi-image fine-tuning are not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading one specific model and a broader transformers>=5.1.0 loading failure are not the same underlying issue." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation failure are distinct compiler/runtime bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related special-token issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different model-specific regressions." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk values and custom model initialization breakage are related only at a high level, not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad gguf_file from_pretrained breakage while the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and sleng-bert tokenizer loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:28530|issue:34567", + "issue:43645|issue:44534", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:40444|issue:46326", + "issue:44062|issue:44987", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "6bab88b83b89ac4ad8a657d5f3e30a573c6a085c55b1b84c1a4c326f56f0f99c", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports. I only see one plausible duplicate-like pair, both around Qwen3.5 save_pretrained serialization; the rest differ by model, symptom, or code path.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45216 is the clearest representative of the only apparent duplicate subcluster (Qwen3.5 save_pretrained serialization); it states the underlying regression more broadly than 45357.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest anchor here because it names the underlying regression rather than a narrower symptom, but the overall set is still too mixed for a single global canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/fbank-related, but one is a specific LasrFeatureExtractor center-arg crash while the other is a generic helper-function report; not clearly the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths and failure modes: dequantized model offload vs Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage; unrelated bugs." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete failures: template compilation error vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but one is packaging/install coverage and the other is an unsupported backend mapping error; not the same issue." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen models and different defects: hidden-state output bug vs RoPE position-id scaling bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different problem from StaticCache returning the wrong type." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate handling and the other is MIMI batching/padding-mask behavior." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; not the same underlying bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a model-specific weight-tying bug; the other is device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated issues: noisy loading logs vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and a template compilation TypeError do not share the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model problems: nonsensical SigLIP2 outputs vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-model bugs: batching/padding-mask mismatch vs DAC STE mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input processing error." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and num_input_tokens_seen updating are unrelated trainer issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom model initialization breakage is not the same as buffer fill/serialization junk." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type contract are separate problems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model-loading failure for ScandiBERT and Mistral regex patch crash are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different targets and failures: model loading regression vs tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compilation failure for certain models is unrelated to OmDet-Turbo image-size preprocessing." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization regression; the visual-encoder-key report is a narrower manifestation of the same broken checkpoint output." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer-loading regression and slow convert_tokens_to_ids behavior are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different failure modes in different model-loading paths: FineGrainedFP8Config vs init_empty_weights argument handling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage are different low-level issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal/audio-style bugs: iterable multi-image finetuning failure vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument error and a model-loading regression for a different repo are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE and strict granite_speech config loading are distinct problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and well grounded in the packet. The summary correctly characterizes the set as mostly heterogeneous and only treats issue:45216 / issue:45357 as a plausible duplicate-like pair, which is supported by their closely aligned Qwen3.5 save_pretrained serialization regression titles. The other soft-edge rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45325", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46326", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:45812|issue:46491", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:44977|issue:46326", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:40990|issue:44811", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:41553|issue:43582", + "issue:40444|issue:45325", + "issue:44079|issue:45663", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:42796|issue:43746", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "e6e40a05c78292c4fda01f157546d447572f7b3037cb9af0d61606d4c61ccda1", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is still mostly a set of unrelated issue reports. The AutoTokenizer pair (44462/45812) is too weakly supported to merge confidently, so I\u2019m rejecting that soft edge rather than treating 45812 as a confirmed manifestation of 44462.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44462 is the broader, more general AutoTokenizer/tokenizer.json loading regression, but the packet does not justify folding issue:45812 into it as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best standalone representative for the repository tokenizer-loading regression theme; issue:45812 should remain separate absent stronger evidence of a shared root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility and load-noise reports are different problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading failure vs buffer initialization junk." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but the packet does not ground a shared underlying bug or code path." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer init error vs CUDA assert during device mapping are distinct failures." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated v5 init-flag regression and mmap OOM issue." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related model family, but different concrete bugs and code paths." + }, + { + "left": "issue:44977", + "right": "issue:46326", + "accept": false, + "reason": "Flash-attention generation breakage is unrelated to continue_final_message handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the models and failure modes differ." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly and batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen2-VL, but the training scenarios and failures differ." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch flex_attention compile failure and remote_code loading break are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing limitation is not the same as a missing support flag." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS handling are separate issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting unrelated initialization internals." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures with no shared underlying path evident." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging and allocator TypeError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: multi-image finetuning vs still-image rope scaling." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 attention state handling are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training failures with different mechanisms." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload failure and MoE memory inefficiency are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Similar backend packaging area, but the failures are not grounded as the same issue." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture issue and Sam3Model loading issue are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are separate issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Related tokenizer regressions, but the packet does not provide enough evidence to treat them as the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative, but the accepted pair `issue:44462` / `issue:45812` is not sufficiently grounded by the packet. The titles show related AutoTokenizer/tokenizer regressions, but the packet does not provide enough evidence to assert they share the same underlying bug or that one is the root cause and the other is merely a model-specific manifestation. Please keep that link tentative or reject it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44079|issue:44534", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:42796|issue:45381", + "issue:43296|issue:45800", + "issue:43749|issue:44079", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:44186|issue:44265" + ], + "prepared_review_unit_hash": "647f66833c0a72dfd7118c6dfcdfd3e7b4ab2631dc70c065f369de379d58d7f0", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36828, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of Transformer/model-specific bug reports, with a small subtheme around Transformers v5 model-initialization regressions. None of the soft pairs are close enough to be treated as true duplicates or mergeable PR-equivalents.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the repeated Transformers v5 initialization/loading breakage theme, while most other items are either model-specific symptoms or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best anchor for the cluster because it captures the most general v5 regression pattern without being overly narrow to one model or one error message.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are video/vision model bugs, but one is about missing temporal attention/shared weights and the other about incorrect visual-encoder keys on save; different failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding effects, but the first is a MIMI padding-mask issue and the second is a Gemma3 sliding-window NaN issue; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 CUDA assert on auto device mapping and a Mistral tokenizer regex crash are unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window problem; the other is an init_empty_weights signature break. Similar v5-era context, but not the same failure." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge as one bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is a different issue from bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow from a torch extra install is unrelated to PaddleOCR-VL failing to load in vLLM." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading/runtime problems, but one is Whisper-specific and the other is a meta-device loading regression affecting some models." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model correctness bugs: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a broken tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment when previous value is None is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are separate regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one affects still-image temporal scaling and the other video input vision_position_ids; close, but not clearly the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is an IterableDataset/multi-image finetuning failure and the other is a video position-id regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "An init_empty_weights argument error and a strict-config loading failure for granite_speech are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/input handling regressions, but one is a Qwen video-input issue and the other is a Gemma4 device_map mismatch; different code paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "A tokenizer BPE-marker bug is unrelated to Qwen2.5-VL video position-id handling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers version incompatibility are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete failure mode." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b load failure and sleng-bert load failure are different model-specific reports." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A documentation example problem and a Qwen2.5-VL finetuning runtime bug are not duplicates." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map, but the Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different model/path failures." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crashes and torch.export with torch_compilable_check 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": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43854", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44466", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43377|issue:44610", + "issue:40990|issue:45584", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:42796|issue:43854", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:26413|issue:28530", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:34634|issue:35707", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:44008|issue:45823", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:36331|issue:42617" + ], + "prepared_review_unit_hash": "0d931b8900eabea5573491c15f0057e2e7551cfca7fb6f742996594ee4179a3c", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37595, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, training-loop, processor, and offloading bugs. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items are not duplicate reports of one bug; they cover distinct code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue:45920 is the broadest high-signal open regression with inbound references, but it is still not a true canonical duplicate anchor for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different surfaces: audio chat-template sampling-rate default vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization regressions, but one is mDeBERTa special-token insertion and the other is broader AutoTokenizer ID mapping across many models." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Qwen3.5 flash-attention generation are unrelated failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask output divergence is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on GPT-OSS and Whisper empty-transcription generation after token alignment are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized-model loading with device_map=auto and the other is generic quantization offload behavior." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batching-related model bugs, but MIMI encoder padding-mask behavior is not the same as Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "GPT-OSS perplexity regression and PEFT gradient-checkpointing ineffectiveness are different problems." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offload behavior is unrelated to tokenization changes across transformers versions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are distinct code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:42796", + "right": "issue:43854", + "accept": false, + "reason": "Tokenizer BPE marker issues do not match GLM-4.7-Flash model-loading failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is device-dependent lm_head weight serialization and the other is wrong visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda asserts and Qwen3.5 flash-attention generation failures are different concrete issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b loading failure and EMBEDDIA tokenizer loading regression are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure is not the same as early-stopping metric lookup disabling itself." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Running 3d_parallel.py and Qwen3 MoE failing with FineGrainedFP8Config are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping crashes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and tokenizer loading for EMBEDDIA are different failures." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bugs are unrelated to tokenizer behavior changes across versions." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d and Sam3 text-encoder weight loading are different parts of the model." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset handling is unrelated to progressive generation with inputs_embeds." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3 MoE FP8 loading failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding bugs are unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype not propagating and resume_from_checkpoint max_steps miscalculation are different trainer/model-loading issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct problems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch and 3d_parallel.py execution failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:34634", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "8acb69980f5f5ac1c9289e593e1448fcceaed737312d6cb880523a39ffc30144", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37047, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: many are tokenizer/processor/loading regressions, but the paired candidates usually point to different models, code paths, or failure modes rather than the same duplicate bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45701 is the broadest and most central regression-style report in the set, with multiple inbound references and a version-dependent tokenization symptom that makes it the best cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the strongest standalone representative because it is broad, user-visible, and likely to attract related tokenization regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve/multimodal paths, but the concrete failures differ: continuous batching string handling vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "One is int4 quantization OOM in Transformers v5; the other is a T5/apex RMSNorm memory leak. Different bug classes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and Strix Halo mmap OOM are related to memory handling, but they are not the same failure path." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is a loading-mode regression; filling non-persistent buffers with junk is a separate buffer initialization bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizes, but one is a processor/model resolution mismatch and the other is Perceiver interpolation failing on non-default resolution." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation and an image processor resolution mismatch are unrelated code paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failure modes: torch.compile with SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer API regression is not the same as the broader tokenization-version change reported in 45701." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config failure and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load segfault and sinq save/load breakage are distinct model/loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-map CUDA assert on Qwen3 is a different issue from Llava Next segfault on load." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA failure and a 3d_parallel.py runtime problem do not share the same concrete code path." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same symptom as version-dependent tokenization changes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and not being able to run 3d_parallel.py are unrelated runtime/import issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention advanced model parallelism, but Qwen3 auto device mapping and GPT-OSS MoE tensor parallelism are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate configuration/model issues." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and kernels v0.15 import/version requirement failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are different subsystems with no shared bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Qwen3 recurrent-state reset are different model behaviors." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "These are both tokenizer issues, but the reported failures are different models and different runtime paths." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct failures." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config inconsistencies, but Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload loss are different fields and behaviors." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric configuration and void segmentation-map processing are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer class initialization conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/torch.compile failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor update behavior is not the same as general version-driven tokenization changes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8 config failure and Llava Next segfault differ in model, trigger, and code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46402", + "issue:46463" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:44451|issue:44991", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:44514|issue:44545", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:41720|issue:43746", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:43421|issue:43927", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:45663|issue:45923", + "issue:43525|issue:43531", + "issue:43381|issue:45704" + ], + "prepared_review_unit_hash": "39c61d46880710cf259b0c72178e4cb08753745a0e9fedc5293e338381d965ce", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37605, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports. The rest are same-subsymbol, same-model, or same-environment similarity matches but appear to be distinct bugs/feature requests.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the earlier, more complete report of the batched-input apply_chat_template crash, so it is the best canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the clearest representative of the only real duplicate cluster in this set, with a precise title and earlier creation date.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Qwen3.5 visual-encoder save_pretrained keys vs Sam3 text-encoder loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-style issues, but they concern different content changes: cache typo vs removed pipeline task docs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen variants and different code paths: sliding_window handling vs unwrapping text_config in from_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: CPU offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Training counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs in different stacks: distributed metric gathering vs SAM3 text/box prompting behavior." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning is unrelated to multimodal token counting in video branches." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs missing Float8 storage type." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the generation bug in inputs_embeds/past_key_values." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failures: Perceiver resolution handling vs dtype mismatch in inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite multimodal config unwrapping is unrelated to CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and symptoms: Qwen3 device-mapping cuda assert vs GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg error is a tokenizer construction bug, not the same as ScandiBERT loading failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux handling is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure for one repo is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/processor examples, but one is a doc example mismatch/quantization issue and the other is an image-size mismatch bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the DeepSpeed ZeRO-3 gradient growth issue." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline loading, but one is general cache loading and the other is a specific unconditional model_info() call in a regex patch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness bug is unrelated to T5 decoder-input error messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates are unrelated to BigBirdTokenizer mask-token decode behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm leak is unrelated to CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different models and unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "pad_token_id AttributeError in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to the T5 apex memory leak." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the only clearly duplicated pair in the packet is issue:44514 / issue:44545, which share the same title and bug description, and the earlier issue is a reasonable canonical choice. The other soft-edge rejections are conservative and supported by the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43618|issue:43697", + "issue:42915|issue:43746", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45183|issue:45479", + "issue:43531|issue:43643", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43388|issue:46032", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "5ab819c62e3e599fd5a666b47649ad9b09d6b77e6e42b5979c5984d8421180a3", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37771, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the items span unrelated bugs across models, tokenizers, loading paths, training utilities, and documentation. All soft edges look like superficial similarity rather than the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue: the items cover distinct regressions and feature bugs in different subsystems, and the apparent overlaps are only at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue overall; if one issue must anchor the set, issue 45081 is the most concrete reproducible crash and has the strongest discussion/inbound-reference signal, but it still does not represent the whole group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor update vs tokenizer crashes on NER padding/truncation." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral/tokenizer handling, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc example/model mismatch and quantization failure is unrelated to a general offloading-with-quantization issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel init indexing and audio fbank extraction are unrelated code paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen multimodal video issues, but one is a processing ValueError and the other is a chat-template token/feature mismatch." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config label propagation and single-label zero-loss behavior are different bugs in different parts of sequence classification." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and outputs: SigLIP2 nonsensical results vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "One is a from_pretrained weight_only load error; the other is a video position-id bug in a different Qwen VL model." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping handling are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DAC latent conversion missing STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq save/from_pretrained quantization breakage are different loading paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression and long OCR input index error are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 and bfloat16 dtype mismatches in other models are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DAC.from_latents missing STE." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n variable-name collision are different multimodal code paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken duplicate keyword error and sleng-bert loading failure are unrelated tokenizer bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding crash and Perceiver non-default resolution handling are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration has nothing to do with DAC latent conversion behavior." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and single-label zero-loss semantics are different classification bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config loading are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction bug and Smollm3 RoPE-layer count mismatch are different architecture/config regressions." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n audio_mel_mask collision are unrelated multimodal issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but one is an offline hub call and the other is an AttributeError on a different tokenizer object; not the same underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache incorrect results are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and compute_loss signature mismatch are different APIs 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": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43421", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:43950|issue:45987", + "issue:44821|issue:45084", + "issue:44448|issue:44671", + "issue:43582|issue:46512", + "issue:39692|issue:45834", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:45584|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43322|issue:45685", + "issue:44186|issue:44442", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:44805|issue:44936", + "issue:43452|issue:44991", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "beb8c972e0eadbad7f4631130e621d99c584ac18bf6cd1cde9ca8efd43b1cd82", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35611, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers issues, with several tokenizer/model-loading/video-regression reports that are only thematically similar. I did not find any soft pair that clearly describes the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45020 is the broadest, most central report in the set and best serves as a representative anchor for the cluster, but the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best single issue to represent the cluster because it has the widest scope and highest chance of overlapping with other remote_code/loading regressions, even though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template-node compilation TypeError." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model/regression pairs: Pegasus output drift vs CamemBERT masked LM prediction errors." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "One is an Apple Silicon warmup TypeError; the other is stale config.dtype after from_config." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both touch tokenization, but one is runtime special-token/post-processor syncing and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video bugs with different failure modes and code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior after align_special_tokens is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different loading/generation problems: weight_only checkpoint loading vs flash-attention generation." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is not the same as bf16 dtype mismatches." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template feature mismatch for Qwen is unrelated to a T5 decoder-input validation message." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "A broad Qwen video-input regression does not match an OCR long-input index error." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault loading models is unrelated to the MPS histogram/int issue in moe." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer are different problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue around removed pipeline tasks; the other is a SigLIP2 model/pipeline correctness bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are different code paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure for a specific model is unrelated to importing transformers.pipelines failing on kernels v0.15 requirements." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is a specific removed-helper breakage and the other is a broader regression report; not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length shape bug is unrelated to text_kwargs causing return_tensors to be ignored." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch is different from trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breaks and tokenizer loading for EMBEDDIA/est-roberta are distinct load paths and failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are both tokenizer-related, but one is a specific added-token spacing symptom while the other is a broad slow/fast tokenizer inconsistency report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking during accelerate loading is a different failure than bf16 dtype mismatches." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both involve removed v5 pipeline tasks, but one is an error message and the other is documentation drift; not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and an Apple Silicon warmup TypeError 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": 20, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:44671|issue:45701", + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:34634|issue:36331", + "issue:43650|issue:43906", + "issue:43819|issue:43927", + "issue:42175|issue:46291", + "issue:36010|issue:43645", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:46421|issue:46424", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "428a0007f8facd26429e3a16db214799b5e5f80560cf0db6133cf7e5605c9af0", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36269, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs are superficial and do not look like the same underlying bug or change. I reject all soft edges; no PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set ('Recent transformers versions break models using `remote_code`'), so it is the least specific anchor. Even so, the cluster is too diverse to treat as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best available single representative because it captures a general version-regression failure mode, unlike the mostly model- or component-specific reports elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging vs. Mistral tokenizer regex crash; unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs. CUDA AMP loss crash; different code paths and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model-loading bugs: untied lm_head weights vs. Qwen3VL weight_only error." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs. DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is a library internals issue; CLIP structure inconsistency is a model API layout change." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect masked LM predictions vs. tokenization changes across versions; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration vs. MXFP4 quantization fallback; unrelated subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug vs. RT-DETR output drift; different models and mechanisms." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor loading, but one is a regex patch crash and the other is a missing `_tokenizer` attribute; not the same concrete defect." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue vs. FP8 inference on B200; no shared failure path." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they describe different model families and different warning causes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error vs. CLIP tokenizer max-length constant; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs. broad remote_code regression; distinct model-load failures." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined variables in multimodal token counting vs. stale auto-mapping config references; different breakages." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs. PIL backend unexpectedly requiring torchvision; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs. FSDP CPU RAM efficient loading; both loading-related, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure vs. quantization fallback; different execution paths and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 indexing crash vs. train/evaluate lifecycle failure; not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading vs. batch_decode skip_special_tokens handling; unrelated processor/model issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs. CustomTrainer compute_loss signature mismatch; different layers of the stack." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue title vs. isolated reproduction of another bug; no technical overlap." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs. DiaConfig losing custom token IDs; unrelated generation/model config bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Pip backend dependency packaging vs. kernels import-time version/revision requirement; different dependency issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs. notebook custom-model initialization regression; both version-related, but not the same code path." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero-probabilities model output vs. processor image-size mismatch; different model and processor bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug vs. image-size mismatch; unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Lazy cache initialization causing recompilation vs. max_cache_length only honored for quantized cache; related area, but distinct semantics." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError on GenerationMixin vs. CustomTrainer compute_loss keyword mismatch; 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": 20, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43854|issue:44977", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:43749|issue:44291", + "issue:43262|issue:44811", + "issue:43257|issue:43329", + "issue:45372|issue:46326", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43454|issue:43577", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:42915|issue:43742", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:44291|issue:45042", + "issue:43329|issue:44479", + "issue:43404|issue:45127", + "issue:43257|issue:43931", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:43425|issue:46291" + ], + "prepared_review_unit_hash": "35f69804e102f6c12a8604d5f52248b3d040d77598e5a6632e71909c9b086254", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "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, not one duplicate cluster. The soft edges mostly share broad subsystems or symptoms, but each points to a different concrete failure mode and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and different root causes (unit-test load failure vs flash-attention generation regression)." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Both mention version-related regressions, but one is a Qwen3-MoE sliding_window bug and the other is a PIL image-processor dependency regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "One is a documentation example mismatch/quantization failure; the other is a quantization fallback bug for gpt-oss-20b. Different code paths and fixes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a SAM3 video-model memory issue." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern swallowed tokenizer/processing errors, but they are distinct implementations and bug locations with different failure behavior." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate loading-stack regressions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode special-token handling are different tokenizer/processor bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and undefined video-token helper variables are unrelated failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for ReasoningEffort while the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite Qwen configs are different config-loading problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local path import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head weight tying in AyaVision and Blip2 dtype propagation are different model initialization bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined symbols in multimodal token counting and the other is a batched output-shape bug in video processors." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and Qwen3_5Moe rotary embedding incompatibility are different runtime/device bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors (special tokens vs codec/warning regression)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are separate model-loading issues." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id missing and kernels v0.15 pipeline import failure are unrelated config vs dependency problems." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument compatibility and PIL backend torchvision requirement are unrelated regressions." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained visual-key mismatch are different model-specific issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and general version-dependent tokenization changes are not the same failure." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are different dependency 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": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46512" + ], + "soft_pairs": [ + "issue:42915|issue:45538", + "issue:43577|issue:46512", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:43317|issue:45538", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:43742|issue:44291", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:46463", + "issue:43257|issue:43696", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:44568|issue:46491", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:43577|issue:45072", + "issue:43493|issue:43994", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "a14b22f72ae0cc9af9578a6ea2371664d508b2a9a3eaa488928b44fa7c438946", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36819, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. Two small duplicate families stand out: SigLIP2 output regression and a Qwen2.5-VL video-position regression. Everything else is too loosely related to merge safely.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue: the items span multiple unrelated bug families, with only a couple of true duplicate subpairs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the best representative of the strongest duplicate family: it is the broader SigLIP2 report and subsumes the more specific 43493 symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 loading vs CLIP tokenizer max length." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is BLIP2 submodule loading and the other is stale config.dtype on from_config; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: model load regression for a specific repo vs CLIP tokenizer length bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model_from_pretrained gguf handling vs Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIP tokenizer max length." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family, but one is device-mapping CUDA assert and the other is video-input processing; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP MacOS bus error vs TrainerState token-count update bug are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but the concrete failures and model paths differ enough that this is not clearly one bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video-input failures in different Qwen models; not the same concrete defect." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and symptoms." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model-loading key error vs init_empty_weights argument mismatch are separate initialization bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression family; both point to incorrect video position handling in the same code path." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model load failure vs list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer construction error vs specific tokenizer load failure are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but SigLIP2 zero probabilities and Perceiver interpolation failure are distinct." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion failure is unrelated to a GPT-oss OOM." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue and a broken Nemotron example are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions with different root causes and affected models." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate v5 loading issues." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 failure family; 43994 is the broader report and 43493 is a specific reproduction/analysis." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLM-Roberta is unrelated to missing PyTorch ImportError." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding bug is unrelated to flash-attention auxiliary-state handling." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 weight tying bug and StaticCache seq-length return type bug are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during model loading is unrelated to AutoImageProcessor URL loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are plausible duplicate families from the titles, and the rejections do not overclaim similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:42898", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:36010|issue:42175", + "issue:44792|issue:44964", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45823|issue:46463", + "issue:43749|issue:44756", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43257|issue:43756", + "issue:43906|issue:45381", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:44913|issue:46121", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:42898|issue:46491", + "issue:43756|issue:45325", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "bc3894dcab856d85a040eb8806257dd7ee16447524b30d943cdc3b33ef0be220", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35228, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated Transformers issues, mostly different model-loading, config, tokenizer, and backend regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45920 is the broadest still-open regression in the set and the closest thing to a representative umbrella issue, but the overall cluster is not actually cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the widest scope and is the most likely to remain useful as a central reference point, even though the rest are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: missing GenerationMixin import vs TensorFlow backend packaging. No shared code-path bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and symptoms: Janus image-generation test failure vs Phi-4 multimodal model loading failure." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is a missing PyTorch dependency message; the other is a version-specific Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend issue vs missing Qwen2.5-VL class import. Not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch during forward is unrelated to T5 decoder-input validation errors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and Strix Halo mmap OOM are different loading/memory problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision requirement regression vs Mistral tokenizer regex crash; different subsystems and fixes." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError on MobileLLM-125M loading is unrelated to Float8 storage type lookup failure." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but they involve different mechanisms and models; not one concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate/DeepSpeed MoE weight conversion bug vs Smollm3 RoPE layer dropping. Different issues." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video position-id regression; not the same change." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Released-version dependency bump problem vs stale auto_mappings CI breakage. No common code-path bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys vs wrong AutoTokenizer token IDs. Different behavior and files." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch error message vs LayoutLMv3 box-content validation clarity. Different diagnostics." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor-from-URL loading failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug vs Qwen3.5 kernel registration crash. Different code paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Config value not persisting on reload vs JSON-loaded list type handling in RoPE validation. Related area, different bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression. Different model families and fixes." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained regression. Not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig vs strict-dropping a specific Qwen3_5MoeVisionConfig field. Too different in scope and mechanism." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 token-type defaulting issue is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking bug vs Perceiver interpolation failure. Distinct model and loading paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs granite_speech config strictness failure. Different config fields and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Global tokenizer cleanup-behavior change vs CodeLlama leading-space round-trip regression. Not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-related RoPE bugs affecting different models and inputs; not mergeable as one fix." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error vs trainer.evaluate() after train regression. Completely different 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": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:44493|issue:46050", + "issue:43653|issue:44568", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43653|issue:43927", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:28282|issue:35141", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:45491|issue:46002", + "issue:44466|issue:46050" + ], + "prepared_review_unit_hash": "8bc21c66ab014d53fb3acc811029bb769beafd0856354d369f535f81103997e3", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37309, + "estimated_input_tokens": 9328, + "estimated_eval_tokens": 18912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated Transformers bugs (tokenizers, processors, model loading, generation, serialization, and backend imports). None of the soft pairs looks like a true duplicate; the only loosely coherent subtheme is tied-weights/save-load regressions.", + "confidence": 0.77, + "canonical_issue_reason": "44466 is the closest thing to a hub here: it is a concrete, well-scoped tied-weights/save-load regression and is the strongest representative of the small related subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "44466 is the best standalone representative of the most coherent theme in the set, with a specific code-path and nearby related reports around tied weights and serialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but 44466 is a save/load serialization regression while 45005 is a broader translation-model report; not clearly the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a batched chat-template crash and the other is wrong vision_position_ids for video input; different failures." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dim error vs. LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file breakage and the other is an offline Mistral regex/model_info regression; different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure vs. Windows ROCm torch.distributed dependency issue; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate() after train vs. Gemma4 PLE device mismatch; different subsystems and symptoms." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs. AutoProcessor kwargs forwarding bug; not the same problem." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and a processor.tokenizer regression are different model-path bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer-loading issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend resolution, but one is tensorboard-without-TF and the other is tensorflow_text mapping; different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "processor.tokenizer regression vs. Kimi-K2.5 tokenizer codec/warning regression; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs. MLukeTokenizer AttributeError; different models and failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure vs. Blip2 dtype staying float32; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output changes in v5 are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key with position id vs. quantized save/load breakage; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer/special-token complaints, but they affect different tokenizers and concrete behaviors." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex/model_info bug vs. est-roberta tokenizer loading failure; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs. MacOS bus error on a CLIP model; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM-125M load key error do not share a concrete code path." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weights not loading are different model-specific regressions." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation/state-related, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batching with padding=False and the other is tool-call assistant messages with no content; distinct edge cases." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token IDs loss are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs. DiaConfig token-ID persistence; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import and post_init reinitializing output embeddings are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs. Qwen3.5 flash-attention generation failure; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; different fixes." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs in Gemma3 sliding-window embeddings vs. NaNs in classification-head checkout/init are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load, but 44466 is tied-weight serialization inconsistency while 46050 is a quantized-model persistence issue; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43504|issue:43720", + "issue:43742|issue:44821", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:44977|issue:46209", + "issue:43688|issue:45440", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:43720|issue:43927", + "issue:45823|issue:46050", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44479|issue:44625", + "issue:44849|issue:45357", + "issue:43577|issue:44554", + "issue:44568|issue:46489", + "issue:45200|issue:45229", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "c57f83e3fb2e87b2a220c6058c01bc0f4d192f4839dd4a17634bd7747aa1e447", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues across many models/subsystems. None of the soft pairs look like the same underlying bug or change, so there is no good canonical duplicate target here.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated model families, error modes, and code paths, so they do not form a single duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because there is no shared underlying bug across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import break." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different load failures with different causes: legacy preset field vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Both are loading-related, but one is a key error for MobileLLM and the other is URL loading for AutoImageProcessor." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and root causes: legacy field on load vs torch.compile/SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both mention inference issues, but one is Qwen3.5 flash-attn generation and the other is FP8 on B200; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different topics: auxiliary loss normalization vs DeepSeek implementation divergence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy model-loading bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different correctness issues: device-map cuda assert on Qwen3 vs chunked generation with compiled forward." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer GPU broadcast TypeError." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/images regression." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one concerns gguf_file support and the other a specific model that no longer loads." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch with device_map=auto is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token IDs being lost." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is not the same as compute_loss signature mismatch in CustomTrainer." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they affect different configs and different fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong results are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different Qwen3.5 failures: output_hidden_states bug vs FP8 inference on B200." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a dependency version bump (MIN_PEFT_VERSION)." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are not the same as a core SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions in Qwen3.5: hidden-states output vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer special-token behavior change is unrelated to DeepSeek-Coder tokenizer output regression." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to the processor.tokenizer/images regression." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific BERT model is unrelated to the unconditional model_info() call in offline mode." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different code paths 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": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46365", + "issue:46424" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:44464|issue:46424", + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:43278|issue:43844", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:44792|issue:45405", + "issue:43257|issue:43299", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:44625|issue:45759", + "issue:43504|issue:43653", + "issue:44554|issue:46365", + "issue:43688|issue:45701", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43844|issue:44964" + ], + "prepared_review_unit_hash": "ceb300956bdb58738aab74179ce0db258258c28b1a26959aaff78ca96e1fb0e8", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly broad thematic matches rather than true duplicates. They share subsystems or model families, but the concrete failures and fixes differ, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated bugs, and the apparent overlaps are only loose thematic similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: this is not one duplicate cluster, so no single issue cleanly represents the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3/VL and attention, but one is a video-processing ValueError and the other is a flash-attention generation bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different token ID behavior." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward is a different code path from cache max length handling for quantized cache." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization and lm_head serialization are distinct bugs with different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "One is a SigLIP2 implementation discrepancy; the other is a DeepSpeed/gradient scaling issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing model class is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models, different symptoms, and different execution contexts." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import handling are separate compatibility problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute issues, but they concern different fields, models, and load paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype drift between train/eval is not the same as exploding gradients under ZeRO-3." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad token attribute and the other is from_config unwrapping." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "A lost config token ID after save/load is a different bug from a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading for BEiT is unrelated to a CPU offload device mismatch in bark-small." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4, but one is OOM and the other is a device placement mismatch during forward." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "These are separate Transformers 5 init/load regressions with different triggering APIs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure is unrelated to a PEFT version bump issue." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading problems, but they affect different model variants and different loading mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "A tensor-parallel OOM is unrelated to the PEFT version requirement regression." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A runtime device mismatch and a stale CI test are not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3.5 config propagation, but one is num_labels copying and the other is composite-config unwrapping." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Loading a BEiT preset and BigBird mask-token special-token registration are unrelated tokenizer/model issues." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to the Trainer import problem." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization is not a tokenization-version regression." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash_attention.py sink-less-model crash is different from a quantization save/load breakage." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but they fail in different endpoints and different tensor handling paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient inflation and Phi-4 multimodal 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": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43688|issue:43873", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43065|issue:46369", + "issue:43873|issue:46050", + "issue:43278|issue:43701", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44186|issue:46192", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:39692|issue:46192", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "c12b2b81590cd7bba9e2ac42b8a3d8f336c715cc223f0afe35b768c9c72a698f", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous; the soft pairs are mostly unrelated model-, tokenizer-, training-, or device-specific bugs, so I would not merge any of them as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "No true canonical duplicate stands out. If one representative is needed, issue:44521 is the broadest user-facing API regression in the set and has the strongest discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44521 is the best general representative because it is a concrete, active multimodal API bug with multiple users impacted; most other items are narrower or orthogonal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: SigLIP2 inference/pipeline nonsense vs a generic position-id key warning across many models." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing in tokenizers does not match TrainerState token-count tracking." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure is unrelated to a flash_attn import key error." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is not the same as SAM3 litetext memory overflow." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading failure and quantized save/load breakage are distinct defects." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type defaults and Gemma4 PLE device-mapping mismatch affect different parts of the model." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes are not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal chat templates is a different bug from tool-call message crashes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus is unrelated to Qwen3.5 hidden-state output bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute crash and rope-parameter type conversion are different failures." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mapping mismatch in Gemma4 PLE is unrelated to return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as batched video-shape handling." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Added-token spacing in tokenizers does not match the CLIP MacOS bus error." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Missing processor.tokenizer / image passing regression is unrelated to OmDet-Turbo's input-size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention-head-dim correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on v5.1+." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to return_tensors being ignored when text_kwargs is provided." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and meta-device loading breakage are distinct loading issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory not being released." + } + ] + }, + "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": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46512" + ], + "soft_pairs": [ + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:45381|issue:46209", + "issue:45200|issue:45325", + "issue:37428|issue:43957", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:42490|issue:43696", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43526|issue:46192", + "issue:43278|issue:43856", + "issue:43295|issue:43493", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:45520|issue:46170", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:45290|issue:46326", + "issue:44610|issue:44857", + "issue:44514|issue:44521", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "bdd7e7d79b49864e3daac4c561f4b61fe4c132c3cb8ccb7e3f6076c35322bf24", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs spanning import errors, model/config regressions, processor/chat-template issues, and documentation mismatches. None of the soft-edge candidates look like the same underlying bug/change, so they should all be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items cover many distinct failure modes and model families rather than one duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; the set does not converge on one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both are loading/model-structure regressions, but they affect different classes of behavior and different models; not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import problems: flash_attn on Python 3.13 versus tensorflow_text not being in BACKENDS_MAPPING." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "One is a Qwen2.5-VL position-id bug; the other is an FP8 inference OOM on B200 hardware." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Gemma multimodal issues with different symptoms and code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import symbol regression is not the same as a meta-device model-loading failure." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape handling and Qwen3 tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different model configs and no evidence of one shared underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf/from_pretrained loading breakage is unrelated to from_config dtype staleness." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing Qwen class and a DeepSeek detokenization regression are distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2-specific complaints, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path slash import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI test failure do not share the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and a Qwen2.5-VL import error are separate issues." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Both are input-processing bugs, but one is Beit label reduction and the other is return_tensors handling; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to SigLIP2 implementation mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech tokenizer/load/save failures with different models and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different failure causes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn key error and Windows ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and video batch shape bugs are distinct processor issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability anomalies and RT-DETR memory-release problems are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "These are two different missing-helper/import_utils regressions, not one shared bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC STE mismatch and a GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-config/model-structure regressions in unrelated model families." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline APIs and should not be merged." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but the triggers and failure modes differ enough that they are not clearly the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch and AMP CUDA loss crash are unrelated detection issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general API area, but one is a batched-input crash and the other is an assistant-mask correctness bug; not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch and qwen3_omni_moe feature-length behavior 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": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46209", + "issue:46234", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:42796|issue:46209", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:45759|issue:46512", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:43388|issue:43526", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:45290|issue:45381", + "issue:43335|issue:45593", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "e19e96543de4d599897a5782c7f0093b84e96f5aaa3aa141ceaa8dd2e4354779", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37814, + "estimated_input_tokens": 9454, + "estimated_eval_tokens": 19164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers issues. The only clear duplicate is the repeated Qwen3.5 Moe `from_pretrained` regression reported in issues 45310 and 45478.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier, more established report for the exact same Qwen3.5 Moe `from_pretrained` failure that is duplicated by 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s only true duplicate pair and has the clearest overlap with a second report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both involve model/runtime failures, but they are different models and different failure modes (cuda assert on auto device mapping vs FP8 inference on B200)." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss versus missing auxiliary losses when denoising is off in D-FINE." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "These are unrelated model-specific bugs; one is a SwitchTransformers config edge case, the other is a Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but the concrete problems differ: `base_model_prefix` handling vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "One is a feature extractor regression with an unsupported argument; the other is an empty-transcription generation issue after token alignment." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different version-compatibility problems: a missing flash-attention import versus a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is not the same as qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed image-generation test and a stale `num_return_sequences` warning are different generate-path issues." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Composite multimodal config unwrapping and stale `config.dtype` after `from_config(dtype=...)` are different constructor semantics bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different Qwen-related bugs: output drift between v4/v5 versus recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only fine-tuning token-type defaults and a flash_attention crash on `s_aux=None` are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both mention model/config/tokenizer behavior, but one is SwitchTransformers sparse-layer creation and the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is unrelated to the category-cardinality limit error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but one is torch.compile+SDPA on Bamba and the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they concern different missing symbols/modules and different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug and a Beit pretrained-preset legacy-field loading issue are not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys in many models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific device/forward bugs: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype staleness after evaluate and a pipeline error-message regression are different concerns." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are runtime/test failures, but Flash Attention 2 test breakage is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example errors and BeitImageProcessorFast `reduce_labels` behavior are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch offload/attention-related code, but one is a flash_attention auxiliary-state crash and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers config vs qwen3_omni_moe helper output lengths." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve label handling, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing `is_falcon_mamba_ssm_available` symbol are different import/compatibility issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 Moe `from_pretrained` regression with the same version context; 45478 is a clear duplicate of 45310." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video `vision_position_ids` mismatch are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are unrelated model-specific defects." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 doc example failure and a broad unexpected position-id-key report are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Accepted. The summary is grounded in the packet: the cluster is described conservatively as mostly unrelated issues, and the only clearly supported duplicate pair is issue:45310 / issue:45478. The canonical choice of 45310 as the earlier report is also justified." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:45920|issue:46192", + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:29127|issue:32090", + "issue:44855|issue:46399", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:27957|issue:34689", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:28282|issue:33357", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:36010|issue:37428", + "issue:45588|issue:45823", + "issue:43746|issue:46209", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "b560186be34dc1198c063bb01ae0572db842ae8ea2357dfcceb8c68fb11b4bc7", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37462, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates are mostly superficially related but describe different bugs, models, or code paths. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the strongest umbrella report: it describes a broad v5 AutoTokenizer token-id regression affecting multiple model families, with clear user impact and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best cluster anchor because it is the broadest, most representative, and most actionable issue among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different tokenizer spacing bug vs. embedding reinitialization bug; unrelated symptoms and fix paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and behaviors; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs. AMP/CUDA crash in LwDetr image loss; different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash warning vs. model loading test failure for a specific model; not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion and a v5 compatibility break from removing a helper are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/precision, but they are distinct model failures with different triggers and fixes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs. unexpected position-id keys; different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "A broad tokenizer regression is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama 3.2 Vision vs. output embedding reinit after resize; different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output mismatch and Qwen3.5 flash-attention generation failure are different model-specific regressions." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs. multi-GPU OOM; different failure modes and causes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime failures, but for different models and different root causes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning on local path vs. tensor-parallel OOM for Qwen2.5-57B; not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is custom token IDs lost and the other is wrong custom module loading; different serialization bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs. BEiT fast image processor label reduction bug; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as token embedding reinitialization after resize." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed API breaking trust_remote_code is unrelated to tokenizer output regressions." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs. Llama 3.2 Vision loading failure; different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss vs. flash_attention s_aux=None AttributeError; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression vs. Gemma3 NaN embeddings in sliding-window attention; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation crash with flash-attention vs. stale warning in paged generate; different severity and cause." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs. MacOS bus error on a CLIP model; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are separate eval-mode problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs. flash_attention sink-less AttributeError; unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues for Gemma3n are unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they stem from different symbols and modules." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash_attention crash on sink-less models vs. Gemma4 PLE device mismatch during forward; different failures." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v5 behavior regressions, but one is generation output divergence and the other is tied-weight serialization; 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": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:26413", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44462", + "issue:44479", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:33357|issue:39692", + "issue:42915|issue:42994", + "issue:29127|issue:34567", + "issue:45459|issue:45712", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:45412|issue:46369", + "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:26413|issue:31501", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:44265|issue:45198", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "9f1317a31c6d1dcbb913de9366be75d3b6b0297bde976d7080da8d6f76cba8fc", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35780, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items do not form a real duplicate cluster: they span many unrelated bugs across tokenization, training, serving, quantization, model loading, and documentation. None of the soft pairs look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is justified; the cluster is too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different models and failures: Wav2Vec2 save/tokenization issues vs Fuyu tensor conversion swallowing errors." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline output shape regression and Trainer broadcast/type error are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality overflow and stale generate warning are distinct bugs." + }, 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and SigLIP2 documentation mistakes are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure in Qwen3MoE and quantized model saving failure involve different flows." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-info error message and TrainerState token counter bug are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are separate maintenance issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepseekV3MoE divergence are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "dtype drift in eval and tensor-parallel OOM are not the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but RT-DETR GC leakage and sam3-litetext overflow are distinct model/code paths." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in feature extractor and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch and AutoTokenizer ignoring tokenizer.json are different loading/tokenizer bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsense outputs and RT-DETR memory leak share nothing beyond being model bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel German issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and offloading-with-quantization failure are different behaviors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 tokenization/save failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is Gemma4Processor missing _tokenizer." + } + ] + }, + "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": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46369" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:43873|issue:45229", + "issue:43065|issue:43994", + "issue:27957|issue:29942", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:43526|issue:44186", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:27957|issue:33357", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44442|issue:45072", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:42915|issue:43931", + "issue:27957|issue:29127", + "issue:29127|issue:35141", + "issue:43262|issue:44206", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "9956eb9981f448f98f9405a1a9a5fe575572bd9b7e75fbf6cb6f12dee5632410", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + 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All soft pairs look like superficial keyword similarity rather than the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not represent one duplicate thread but many unrelated issues with overlapping keywords.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a weak anchor, issue:43873 is the broadest and most actively discussed user-facing bug, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems: special-token registration vs loading a specific tokenizer class." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "One is runtime post-processor updates for special tokens; the other is NaN embeddings in Gemma3 attention." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/OOM, but one is quantization offloading behavior and the other is multi-GPU load OOM for a specific model." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Unrelated model components: Sam3 pixel decoder dummy conv vs Siglip2 bad outputs in pipeline." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Flash Attention 2 appears in both, but one is XLM-Roberta support and the other is failing tests, not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes and platforms: Trainer broadcast NoneType vs MacOS bus error on CLIP." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and defects: Smollm3 RoPE layer count vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 loading, but one is an import dependency issue and the other is a missing processor attribute in serve." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and code paths: Beit label reduction vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "One is dtype drift during eval; the other is an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU memory/device issues, but the causes are unrelated: cudaErrorAssert on auto device map vs OOM in multi-GPU inference." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model logic: DeepSeekV3 divergence vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel load OOM and resume-from-checkpoint key mismatch are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor failures affecting different tasks and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is TP load OOM and the other is int4 quantization reserved-memory regression." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden-state regression and Qwen3_5 MoE CPU-offload incompatibility are different issues." + }, + { + "left": "issue:27957", + "right": "issue:33357", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to a MacOS bus error with CLIP." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label-reduction bug in Beit processor vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are distinct model bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issue and category-limit RuntimeError have no shared code path." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and subsystems: Siglip2 output quality vs SAM3 litetext memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is not the same as a general transformers dependency issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support issue and LayoutLMv3 error-message clarity bug are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LASR feature-extractor unsupported arg are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation under compiled forward and Whisper empty-transcription failure after token alignment are distinct." + } + ] + }, + "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": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:28218", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46421" + ], + "soft_pairs": [ + "issue:45588|issue:45600", + "issue:27957|issue:33290", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:44977|issue:45584", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:46121|issue:46399", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:43761|issue:44079", + "issue:42796|issue:45290", + "issue:42175|issue:46234", + "issue:43873|issue:44871", + "issue:43316|issue:45759", + "issue:44464|issue:46421" + ], + "prepared_review_unit_hash": "6af06a55e66cccd128fa28bafa10da18f6ffd8eaf9e2e3ede804436c6d52fc5c", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36453, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated issues; none of the soft pairs look like true duplicates or the same underlying bug/change. If forced to pick a representative issue, the save/load-related \"from_pretrained loads wrong custom module after save_pretrained\" is the broadest hub, but there is no real canonical duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": "No clear duplicate cluster exists; if a single issue must represent the set, issue 45698 is the most broadly relevant and active (highest discussion/inbound activity among the more general framework issues).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single representative because it has broad save/load impact, active discussion, and inbound references, but it should be treated as a standalone issue rather than a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: one is a flash-attention crash on sink-less models, the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated topics: Flash Attention 2 support for XLMRoberta vs Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths and symptoms: recurrent state reset in Qwen3.5 modular code vs Whisper batch_decode token skipping." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but 44077 is a specific patchtsmixer post_init policy issue while 43646 is a broader Transformers 5 custom model init regression; not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs Whisper empty-transcription/alignment failure." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug vs Trainer/_gpu_broadcast_one NoneType type error are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both are generation/attention regressions, but they affect different models and concrete failure modes; not mergeable as one fix." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to offloading with quantization." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: FastSpeech2Conformer tokenizer load vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "ROPE validation TypeError and Qwen3.5 kernel-registration decorator error are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both concern config APIs, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model-loading/divergence issues for different architectures; no shared concrete code-path." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a specific Llama 3.2 Vision failure and the other is a base_model_prefix loading change in Transformers 5." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading/unpacking bug is unrelated to tokenizer loading for FastSpeech2Conformer." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is different from Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different regressions: Llama 3.2 Vision model loading vs GenerationMixin import path change." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() APIs." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as recurrent cache state reset in Qwen3.5 modular code." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained; different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure and bare-except swallowing errors in Fuyu batch conversion are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states not returned in CLIPVisionModel.forward is not the same as ModelOutput key assignment when previous value was None." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Tokenizer BPE-marker handling and chat-template tool-call crashes are different tokenizer subsystems and bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging backend omission for TensorFlow is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different config-handling bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency and cache lazy initialization causing recompilation are related to compilation, but they are distinct bugs and not plausibly one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44610", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45479", + "issue:45632", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:46234|issue:46291", + "issue:44568|issue:45479", + "issue:44077|issue:44479", + "issue:43295|issue:43825", + "issue:43611|issue:43931", + "issue:45632|issue:46424", + "issue:25251|issue:28282", + "issue:33290|issue:34689", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:44610|issue:46369", + "issue:43316|issue:43716", + "issue:43650|issue:46202", + "issue:42175|issue:43316", + "issue:43295|issue:44871", + "issue:45803|issue:46365", + "issue:43540|issue:44514" + ], + "prepared_review_unit_hash": "8976a10ec08d6d4688efb5ddb6d227e050a260763761ecb891694b2a8f5aa1fc", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34996, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs share broad Transformers/regression language, but they do not look like the same underlying bug or change. I did not find any true duplicate pairs.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression here and has outbound/inbound discussion around a v5 pipeline behavior break, so it is the best representative anchor for this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "43825 is the most generic, widely relevant bug report in the set; the rest are mostly model- or backend-specific edge cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different bugs: CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure in a script vs unrecognized model/config.json loading error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo vs backend mapping error for tensorflow_text; different root causes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing issue in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code vs GPTNeoX rotary_pct not persisting on reload; distinct config problems." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing helper in import_utils vs kernels dependency/version requirement when importing pipelines." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs degenerate zero-loss sequence-classification bug; unrelated code paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init API restriction vs Qwen video-input regression; not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer access while the other is pipeline task messaging; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base model prefix loading breakage vs Qwen3-VL weight-shape mismatch; different loading failures." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "trust_remote_code cache-path collision vs max_cache_length behavior limited to Quantized Cache." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting bug vs missing PyTorch import error for AutoModel; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM vs Llama 3.2 Vision loading regression; different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure vs resume_from_checkpoint key mismatch; no shared underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure vs tensor-parallel load OOM; different problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed/Adafactor vs output embedding reinitialization after resize; distinct bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM vs key error while loading a model; different root causes." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support issue vs Trainer broadcast NoneType error; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch vs memory overflow in sam3-litetext; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 image-preprocessor dtype mismatch; different model-specific issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder/body-only issue vs Gemma pipeline roundtrip failure; no meaningful overlap." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend availability issue vs Gemma3TextConfig API discrepancy; different layers." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs eos_token_id config inconsistency; related theme but separate bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion vs Trainer import broken by datasets; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe vs batched apply_chat_template padding crash; different processor 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": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:41950", + "issue:43065", + "issue:43232", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43994", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:44871|issue:45584", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43404|issue:43441", + "issue:43646|issue:44913", + "issue:43701|issue:46506", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:43673|issue:46421", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43673|issue:44743", + "issue:44617|issue:45584", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:43065|issue:44610" + ], + "prepared_review_unit_hash": "690dd1d9c734d4d370daca7c6bc87b53160e7d87356c1fe787ed41de64d07932", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions. A few items share broad themes like loading, generation cache, or v5 migration issues, but they do not look like the same underlying bug and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45698 is the broadest and most actively discussed representative: it\u2019s an open, high-traffic save/load regression around custom modules, which is a common user-facing failure mode in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single representative because it is open, high-activity, and describes a broadly impactful model loading regression rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Both are impactful model bugs, but one is about ESM2 behavior and the other is a janus image-generation test failure; different models and code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both mention token/eos handling, but one is a Gemma config mismatch and the other is Whisper empty-transcription generation after token alignment; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Completely different failures: Fuyu tensor conversion error handling vs Windows/ROCm distributed import issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM3 problems: pipeline processor lookup vs a missing vision encoder output attribute." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "One is an eos_token_id config inconsistency; the other is quantized model save/load breakage after sinq. Different underlying issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related model family, but one is weight tying in Mistral3 and the other is FlashAttention runtime failure in Ministral-3; distinct code paths." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad custom-init regression vs a specific GPTNeoX config reload defaulting issue; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA numerical divergence in PPDocLayoutV3." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both concern loading, but one is gguf_file handling in from_pretrained and the other is missing model_type in config.json; different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both SAM3-related, but one is a dummy Conv2d placeholder and the other is an OOM report; not the same change or bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config regression is unrelated to backend mapping errors for tensorflow_text." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen video-input regression." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a legacy BEiT preset field and the other is wrong custom-module resolution after save/load; distinct defects." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection with tensorboard installed is unrelated to missing import_utils availability helper." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs metric gathering dropping tuple labels; different subsystems and failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init API restriction is unrelated to non-persistent buffer initialization corruption." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure with image generation is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states bug and router load-balancing loss omission are separate issues in different model paths." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache regression in generation and the other is spurious recompilation from lazy cache init; related theme, not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both are cache-related, but one is chunked_prefill cache initialization and the other is recurrent state reset in modular_qwen3_5; different mechanisms." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation regressions, but they affect different stacks: video-input Qwen models vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs with AutoModel/pipeline are different issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 indentation/script parsing issue is unrelated to flash_attention s_aux=None crashes." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel decoder placeholder vs OmDet-Turbo processor/model input-size mismatch; different models and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:41720", + "issue:42490", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43931", + "issue:43976", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44521", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46489" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:43931|issue:44060", + "issue:45381|issue:46369", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:25251|issue:27957", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43335|issue:44190", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:46082|issue:46121" + ], + "prepared_review_unit_hash": "97d94dbf980eb2d1a6653e9b34d71b4630c9b23d06ef105f2b4abfcb91934d4b", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers issues. The only soft pair that looks like the same underlying bug is the DeepSeek tokenizer regression in v5 (44779/46489); the rest are different code paths or model-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44779 is the best representative of the one plausible duplicate cluster: it describes the broad DeepSeek tokenizer regression in v5, which 46489 narrows to a specific DeepSeek-Coder v1 gap in the same fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "44779 is the strongest global issue candidate because it is the broader, earlier report for the only clearly related duplicate pair and has the most general framing of the tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different problems: Qwen3 auto device mapping CUDA assert vs an unrelated category-limit/runtime error." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different code paths: model load shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: wrong vision position ids in Qwen2.5-VL video input vs memory overflow in sam3-litetext." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "One is embedding reinitialization after resize_token_embeddings; the other is a local-path import warning. Not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/state handling issues, but one concerns non-persistent buffers and the other rotary_pct reload behavior; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated environment/parser failures: Python version support issue vs IndentationError from torch.jit.script parsing." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile SDPA failure vs dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config validation, but they target different models and different validation rules." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and bugs: LoRA/extended-vocab collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different runtime paths: Qwen3OmniMoe video processing error vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "No shared bug: pipeline top_k nesting issue vs XLMRoberta Flash Attention 2 support problem." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying bug: DeepSeek tokenizer output is wrong in Transformers v5; 46489 is a specific follow-up/gap in the earlier fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related memory issues, but one is CUDA OOM for Sam3Video and the other is memory overflow for sam3-litetext; not clearly the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely different areas: SwitchTransformers sparse-layer config vs example script dataset loading." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different import/cache issues: trust_remote_code cache path collision vs missing import_utils availability helper." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repository utilities, but one is tokenizer loading ignoring tokenizer.json and the other is list_repo_files revision forwarding." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they stem from different regressions in different files/models." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated bugs: XLNet CPU allocation in relative positional encoding vs bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failure modes: multi-label classification output issue vs image-classification dataset loading." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different platform/backend issues: Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but the reported bugs differ: assistant masks all-zero vs wrong vision_position_ids." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image passing breakage vs resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing Qwen2.5-VL symbol in a submodule and the other is top-level AutoImageProcessor import failure." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Different cache/loading issues: leaf-directory cache collision vs spurious recompilation with chunked prefill." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and symptoms: untied lm_head in Mistral3 vs incorrect Qwen3.5 save_pretrained checkpointing." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated runtime errors: category-count limit vs Whisper generation on empty transcription." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation issues, but they concern different parameters and different validation paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, 44779/46489, is plausibly the same DeepSeek tokenizer regression path, while the rest are reasonably rejected as different model-/subsystem-specific issues. No 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": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44295|issue:46506", + "issue:44246|issue:45003", + "issue:43673|issue:46424", + "issue:44464|issue:45563", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:43650|issue:44220", + "issue:44112|issue:44964", + "issue:36246|issue:38617", + "issue:42796|issue:44521", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:45563|issue:45584", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:41950|issue:44016", + "issue:44792|issue:46424", + "issue:43673|issue:44336" + ], + "prepared_review_unit_hash": "1d79a0d485c07a02ff3139d3a7b8a7a8285a491d5c402d22d4e041bd15c05b9a", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: most soft pairs share a subsystem or model family but describe different concrete bugs. One borderline duplicate edge exists around FlashAttention failures in Ministral/sink-less models.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44521 is the strongest representative issue: it is open, well-documented, has inbound references, and describes a concrete reproducible multimodal bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it has the clearest bug report and the most external traction in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different bugs: missing image_utils import vs Qwen3.5 chat-model load/runtime crash." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: tokenizer padding/NER crash vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention and torch versioning, but one is a compiled-kernel failure and the other is an import/version-check bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated symptoms." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown vs unsafe sys.modules access; not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is max_cache_length handling." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked compiled-forward inconsistency and a stale warning about num_return_sequences are different issues." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: Phi-4 multimodal loading vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to unrecognized-model/config.json model_type errors." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failure modes; no shared concrete bug path." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder data request is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test flake is unrelated to model loading failure." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportError reports, but for entirely different symbols and modules." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is not the same bug as multimodal assistant_mask generation." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding reinit on resize are separate issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config classes and different missing/default-field problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning behavior and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer API regression and t5gemma embedding resize bug are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/Devstral and FlashAttention-adjacent behavior, but save-pretrained dequantization and runtime flash-attention failure are different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": true, + "reason": "Same underlying FlashAttention crash path: 43441 reports the user-visible Ministral-3 failure, while 45588 identifies the AttributeError on s_aux=None for sink-less models." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length calculation in qwen3_omni_moe and CPU/CUDA result mismatch are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config loading and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading and Qwen3.5 save_pretrained regression are different failures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and notebook syntax error are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is not the same as cache max length handling." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI-color leakage in loading_report are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:44521 does have the most inbound references in this set and is the only open issue among the strongest candidates. The soft-edge verdicts are mostly conservative and align with the titles; the one accepted edge (43441/45588) is at least plausibly the same FlashAttention failure path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43577", + "issue:43650", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:42175|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43388|issue:43688", + "issue:44016|issue:44220", + "issue:42796|issue:43650", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:45103|issue:45372", + "issue:43824|issue:44933", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:41950|issue:45020", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:38175|issue:44617", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43976|issue:44279", + "issue:46082|issue:46512", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "a68ce21ec55c0510eb34b3f37afc1d857a2879428c4a001fca88ab70a1b8e01b", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 a grab-bag of mostly unrelated issues spanning regressions, tokenizer/model-loading bugs, docs problems, and backend/import breakages. None of the soft pairs look like the same concrete defect, so no duplicate merges are justified.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report: recent Transformers versions breaking remote_code-based model loading. It best matches the cluster\u2019s general regression theme without being tied to one narrow model or example.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative anchor for this cluster because it describes a high-level version-regression category rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing TensorFlow backend in the torch extra vs a generic dependency problem; different failure modes and fixes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs missing auxiliary loss when denoising is off; unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording mismatch vs model/config import failure; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Last-batch label dropping in gather_for_metrics vs auxiliary loss normalization; different training logic." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; no shared underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling vs an unrelated placeholder/title-only issue." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating decoder embeddings vs Whisper empty-transcription failure after align_special_tokens; related only at a very broad tokenizer level." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model-class/config recognition problem vs composite Qwen text_config unwrapping; both loading-related but not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args ignored vs a config warning about tie_word_embeddings; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation bug in Blip2 vs incorrect save_pretrained behavior for Qwen3.5; different code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling vs Gemma 4 processor import failure; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different causes; not the same missing export." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating vs mm_token_type_ids defaulting; different modeling/training bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency issue vs PEFT minimum-version bump to an unreleased package; not the same problem." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup bug vs broad remote_code model-loading regressions; different subsystems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration failure; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE load failure vs incorrect visual-encoder keys on save_pretrained; load/save are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache missing import vs generic many-import-errors regression; the overlap is only superficial." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword collision; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; clearly different issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup bug vs Gemma4 device mismatch during forward; different concrete failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention regression on torch>=2.9 vs TensorBoard/TensorFlow backend dependency issue; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "processor.tokenizer/images regression vs Deepseek tokenizer regression; both version-related, but different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example has runtime errors vs stale TextClassificationPipeline docs; both docs-related, but not the same change." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version incompatibility vs unreleased PEFT version pin; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer wrong results vs Granite tokenizer wrong IDs; both tokenization regressions, but different models and likely different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue vs general dependency issue; no shared bug." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig rejecting explicit head_dim vs stale config.dtype after from_config; different configuration issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE load regression vs missing Qwen2_5_VLForConditionalGeneration import; both Qwen-related imports, but not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:33290", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43723", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46123", + "issue:46291", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:44466|issue:45276", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:44521|issue:45325", + "issue:33290|issue:45656", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:46123|issue:46369", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:46291|issue:46399", + "issue:43525|issue:43881", + "issue:44016|issue:44291", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "ca10e68bb10b3bfe5c3345fbd9636c2b06a16314e0b70db605f9ef1a5701d741", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35475, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, multimodal, attention, deepspeed, CI, and documentation issues. No soft edge looks like the same underlying bug or change, so I rejected all pairings and found no safe canonical duplicate anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue spans the set; the items are diverse regressions and docs/CI problems, so none is a safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is not one underlying bug/change, so any single issue would be misleading as a representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated failures: Python version compatibility vs loading a specific model in v5.1.0." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained metadata serialization and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs a generic dependency issue; no shared code-path bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4 embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention/model-specific load bug vs a Kosmos2.5 OCR index error; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs hub list_repo_files revision forwarding; different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Deepspeed Adafactor OOM is not the same bug as dequantized model loading with gpu/cpu offload." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI-related, but one is stale auto_mappings entries and the other is leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation in chat templates is distinct from Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files is unrelated to a performance regression after upgrading Transformers." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different low-level bugs: missing rms_norm_eps in MLA config vs torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE denoising/aux-loss behavior." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch bookkeeping bug vs memory overflow in sam3-litetext; different symptoms and code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is not the same as Gemma4 device mismatch during forward." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention regression for a specific model/RC is distinct from compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are different components." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic AutoTokenizer v5 loading issue is not the same as ESM2-specific breakage." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical model/pipeline outputs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package import/version requirement issue is distinct from a missing decorator in apply_rotary_pos_emb registration." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to glm-4v-9b load failure." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization metadata mismatch is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but one is a specific Llama4 missing attribute and the other is a generic trust_remote_code config-loading issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch is unrelated to intermittent slow import times." + } + ] + }, + "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": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43475", + "issue:43550", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:16998|issue:22355", + "issue:43673|issue:43761", + "issue:44336|issue:44373", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:43550|issue:46506", + "issue:44246|issue:44871", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:44734|issue:46424", + "issue:36246|issue:44351", + "issue:43976|issue:44964", + "issue:44336|issue:46424", + "issue:44242|issue:44857", + "issue:45362|issue:45375", + "issue:43475|issue:46369", + "issue:44779|issue:45292", + "issue:42886|issue:46132", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43673|issue:44561" + ], + "prepared_review_unit_hash": "fa2ec44c4e2ca26c6a4dea4cac012516b370f59bab5e7dfb85b9d34077213942", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated transformer regressions clustered only by broad theme (imports, model loading, cache, and model-specific failures). No soft pair looks like the same underlying bug/change with enough confidence to merge.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43824 is the clearest, most concrete regression in the set: a specific import failure with strong discussion and multiple inbound references, making it a good representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best single issue to anchor triage because it is specific, reproducible, and broadly impactful compared with the more vague or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: a storage-type TypeError vs a model chat crash. No shared code path is evident." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing import symbol, the other is a Python-version compatibility problem. Same package, different bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time errors, but they involve different missing names and different root causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI-code output are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length behavior and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but they hit different subsystems: generation cache vs CLIP vision forward output." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal-color output and a wrong docstring are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling and Qwen3.5 rotary-kernel registration are different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary losses, but they are different models with different mechanisms; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and model config recognition are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and gemma-4 zero3 loading are different issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen/MoE version breakage, but one is LoRA compatibility and the other is model loading on a dev branch." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure and CPU/CUDA result mismatch are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-performance complaint and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Both are import/version problems, but they concern different symbols and different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and fbank feature extraction are separate pipeline/audio bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are from different packages and different missing exports." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing and cache max length handling are different cache bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different APIs; no evidence of one shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python compatibility and a specific multimodal model load failure are not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report ANSI output and cache length behavior are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing auxiliary loss logic and a float16 AMP crash in LwDetrImageLoss are different problems." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and a missing config field in Qwen3_5MoeVisionConfig are related to the same model family but not the same underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 attribute error and SAM3 litetext memory overflow are distinct failures." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings mismatch are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 rotary behavior, but one is CPU-offload compatibility and the other is kernel registration; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling in chunked prefill and removal of is_torch_fx_available break 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": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44246", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:44561|issue:46399", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45685|issue:46431", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "bfb357e3dd6cea3db24ad305fc458c12ba4fa9afaffc4417a49f60ba9f4eda30", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "No soft pair looks like a true duplicate; the cluster is mostly broad keyword similarity across unrelated issues. I\u2019d anchor the cluster on the concrete core-utility bug in issue 45003, but none of the proposed edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45003 is the best canonical anchor: it reports a concrete, actionable bug in a shared core utility path and is the most central of the weakly related similarity hits.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the strongest representative issue because it has a specific failure mode and broader utility-module impact, making it the most plausible canonical reference point in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a model-specific support error and the other is a generic topic/title; not the same bug or fixable in one PR." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Completely different models and failure modes: ESM2 is broken vs. Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to the sys.modules access bug in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5-VL image processor and a ZeRO3/BertModel index error are unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque failure; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized-model loading error is a config/model-registration issue, not the sys.modules access problem." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe v5 regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize propagation and version-dependent tokenization are not the same underlying defect." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline partial-batch dropping results are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and import latency are unrelated issues." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to the Qwen3.5 rotary-pos-embed registration crash." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3.5MoeVisionConfig is not the same bug as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and silent field dropping in Qwen3.5MoeVisionConfig are different config-handling bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are unrelated test/runtime issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failures for a physical-intelligence model and tokenizer error masking when protobuf is absent are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent lm_head serialization and resize_token_embeddings not updating decoder.embed_tokens are different tied-weight behaviors." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and missing chat template errors are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and removed Sam3LiteText references in auto_mappings are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related multimodal issues, but SAM 3 output attributes and Qwen3OmniMoe video input validation are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "v5.3 video-input regression and Windows ROCm torch.distributed import/type error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 model breakage are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and optimizer stepping twice under deepspeed are different DeepSpeed problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "tie_word_embeddings warning during LoRA fine-tuning and flash-attention generation failure are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat/completions request rejection and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both mention runtime crashes, but stale indexer cache and flash_attention s_aux=None are different faults." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "LoRA tie_word_embeddings warning and stale paged-generate warning are unrelated warning/behavior 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": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:45003", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45561", + "issue:45584", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45987|issue:46082", + "issue:42886|issue:45229", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44869|issue:45356", + "issue:44749|issue:45310", + "issue:44871|issue:46132", + "issue:44188|issue:46202", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:43232|issue:43673", + "issue:44188|issue:46421" + ], + "prepared_review_unit_hash": "094b4b09443a77e716d77f647ab66883d844ad15d81ebbd13ef285fdac95ef0f", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35301, + "estimated_input_tokens": 8826, + "estimated_eval_tokens": 17908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs in tokenizers, save/load serialization, model config/loading, generation cache, SAM3, Qwen, testing utilities, and platform-specific import issues. I do not see any pair that clearly represents the same underlying bug/change, so the soft edges should all be rejected.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 44623 is the cleanest concrete bug in the set and a reasonable anchor for the small save_pretrained/serialization subtheme, but the overall cluster is too broad to have a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44623 is the best single issue to triage first because it is specific, reproducible, and well-scoped compared with the more generic or peripheral reports in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Reject: both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Reject: an isolated reproduction of an upstream issue is not the same bug as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Reject: one is a Qwen3-VL weight-shape loading failure, the other is a tie_word_embeddings warning during LoRA fine-tuning; not the same code-path problem." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Reject: strict config loading for granite_speech and a Windows/ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Reject: one is a Qwen3-Next tied-weights warning, the other is a patchtsmixer post_init policy issue; different model families and failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Reject: unsafe sys.modules access in modeling_utils and a pytest-xdist race in testing utilities are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Reject: a StaticCache return-type contract bug is not the same as LlamaConfig rejecting explicit head_dim." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Reject: offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different issues." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Reject: Whisper empty-transcription generation failure and a Windows/ROCm import dependency issue are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Reject: both concern save_pretrained behavior, but one is tokenizer_class metadata mismatch and the other is missing processor files; same area, not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Reject: MLukeTokenizer task AttributeError and a performance regression in filtering are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Reject: Transformers 5 custom model init breakage and ESM2 being broken are broad v5 regressions but not the same concrete failure." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Reject: data filtering slowdown and double optimizer.step under deepspeed are distinct behavioral bugs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Reject: processor.save_pretrained missing files is unrelated to optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Reject: Whisper timestamp decode crash and Kimi tokenizer codec handling regression are different tokenization/decoding paths." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Reject: filtering performance regression and Qwen3.5-Moe from_pretrained errors are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Reject: Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different configuration/registration bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Reject: torch.compile branching causing attention kernel divergence is unrelated to Gemma pipeline roundtrip on '\u2581'." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Reject: quantized model saving failure and Qwen2.5-GGUF loading failure involve different serialization/load paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Reject: a generic bug report does not establish the same issue as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Reject: missing fpn_position_embeddings in SAM3 vision output and missing fields from trust_remote_code AutoConfig are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Reject: Qwen3.5-Moe Transformers 5 bug and processor.save_pretrained missing files are different subsystems and failures." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Reject: AutoModel ImportError for missing PyTorch and Sentence Transformers hanging on load are different startup problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Reject: TF32 API settings guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Reject: SAM3 vision encoder output attribute error and Qwen2.5-VL video vision_position_ids bug are different model families." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Reject: AutoImageProcessor import failure and non-existent image_utils import are both import errors, but from different symbols and code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Reject: generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked_prefill are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Reject: kernel divergence under torch.compile and cache lazy initialization causing recompilation are different performance/correctness 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": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43525", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:45406|issue:46202", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:46077|issue:46123", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43278|issue:45137", + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:42222|issue:45200", + "issue:42898|issue:45812" + ], + "prepared_review_unit_hash": "8300855820eb2c344ba85ef019bc907532d602a4b8fdeb2cc91246cc71c6fef7", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36665, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, but the evidence supports at least two clear duplicate pairs: the repeated Qwen3ForCausalLM VRAM leak report (42673/43704) and the repeated Qwen3.5 MoE from_pretrained error (45310/45478). Outside those, the soft links mostly span different bugs, models, or subsystems.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45310 is the strongest issue anchor because it is a concrete Qwen3.5 MoE from_pretrained regression and has an exact duplicate in issue:45478, with nearby Qwen/MoE issues making it the most central representative of that subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best global issue candidate for the cluster because it anchors the densest coherent subset and is backed by an exact duplicate pair, while most other items are unrelated false-positive matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen family, but different bugs: missing config field vs from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different failure modes and APIs: quantized model saving vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both Qwen-related, but one is a MoE loading regression and the other is a missing vision config field." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated import-name error vs Qwen3.5 kernel registration error; not the same code path." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same symptom: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both raise AttributeError, but they concern unrelated subsystems and root causes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different problems: multimodal model load failure vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor tokenization crash and Gemma pipeline roundtrip failure are distinct issues." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different serialization/import bugs: quantized save failure vs missing Qwen2_5_VLForConditionalGeneration export." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen/MoE context, but one is FP8 save_pretrained and the other is a loading regression." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same rough family name, but different model variant and different failure mode." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Distinct import failures for different APIs: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue and FP8 save_pretrained failure are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue vs leftover dummy-class cleanup issue." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different functional regressions: attention-mask construction vs batch finalization in generation pipeline." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and xdist file race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug vs janus image-generation test failure are not the same code-path issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask bug and MoE router-loss omission are different model-specific regressions." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch vs xdist file race; no shared underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stall and embedding reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and different models." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation and a DeepSpeed deque error are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and Adafactor OOM in DeepSpeed are separate issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a different serialization bug from Qwen3.5 MoE loading." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and a wrong docstring are not the same change or bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a partial-batch pipeline bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma4 token_type_ids defaulting are different model issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior and Granite token ID regression are separate tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but the summary overstates the evidence by saying the only clear duplicate is the Qwen3ForCausalLM VRAM leak report. The packet also contains an exact duplicate pair for issue:45310 and issue:45478 (same title and same Qwen3.5 MoE from_pretrained error), so the cluster has at least two clear duplicates. Because the summary misses that grounded fact, I can\u2019t accept it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46305", + "issue:46326", + "issue:46424" + ], + "soft_pairs": [ + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43784|issue:43824", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43723|issue:46326", + "issue:44295|issue:45656", + "issue:42175|issue:44933", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:43976|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:45245|issue:46132", + "issue:43479|issue:44869", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43475|issue:46305", + "issue:43723|issue:44977", + "issue:44206|issue:45103", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "bebf78c633795bb1b39c293bb620c3823a11e2d4444fbc069e48712d284b30cb", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37998, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarity links across unrelated Transformers issues. None of the soft pairs look like the same underlying bug, so I would reject all of them. No PRs are present. There is no single true canonical issue for the set; if forced to pick one representative, issue:44297 is the clearest standalone bug report.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the most concrete, narrowly scoped bug report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer problems: from_pretrained loading vs add_special_tokens/BOS-EOS behavior." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docstring/parameter-name mismatch are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Distinct import failures in different packages/classes with different missing symbols." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal loading issues, but on different models and different failure modes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing bug vs auto-docstring annotations crash; unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a cleanup-behavior regression and the other is Deepseek-specific incorrect output." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions affecting different model families and different causes." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Generic tokenizer loading issue vs mistral_common continue_final_message logic bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading and deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging issue vs missing image_utils import; different subsystems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different v5 regressions: cleanup-space behavior vs Pegasus output differences." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen model bugs, but different classes and different underlying faults." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling vs documentation typo; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility regression vs missing image_utils import; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue and tokenizer_class metadata mismatch are different failures." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy class cleanup are separate problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata bug vs deepspeed optimizer stepping bug; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention model support and MLflow reporting on failed training are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure-status reporting vs a Llama 3.2 vision model loading regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Output regression in a specific model vs AttentionInterface.register behavior change; different scope and cause." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained paths: FP8 MoE serialization vs processor file export." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and missing processor files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization bug vs ModelOutput None-key assignment bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-status reporting vs embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different issues in different components: multimodal config defaults vs Whisper timestamp decoding." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing transformers export and missing huggingface_hub export are different import issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch vs Qwen3.5 MoE from_pretrained regression are not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video attribute error and Moonshine streaming off-by-one are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor crash from unsupported arg vs auto-docstring annotations crash; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug vs cache max length handling only for quantized cache; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46402", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:44734|issue:46421", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:43873|issue:44945", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:43122|issue:46209", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:43479|issue:43644", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:22355|issue:28282", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:22355|issue:27957" + ], + "prepared_review_unit_hash": "567cd44df5c0cb1655e5e4f352335ba2aedc7d1e7a7394f70f1c9b619a3b6e54", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of Transformers issues around loading, config, quantization, and generation regressions, but the soft pairs do not describe the same underlying bug/change. I would not merge any of the candidate pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45092 is the best representative anchor: it is a concrete Transformers v5 compatibility/loading regression and sits near the broadest shared theme in this set, even though the items are ultimately heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "45092 is the strongest triage anchor because it describes a clear user-facing failure with a specific code path and broader impact than the more niche or documentation-only items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both mention positional/windowing, but one is qwen2.5-vl video vision_position_ids and the other is MoonshineStreaming mask off-by-one; different code paths." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve vs lazy cache init causing recompilation; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure vs a question about max_shard_size default; different issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split handling vs remote-code/meta-init incompatibility; unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline parallelism output corruption; distinct execution problems." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template in a processor; unrelated subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs long OCR input indexing in Kosmos2.5; different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation discussion; not the same underlying change." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer error vs processor.save_pretrained missing files; different save/load problems." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading script issue vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs Gemma eos_token_id mismatch; different components." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift across versions vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "chat/completions request handling regression vs Gemma4Processor missing _tokenizer; separate bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both are in the DSA area, but one is torch.split return handling and the other is a missing ReLU; different fixes." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but the model types and serialization paths differ; not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default vision/audio config initialization vs non-persistent buffers being filled with junk; distinct initialization bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall vs unexpected zero probabilities in siglip2; unrelated symptoms." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision error vs meta-initialization incompatibility; different numerical vs loading issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code checkpoint/meta-init incompatibility vs incorrect visual encoder keys saved in save_pretrained; different stages and failures." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk values vs sliding-window mask off-by-one; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5-MoE from_pretrained error; distinct failures." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads at checkout/init; different model behaviors." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs AutoModel PyTorch dependency ImportError; different import problems." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer logic bug vs a docstring issue; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and model families." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default config initialization bug vs rotary_pct not persisting on reload; different config fields." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video/sam3_tracker type warning vs Sam3Model text encoder weights not loaded; separate loading issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing module import vs XLM-RoBERTa Flash Attention 2 behavior; 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": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44485", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132", + "issue:46305", + "issue:46369" + ], + "soft_pairs": [ + "issue:44945|issue:45753", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:44368|issue:46305", + "issue:42796|issue:43723", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43232|issue:45593", + "issue:44261|issue:44373", + "issue:42796|issue:43122", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:42907|issue:44964", + "issue:44704|issue:45290", + "issue:43784|issue:45600", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43756|issue:44060" + ], + "prepared_review_unit_hash": "18f2c99227f1404dc4a1482d850219bd755d33b11a2e45a5bc4976ab6dff456a", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it groups many unrelated issue reports across tokenizers, model loading, generation, quantization, and import regressions. I found no soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45278 is the broadest, most umbrella-like regression report in the set ('many import errors after update'), so it is the closest thing to a representative issue for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best single representative because it captures a general upgrade/import regression pattern and is the most likely anchor for nearby variant reports, even though the cluster is not truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both mention incorrect outputs, but one is pipeline parallelism and the other is image-specific Qwen3_5 looping; different models and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset_mapping computation and the other is add_special_tokens/BOS-EOS insertion; not the same failure." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a missing huggingface_hub symbol and the other is a broad post-upgrade import-error report; not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer subsystems with different symptoms." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning and a sliding-window mask off-by-one are unrelated model/config vs streaming-mask bugs." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizer loading, but one is BPE-marker handling and the other is AutoTokenizer load failure in v5; distinct root causes." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading offline and quantized model saving failure are separate code paths." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A model-type warning during instantiation is unrelated to SAM3 LiteText memory overflow." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure in a model is not the same as AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a NameError importing sentence-transformers are distinct import/CLI issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class metadata mismatch are different serialization/runtime problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are separate loader issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failures and pipeline-parallelism output errors are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "A generation sync_gpus/update kwargs issue and missing auxiliary losses in D-FINE are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A q_a_layernorm epsilon precision bug and a wrong docstring for position_ids are not the same underlying change." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is version-to-version tokenization drift; different mechanics." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save failure and invalid GenerationConfig for GLM-5 are separate failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and broad import errors after upgrade are both import regressions, but not the same symbol/path failure." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized model saving and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs propagation and chat-template crashes with tool calls are distinct API paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A missing nn import in sentence-transformers and stale auto_mappings CI references are separate import issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification returning empty results and Gemma 4 mm_token_type_ids defaults are unrelated application bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA lacking ReLU and GLM-5 RoPE implementation are different model-internal algorithm issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer count discrepancy and Qwen3-Next tied-weights warning are different model-definition 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": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43611", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:45216", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:44279|issue:46328", + "issue:43122|issue:44521", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:22355|issue:28218", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:36296|issue:43116", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42831|issue:44297", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:45357|issue:45478" + ], + "prepared_review_unit_hash": "453e7f10aced27c0b0e15a5d89bea12a8e27b944d311186fee3a1002d6f5ce21", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. There is some broad overlap around tokenizer/model-loading regressions, but none of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43122 is the broadest representative of the tokenizer-regression subgroup, but the overall set is too mixed for a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most general and representative issue in the tokenizer-related subset; it best fits as an anchor only because the rest of the set does not collapse into one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both involve classification, but one is a Qwen3.5 config propagation bug and the other is a flash_attention_3 training degeneration issue; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe loading behavior versus a position_ids buffer read error. No shared underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute crash in a different object. Not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different features entirely: dequantized save failure for Ministral/Devstral versus gguf_file / from_pretrained loading behavior." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression versus a multimodal apply_chat_template batching crash; only a generic tokenization theme is shared." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention Moe models, but one is a load bug for Qwen3-VL-Moe and the other is an FP8 save_pretrained issue. Not mergeable as one bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and failure modes; not the same underlying change." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue versus a performance regression in SequenceFeatureExtractor.pad; no duplicate evidence." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences versus zeroed assistant masks in multimodal chat templates. Distinct behavior and likely distinct fixes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols. No common code-path or fix." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and both involve save/from_pretrained, but one is checkpoint saving and the other is loading. Different concrete bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug versus loading failure for a different model. No underlying duplicate." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping correctness and assistant mask generation are different tokenizer/template issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module import is unrelated to added-token spacing behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different packages/symbols and likely unrelated dependency causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing module import versus slow/fast tokenizer inconsistency; no shared defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in from_pretrained versus kwargs not forwarded to cached_file. Different call sites and bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder type serialization and the other is incorrect tokenization outputs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression versus NaNs in classification heads; no common underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a GLM46V image processor method missing are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue versus tokenizer_class mismatch in tokenizer_config.json. Different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-family problems: one is Qwen3-VL-Moe loading, the other is Qwen3.5-Moe from_pretrained errors. Not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility complaint versus a PyTorch version check bug in flex_attention. Not duplicates." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug versus pipeline task-support error messaging; unrelated code paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual encoder keys on save_pretrained and the other is a from_pretrained load error. Too different to merge." + } + ] + }, + "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": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298", + "issue:46512" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:43381|issue:44945", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43064|issue:43673", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:42673|issue:45072", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:45071|issue:46512" + ], + "prepared_review_unit_hash": "82338208617f4ea18445ae5757ecf3308fda8b12e00be6e1ca5dd8aec219f007", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35470, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically related (mostly transformers/v5 regressions and import/loading issues), but the soft pairs are different bugs or unrelated fixes rather than true duplicates. No soft edge should be merged.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set, covering multiple import regressions after upgrading to 5.5.0, so it is the closest representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 best serves as a representative issue because it spans the widest upgrade-breakage/import-error theme among these mostly heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 discrepancy vs a Qwen3.5 image-loop bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification empty results is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "One is a qwen3_omni_moe helper behavior issue; the other is a PyTorch version gate for flex_attention imports." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging for TensorFlow vs Python 3.14 load failures are different problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad upgrade report; not the same concrete failure." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and pipeline-parallel incorrect outputs are different runtime behaviors." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both touch attention, but GPT2 scaling being ignored and Gemma4 mask construction are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Incorrect offset mapping for Qwen3 and Deepseek tokenizer output regressions are separate model-specific tokenizer bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape handling and missing torchvision crash are different video-processing issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are unrelated training vs generation bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A minimum PEFT version bump and a PyTorch version check bug are separate dependency-management issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3next projections and a Qwen3.5 from_pretrained error are different model-loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they point to different missing names and likely different fixes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior differences and a noisy logging message are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A mapping lookup returning None and a Mistral regex patch crash in a tokenizer backend are different failures." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and BACKENDS_MAPPING rejecting tensorflow_text are unrelated backend/model issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in CI are unrelated problems." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and PretrainedConfig type-checking are separate v5 regressions." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 degenerate training and Qwen3.5 checkpoint serialization are different symptoms and code paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig and stale config.dtype after from_config are distinct config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44117|issue:46328", + "issue:44964|issue:45278", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44188|issue:46328", + "issue:42175|issue:42222", + "issue:43012|issue:43577", + "issue:44913|issue:46328", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:42673|issue:43906" + ], + "prepared_review_unit_hash": "98c5dee2c1d7a48c241e5fe1c0024e34c1df38b67f4cec6cb11db3a8b8642d94", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clear duplicate in this packet is the Qwen3.5 MoE from_pretrained pair: 44484 and 45478 share the same title, and 44484 is the earlier, longer report while 45478 is later and shorter. The other soft pairs are better treated as separate issues based on their titles and report context.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44484 is the better canonical issue because it is the earlier and more detailed report, and it matches issue:45478 by identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44484 is the strongest representative issue in this set because it is the earlier, fuller report of the duplicated Qwen3.5 MoE from_pretrained problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different titles and different problem types: a model-type warning versus a key error while loading a model." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "A config-loading regression and a documentation/parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen3.5 MoE/loading themes, but the titles point to different reported problems: save_pretrained shard size versus from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping behavior and runtime post-processor updates are different tokenizer issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized-model loading are different failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is about decoder type and the other is about changed tokenization output." + }, + { + "left": "issue:44117", + "right": "issue:46328", + "accept": false, + "reason": "A None-handling assumption in from_pretrained and a padding performance issue are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A model-specific load failure and broad import errors after upgrade are not the same underlying issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next is a different model-specific issue than a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "A vitpose breakage and a TensorFlow backend installation problem are different bugs." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "An optimizer-args issue and an optimizer-step-called-twice issue are separate optimizer bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and an MLA layernorm epsilon issue are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for a missing symbol and a feature-extraction issue are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "A /v1/chat/completions API failure and a streaming inference failure on a specific model are not the same report." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "A torch.compile attention-kernel issue and a padding performance issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A backend installation/package issue and a model breakage report are different problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 compile warning and a dtype propagation bug in BLIP2 are different issues." + }, + { + "left": "issue:44913", + "right": "issue:46328", + "accept": false, + "reason": "A config reload regression and a padding performance regression are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config field and unexpected position-id keys are different compatibility problems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "A missing import and a PretrainedConfig type-checking regression are distinct API issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a RoPE implementation question are different implementation bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch helper and a layernorm epsilon issue are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and TensorFlow backend errors are different problems." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention support, but they are different model-specific issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same reported from_pretrained problem; 44484 is the earlier, more detailed report." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "A torch.split return-value issue and a transpose/dtype issue are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one component and a deepseek-v4 transpose/dtype issue are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "A FlashAttention failure and a degenerate-training report are different concrete bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in multi-threaded Qwen3ForCausalLM usage and an isolated reproduction of another issue are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call on issue:44484 / issue:45478 is plausible, but the justification is not sufficiently grounded in the packet. The packet only shows titles, dates, and body lengths; it does not expose the claimed Qwen3.5.5/Qwen3.5 MoE failure mode, version constraint, or \"clear concrete reproduction.\" Several soft-edge reasons also mention specifics that are not visible here. Please keep the rationale at the level supported by the packet (e.g. same title, later shorter report, earlier more detailed report) and avoid asserting hidden-body details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:38617", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43452", + "issue:43502", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45103", + "issue:45200", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46369" + ], + "soft_pairs": [ + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43976|issue:44945", + "issue:43673|issue:46328", + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:43502|issue:43992", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:43931|issue:44410", + "issue:42673|issue:45200", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44261|issue:44485", + "issue:43097|issue:43873", + "issue:45341|issue:45859", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:45753|issue:46369", + "issue:42617|issue:45341" + ], + "prepared_review_unit_hash": "751a6cef446886bd928eb7d785dfc129ac4f849e3e8b79077c00f96592deb21d", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36701, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import/export regressions, model-specific loading bugs, training/runtime issues, and a few docs/test nits. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.81, + "canonical_issue_reason": "No true canonical duplicate stands out; issue:43097 is the closest cluster anchor because several nearby reports are broad v5/API-churn regressions, but the set is too mixed to treat as one bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best representative only in a loose thematic sense\u2014it has the broadest v5 regression framing and the most overlap with other API-change complaints, though it is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: VRAM leak in multi-threaded dataloader use vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to the FineGrainedFP8 accuracy bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model-loading issues affecting different Qwen3 variants and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API warning; the other is a gguf_file loading regression in AutoTokenizer/AutoModel." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Image import failure vs a documentation parameter-name typo; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-processor method vs a torch.split return-value issue in a different model path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to the save_pretrained shard-size question." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and pipeline-parallelism output corruption are different issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked_prefill cache regression and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as a model-loading failure for a specific repo." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Remote-implementation divergence vs a DeepSeek-V4 tensor transform issue; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings API and flash_attention crash on s_aux=None are different failures." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal is unrelated to quantized save/load breakage after sinq." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still triggering network access is a different bug from missing embed_tokens.weight on UMT5Encoder." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen3-family issues with different missing components and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch and missing attention projections are not the same underlying bug." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in threaded dataloading vs mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they concern different symbols and modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to tokenizer-mapping None handling." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision issue and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed API behavior vs quantization/offloading not working as expected are not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing-utils bug is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 multimodal model loading failure vs a small testing_utils issue are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and an auto_docstring AttributeError under future annotations are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop generation on a specific image and memory overflow in sam3-litetext are different multimodal failures." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as the testing_utils 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": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44936", + "issue:44938", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:45341|issue:45561", + "issue:45341|issue:45588", + "issue:43986|issue:45290", + "issue:43992|issue:44484", + "issue:44936|issue:46365", + "issue:43208|issue:43550", + "issue:43066|issue:43906", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44938|issue:46178", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44380|issue:46421", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867" + ], + "prepared_review_unit_hash": "5da5be3342e5d915254be29f8b157b0567cf44a396dd0d2c1d6f7c45a37310c0", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge pair looks like a true duplicate; the set spans unrelated import errors, model-specific load/save bugs, backend issues, and test/utilities regressions. I would keep the most actively discussed, well-scoped issue as the anchor rather than merging any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative bug in this set: it is open, highly discussed, has inbound references, and describes a concrete save/load deserialization failure in a central code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue overall because it is specific, actionable, and in a user-facing persistence path that is likely to matter broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import failures, but they involve different missing symbols, different dependencies, and different processor code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor loading with missing torchvision is unrelated to a small testing_utils bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "These both mention testing utils, but one is a minor bug and the other is a pytest-xdist race on a specific file." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities and flash-attention code paths are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading without torchvision is unrelated to chat template handling of tool-call assistant messages." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during encoder loading is unrelated to the save_pretrained shard-size question." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "A train/evaluate regression is not the same bug as failing to import Trainer because of datasets." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are distinct model/backend issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of a different issue." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision-warning during compile is not the same failure as a model-specific SDPA compile crash." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warning-level issues with different causes and model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different persistence path than saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a dummy class / repo hygiene problem; right is a noisy logging message." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect pipeline task-support error message is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model save failure and Qwen image-generation loop are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config option and a noisy log message are different issues entirely." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and an unsupported tensorflow_text backend name are separate compatibility problems." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor operation failure affect different models and code paths." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper load/run failure is unrelated to a MaskGenerationPipeline batching bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A trailing-slash local model import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions request handling and batched apply_chat_template crashes are different API/code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing an internal import and making network requests despite local_files_only=True are unrelated bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but they involve different missing symbols and different packages." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and a noisy logging message are not the same underlying bug." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained is unrelated to the deepseek-v4 dtype/transpose bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a generic Qwen3-VL-Moe breakage in v5, the other is a specific FP8 inference support request." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "v1/chat/completions request acceptance and assistant tool-call chat templating are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage and a sorted-state_dict load error are not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44871", + "issue:45216", + "issue:45276", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45584", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:43064|issue:44380", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:45276|issue:46077", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:43867|issue:45216", + "issue:44871|issue:46365", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:42175|issue:46365", + "issue:44380|issue:46132", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43441|issue:44380", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:44117", + "issue:43352|issue:44380", + "issue:41669|issue:44246" + ], + "prepared_review_unit_hash": "dd48103c77c5be01c918cc80008db6c57b948061de5e20c89a6fdc75f9d1a4d9", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37790, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer issues (imports, config attributes, save/load, attention backends, and model-specific regressions). Only the CLIP vision output bugs look close enough to share the same underlying forward/output-path regression.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set; the only near-duplicate pocket is the CLIP vision output regression, while the rest are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different failures: distributed Trainer/FSDP optimizer state vs GPT2 attention-scaling behavior." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but on different models and different missing config fields." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "One is quantized model saving, the other is Pipeline.save_pretrained; different save paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to CLIP vision output regressions in the forward/output path, and a single fix could plausibly restore the missing output fields." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer v5 behavior changes: cleanup semantics vs decoder type." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gap for one model vs invalid GenerationConfig for another." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Separate import errors from different packages and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and Pipeline save_pretrained are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus pipeline serialization; different concerns." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but one is token embedding resize behavior and the other is attention-mask construction." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs Trainer import interference; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation vs Trainer import issue; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpoint/load/save, but the concrete symptoms and code paths differ." + }, + { + "left": "issue:44871", + "right": "issue:46365", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Trainer import failure are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug versus Gemma4 attention-mask bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config validations in different models; no shared bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but for different models and fields, with no evidence of a shared fix." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend installation issue versus Trainer import conflict; different root causes." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling and AttentionInterface.register behavior are separate attention issues." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute bug versus MoE load-balancing loss bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL model loading failure and Qwen3_5 image-triggered infinite loop are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading/config failures with no clear shared code path." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention unsupported model versus Python-version packaging issue." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing weight and Qwen3.5 Moe from_pretrained error are different loading failures." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling versus import conflict; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific issues despite similar error wording." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled file import errors and torch.jit/decorator parsing errors are different failure modes." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support warning for Ministral-3 versus GPT2 attention scaling config." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Checkpoint load ordering issue versus missing Gemma config field; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict/load ordering bug and Gemma pipeline roundtrip bug are different symptoms." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config field in Gemma3 versus tokenizer mapping None handling; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related model bugs with no evidence of a shared code path." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance issue and long import timing are related only at a very high level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair (CLIP output regressions) is a plausible near-duplicate, and the rest are reasonably rejected as different bugs or code paths. No 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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42890|issue:45561", + "issue:43976|issue:44938", + "issue:43064|issue:44492", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44655|issue:44938", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "faa96126ed74f4e508e7367026c5ec5c5adae1253540b5634f3dd08688d64fe7", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36317, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of Transformers issues around v5 regressions, loading/import errors, model-specific bugs, and test/CI flakiness. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella regression report in the set and best matches the cluster\u2019s repeated theme of v5 upgrade/load/import breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative anchor for this mixed cluster because it summarizes a broad upgrade regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT-2 attention scaling/configuration vs sequence-classification loss degeneracy." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test failures, but one is missing set_seed in a SAM HQ integration test and the other is an xdist file race in testing utils." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python-version breakage, but they are different compatibility failures on different Python releases with no shared code path." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "One is an FSDP2/PEFT optimizer-state bug; the other is just a cache-strategy typo." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a generic state_dict loading error; the other is a Qwen3.5 visual-encoder save_pretrained key regression." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained failures, but they affect different model families and appear to be unrelated loading bugs." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM; same broad area, but not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption in training is unrelated to saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import missing vs tokenizer-loading regression; no shared underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is a missing attentions field and the other is a structural model-class inconsistency." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression does not match an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different backend-specific failures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the AddedToken keyword-argument error." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different test flakiness vs a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test instability is unrelated to broken auto_mappings references." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A missing seed in one integration test is not the same as a stale device-override CI failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug and missing tensor-parallel plan are distinct MoE issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are different API issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Import failures for different symbols with different causes; not the same breakage." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression is not the same as checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing vision-config field are separate Qwen3.5 MoE issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no-grad decoration request is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading issue and checkpoint reload incompatibility are different symptoms with different likely causes." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only leakage is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-method decoration request is not the same as a vague report that 5.0 breaks too many models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43010|issue:44368", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:43299|issue:44556", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44230|issue:46095" + ], + "prepared_review_unit_hash": "473bc5516611ac10ce43ad4946f255cff9eda2407aa19598662ecbf541507759", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes unrelated Transformers v5 regressions, import/load failures, docs issues, and model-specific bugs. If a single issue must be chosen as an umbrella, issue:45850 is the broadest fit, but only as a loose bucket, not a real canonical duplicate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the most general report in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, though the cluster is too heterogeneous for a strict duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative only because it is broad and version-level; the rest are distinct concrete bugs and should not be merged into it as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Both mention FP8/multimodal-related failures, but one is an accuracy issue and the other is a missing API causing an AttributeError in a specific processor path." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job status reporting and tensor-parallel training are unrelated failures with different code paths and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file handling and PreTrainedConfig type-checking are distinct bugs; no shared concrete failure path." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "A no_grad decoration request for cache updates is unrelated to a tied-embeddings warning during Qwen LoRA fine-tuning." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after removals and an unrelated 'racoon' issue do not describe the same bug or change." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "These are both about saving/compilation only in a very broad sense; the concrete problems and affected paths are different." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate loading issues with different triggers." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Applying Liger Kernel in model_init and a DSA indexer ReLU discussion are unrelated subsystems and bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both concern model loading under v5, but the model families and failure modes differ; too broad to treat as the same bug." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and tokenizer loading regression are unrelated issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error for is_offline_mode from huggingface_hub and a broken transformers env command are different problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PreTrainedConfig type checking are separate regressions with no shared code path." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "no_grad decoration for cache updates and double optimizer.step under deepspeed are not the same underlying training bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A v5 env command regression is unrelated to a missing Qwen2.5-VL export/import symbol." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion for model.forward arguments and a missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "These titles are too dissimilar and do not indicate the same bug or code change." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer no_grad decoration and Python 3.9+ compatibility are unrelated regressions." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken env CLI and Python 3.14 load failure are distinct environment/version issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue are not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only by topic, not by the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and text-classification docs behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are separate missing-export problems." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application in model_init and FP8 inference failure on B200 are different concrete bugs." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained and a generic bug report do not share a concrete underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are different model/path regressions." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding-box output issues and PreTrainedConfig type-checking are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for position_ids and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination/error and infinite looping on a specific image are different Qwen3-VL failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI and checkpoint reload failures after upgrading to v5.2/v5.3 are separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad 'many models break' umbrella." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a question about weight conversion scripts 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": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:45278|issue:45850", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:46143|issue:46144", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43673|issue:44492", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:42371|issue:44492", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "5206521f2ce82829e961a4f03c65232e269855bc3d81a97ccbaf0991800485d7", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39270, + "estimated_input_tokens": 9818, + "estimated_eval_tokens": 19892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose grab-bag of v5 regression reports, model-specific loading bugs, and unrelated docs/tests/perf issues. No soft pair looks like the same concrete bug/change, so none should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative report in the set: an upgrade-induced import breakage complaint that matches the general regression theme better than the narrower model/config-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best available umbrella issue for this cluster, but it is still only a coarse symptom report rather than a precise root-cause match for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-star cleanup/performance vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 checkpoint-loading regressions, but they describe different code paths and causes (reload compatibility vs remote-code/meta init)." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig pad_token_idx regression vs a vague broad complaint that v5 breaks too many models." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a model-specific bug, not the same issue as a generic broad regression report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star removal/perf work is unrelated to the Qwen3_5 import failure." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model/setup bugs: sam3 type warning vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unseeded integration tests are unrelated to the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating vs Qwen3-VL 2D box output error are separate model issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and broken lazy loading are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to scheduler kwarg handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version incompatibility is unrelated to the Qwen3-VL bounding-box bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access error on position_ids is unrelated to a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to scheduler behavior." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf work is not the same as the HybridCache import failure." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression complaints, but they are not the same underlying defect or fix." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model bugs with different symptoms and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific GLM46V image-processor AttributeError vs a generic v5-breakage complaint." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs plumbing and the other is attention-interface usage; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression is unrelated to the Qwen3_5 import error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy and tied-weights AttributeError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and a typo in cache strategies are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer-loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup/perf work is unrelated to the cache-strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are separate model-trainer bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading failure are different v5 symptoms, not one concrete bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as the Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs bug are different issues." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing pipeline() and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating behavior and a tensor transpose issue are different code-path bugs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf work is unrelated to a dataloader-thread VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation ambiguity and Llama 3.2 Vision model-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": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-462", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:44998|issue:46218", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c05a05c8dcd82aa31c48ac641453a14088fd9713dabdd8a0af65f643aa0780ba", + "component_budget": { + "node_count": 462, + "item_count": 462, + "soft_pair_count": 1697, + "serialized_chars": 880320, + "estimated_input_tokens": 220080, + "estimated_eval_tokens": 440416 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 42, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: many items are only loosely related by Transformers v5 regressions, tokenizer/config breakage, or import errors, but they do not describe the same concrete bug. No soft edge is strong enough to merge.", + "confidence": 0.24, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the repeated \u201cv5 breaks models\u201d reports, so it best represents the cluster\u2019s shared regression theme, even though it is not a duplicate of the specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative issue for the overall theme because it captures the widest scope of the recurring version-5 compatibility complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is a slow checkpoint load complaint; the other is documentation confusion about forward inputs. Different problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading vs a RoPE implementation discussion for GLM-5. Different code paths." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE vs Gemma-4 audio positional encoding. Both are model internals, but not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad \u201cmany models break in v5\u201d complaint versus a specific import failure for Qwen3_5ForCausalLM. Not the same concrete issue." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API change is unrelated to a VRAM leak in dataloader threads." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still making network requests is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp math in a processor is not the same as missing files in save_pretrained." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching lacking audio-model support is unrelated to a DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp calculation and VRAM leakage are different subsystems and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in an indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a runtime placement bug, not a positional-encoding issue." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a normalization precision bug, not the Gemma-4 audio encoding issue." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules with no clear shared root cause." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to an import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is a general regression report and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to an unrelated off-topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak and an off-topic unemployment issue are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key list handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different failures." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same bug as _get_tied_weight_keys crashing." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression and an unrelated off-topic issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance issue is unrelated to the off-topic issue." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Off-topic unemployment issue and a Qwen import failure are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are related only by model family, not the same defect." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer loading regression are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights discussion and RoFormer attention-interface usage are different model-specific concerns." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating logic are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type hint issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being passed into loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to a typo in quantization operation naming." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERT config typing are separate issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a quantization-operation typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm being RMS norm is unrelated to a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "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": "555374a847cd494284a9d15ae9442ebfcc57154106dce86ae5b7dfebe636f656", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are distinct feature requests in different parts of the library: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. The cluster is heterogeneous, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it does not represent the others because the topics are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: truncation strategy for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation from beginning vs. ReduceLROnPlateau-like learning-rate scheduling. Not the same problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and goals: optimizer scheduling vs. audio word boundary offsets. No duplicate relationship." + } + ] + }, + "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": 20, + "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": "a833315f9e68c6995542f7b1e472dd67a88edf58b2131f0aea13f7644d3290aa", + "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 are only loosely related by being user-facing Hugging Face/TensorFlow model problems, but they do not describe the same underlying bug. One is a tokenizer behavior mismatch, one is an authentication/error-message issue for private models, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.88, + "canonical_issue_reason": "issue:16618 is the broadest and most central user-facing failure in the set, but the other two issues describe different problems rather than the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the most representative as a generic model-load failure report; the others are more specific and not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenizer output mismatch is a different code path from a model-loading failure; they do not appear to be the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/authentication error messaging is distinct from failing to load bert-base-uncased; same broad area, different underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 20, + "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": "201ea685eec458f545d334598e9358ac8ebcb6cf5cabb775ca98e310ac891a0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two broad community-contribution issues about different feature areas: Flash Attention 2 support vs GGUF support for more architectures. They are not the same underlying bug or change, so they should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one must be chosen as the canonical issue for this cluster, either would be arbitrary because they track different feature requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the better representative only by position in time and because it is a clearly scoped feature request, but it is not meaningfully better than 33260 for a duplicate cluster because they are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and architectures (Flash Attention 2 support vs GGUF support). Shared \u2018community contribution\u2019 framing is too broad to indicate 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": 5, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "b4f4e84dc24fa28e47c51b2cd19e3b848de08af2ea3f5e7c28722a9dade6395b", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13522, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noisy i18n translation-request issues across different languages; they share a boilerplate shape but are not the same underlying request. The only clear duplicate pair is the two identical Thai-titled issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43834 is the most generic/template-like representative of the boilerplate i18n translation-request cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 best represents the shared placeholder-style translation-request pattern in this cluster, even though most other items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad i18n theme, but these are different language translation requests, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Boilerplate similarity only; Turkish vs. another language request are distinct." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Generic placeholder title aside, this is still a different translation request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language, so not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate items, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Shared template wording only; the language-specific request differs." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "These look like different language translation requests, not one bug/change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs. Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Same boilerplate form, but not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; similarity is only structural." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Boilerplate i18n request, but not the same language/task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Template similarity is not enough to merge these into one issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-text issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-text issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but not enough evidence they are the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "They may be template clones, but the underlying language request is not confirmed the same." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different content: generic placeholder i18n issue vs. Thai spam/clone issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different content: generic placeholder i18n issue vs. Thai spam/clone issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Very similar boilerplate, but not clearly the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; only superficial similarity." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; only superficial similarity." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; only superficial similarity." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; only superficial similarity." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These have the same Thai title and appear to be the same underlying issue/clone." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: it correctly treats the Turkish/Spanish/Romanian/placeholder i18n items as structurally similar but not confirmed duplicates, and it only accepts the one clearly identical Thai-titled pair. The soft-edge verdicts are conservative and do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "8bf4770c194365c785fad4dfbbb9ce589ce3b46e313d1664cfc78426887f48bf", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are all model-request issues, but they refer to different concrete models or modalities (e.g. vision, audio, OCR, sparse transformer, BERT variants). None of the soft-linked pairs looks like the same underlying bug/change, so all soft edges are rejected. There is no strong duplicate canonical here; the closest hub is the Qwen3 audio request set, but it is still not a duplicate cluster.", + "confidence": 0.56, + "canonical_issue_reason": "If a single issue must anchor this group, issue 43671 is the most discussion-heavy and is the closest hub to the other Qwen3/audio-related requests, but it is still not a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best representative only in the loose sense that it is active and sits near the densest similarity subcluster; however, the collection is better treated as separate model requests rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are different model requests with different target architectures." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "A BERT config request and a Qwen3-TTS support request are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request target different architectures." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model/support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different modalities and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request concern different model architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different requested models." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are different architectures." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different requested models." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic RoPE BERT-like support are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are different code paths and models." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different model modalities and separate integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different audio models, not the same change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests with different targets." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated architecture requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request target different model families." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and not the same change." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests with different architectures and targets." + } + ] + }, + "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": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "0a308ab34ea558f64c4b8cccff4fa3e7089576d7d70e5519fdb4bce156f0f29b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request to add `pruna`, while the other is a Vision RoPE refactor request. They target different subsystems and different kinds of work, so the cluster appears to be a false positive.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: docs/framework listing vs. vision model refactor. No shared code path, filenames, or explicit target to indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "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": "c578a737c5b00613a8c18cd5e3d9c66494660e05dd2b4b03121be792f5243de3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one asks for Set block decoding behavior, the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41084 is the more concrete technical request, but it is not a duplicate of 43037.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and outcomes: block decoding behavior vs adding support for a specific model version. No clear shared 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": 20, + "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": "01bad1cec9e7afecc5dd7b192a450df6c7704ee3c9de2cc5342e219aef8e3356", + "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 very high level: both concern custom trainer behavior in Trainer, but they address different features and code paths. One is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the broader and more central Trainer customizability request, so it is the better representative issue for this small cluster, even though #43600 is a distinct problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Only a broad theme overlaps (custom trainers in Trainer). The underlying problems differ: one is about unused-column removal/customizability, the other is about FLOPS accounting, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 20, + "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": "737f1de1dd7004709b4c6bffaac51597d05a2081f7b437d3942722fbb2ecca5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about adding missing Hugging Face AutoModel support, but they target different Qwen variants and different heads/classes, so they do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate here: issue #43684 is about registering Qwen3-Omni for AutoModel / AutoModelForConditionalGeneration, while issue #44405 is about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the broader infrastructure-style request and is the closest to a general model-registration issue, but it is not a duplicate of #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different support targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. Not the same change 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": 20, + "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": "c62692eed0e7fb6b64155d053563929d68c4d27c3fe3813e3bc1c23cf4eed422", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One issue ('Fett') appears unrelated. The three 'huggingface ' issues look like near-duplicate reports of the same item, with 43845 the best canonical representative because it is the earliest in that duplicate set.", + "confidence": 0.79, + "canonical_issue_reason": "43845 is the earliest of the three matching 'huggingface ' issues and is a clean representative for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best global issue because it matches the duplicate cluster and predates the other near-identical reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same problem; 'Fett' looks unrelated to the 'huggingface ' cluster." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete details; no basis to merge these as duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared concrete details; no basis to treat as the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same narrow timeframe, and no distinguishing body details; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and highly similar metadata; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and tightly clustered timing; likely duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43835 has a different title and the three 43845/43846/43859 items share the same title with higher similarity, making the duplicate-cluster read reasonable. The canonical choice of 43845 is conservative as the earliest item in that cluster. The soft-edge verdicts are also cautious overall; none overclaim beyond the available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "c9e4cae0b48a71dbfea2cb36f2c1a31f918ffb4a0da31bb850916c7fc4f17b02", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No credible duplicate cluster here. The items appear to be unrelated spam/promotional or generic documentation-titled issues with no shared concrete bug report.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #44418 is the most substantive and specific-looking entry; the others are spam-like or promotional titles with no usable problem description.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the best representative issue because it is the only one with a clear, non-spam topical title and is least likely to be noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' titles with no description or evidence of the same underlying issue; nothing concrete ties them together." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no specific bug/change topic to indicate they are duplicates of the same report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a documentation suggestion do not describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a promotional title; these are clearly different issue types and not the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request versus spam placeholder; no shared concrete subject or bug path." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request versus spam placeholder; insufficient overlap to treat as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate spam submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional title; no common bug or change target." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional title; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "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": "7ab230c48c11a37c129b567ff2c591ccb0c01e3b83aaa95d2705257db3ae6ef1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues have the same title and similar-looking body text, so they are likely duplicate reports of the same proposal, but the packet does not prove they are definitively the same issue.", + "confidence": 0.74, + "canonical_issue_reason": "Issue #45145 is the earlier-created candidate and is the best canonical placeholder if these are later confirmed duplicates, but the available evidence is still only suggestive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the better representative because it was opened first and has an inbound reference, though the packet does not establish a definitive duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and soft_similarity make them plausibly related, but deterministic_accept is false and the packet lacks enough evidence to conclude they are the same underlying issue with confidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdict is too strong for the packet. The packet only shows identical titles and a soft_similarity signal with deterministic_accept=false; it does not establish that the descriptions are textually identical or that the issues are definitively duplicates. The summary should stay conservative (e.g., likely duplicate), and the soft-edge accept should not be made with high confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "467725838a7e4f4f3001ec0eed96f045e893b0f9a058c4765c8df094f2887776", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45674 is the cleaner representative because it describes a specific, reproducible config regression in BitsAndBytesConfig with a clear failure mode and scope; #45672 is a separate Gemma4/audio-module dtype-path bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best overall anchor for the cluster because it is more self-contained and actionable, while #45672 appears to be an unrelated model-specific inference error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure mechanisms and code paths: torch.finfo() on uint8 audio-module weights versus llm_int8_skip_modules clearing lm_head exclusion. Shared 4-bit inference context is too broad to treat 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": 16, + "component_count": 20, + "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": "e6bac08cbbd63cfdb06f581ac21c5b743a92625772366b1893706c51b80103f0", + "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 two closed issues are just similarly formatted personal-name/date entries and do not describe the same bug or request. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains a real bug report or shared technical context; if forced to pick one canonical item, there is no meaningful canonical candidate because both are unrelated placeholder-like entries.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this pair is a better canonical representative of an underlying problem, since the titles appear to be unrelated personal records rather than duplicate product issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are different names and dates; there is no shared bug, feature request, or technical context to indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 20, + "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": "e53e5ec7943a38e53ee241d910ef82b6ebf383aefde27ffad2c7475cd441fc63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be unrelated, low-signal entries with different names/dates and no shared bug description or code context. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45764 is a reasonable representative only because it is the earlier of two similarly empty, spam-like reports; there is no substantive content to distinguish it further.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is the best issue to keep as the cluster representative by default, since it is the earliest and neither issue contains actionable technical detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different titles, different personal names, and different dates; no evidence of the same underlying bug or request." + } + ] + }, + "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": 20, + "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": "b401059f21805799764b9a33fe80914935642e9cb9d1d886ebce4b6ae7cbdf40", + "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. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests and code paths: model-class support vs. FP8 training capability. No concrete overlap beyond both being feature requests." + } + ] + }, + "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": 20, + "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": "5457e7ca1a36c03829d96d2203ec676723b8513bc0f00912b2cbab82a491c0de", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items split into two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only by broad financial-data wording, but it is not the same request, so it should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue across all five items; the cluster actually contains two separate exact-duplicate pairs. If one anchor must be chosen, 45870 is the best representative of the first pair because it is the earliest and generic version of the identical 45870/45871 report.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue anchor overall because it is an exact-duplicate target with 45871 and is slightly earlier/more generic than its twin; however, it only represents one of the two duplicate pairs, not the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same general financial/time-series theme, but different artifact types: a dataset bundle vs. an example request. Not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic wording, but the dataset bundle request is distinct from the example request; no evidence they are duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching metadata/body footprint; clear duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping-service angle; different underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: broad topical overlap only, not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Generic financial-example overlap, but the requested change differs materially." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related topic only; not the same underlying request or bug." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching metadata/body footprint; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the two strongest duplicate pairs (identical titles, matching body lengths, Jaccard 1.0), while 45869 is only broadly related and not well supported as a duplicate. The \u2018no single canonical issue\u2019 conclusion is conservative and reasonable for a cluster that splits into two separate pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "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": "13a1536dc73910df9f3a098a65b94960d5051924c95c34c71d9dca934ef982ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "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 involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different concrete failures: one is a shape corruption/runtime error in early initialization, the other is a `KeyError` in Qwen3.5. Related, but not the same underlying bug with enough certainty to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46439 is the more general technical report and directly names the suspected static-cache/linear-attention corruption path, making it the better anchor if these were grouped.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46439 is the strongest standalone issue because it describes the broader failure mode and root area (`early_initialization` + linear-attention shape corruption) rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Shared theme (`static` cache + `linear_attention`), but the reported failures differ materially: wrong-shape `RuntimeError` during early initialization versus `KeyError: 'linear_attention'` in Qwen3.5. Too different to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7401df30b157188c659f217667dc5965e7c32edadfa9971257c7e2bd82f9cb30", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs here are unrelated; the only true duplicate pair is the two `fixed_cross_entropy` patches (43251 and 43254), which address the same loss-function kwargs bug. The rest differ by model, subsystem, or goal and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative because it directly targets the tracked issue and implements the `fixed_cross_entropy` kwargs fix; 43254 is the same change expressed with a slightly different signature style.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest standalone PR in this set: it has the explicit issue link, fixes a concrete bug in one code path, and is the clearest merge candidate for the duplicated loss-function change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated model-doc/model-addition PR vs executorch export test; no shared bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model; different code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer methods fix vs executorch dynamic-shape export test; not the same change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work vs a new model implementation; only broad subsystem overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs MobileLLM model addition; unrelated artifacts." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one is a loss helper fix and the other is Mistral4 test/model wiring; not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 model/test work; different objectives." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs config-resolution fix; no shared underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition vs Falcon output-collection refactor; different code paths and goals." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs AI skill/documentation PR; clearly unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output interface refactor vs Mistral4 tests; not mergeable as one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs CLIP-like layernorm rename cleanup; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs chat parsing/serve changes; different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs TDT loss kernel integration; different concrete changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs config resolution fix; no shared bug or code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill/dataset PR; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs skill/docs tooling PR; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch `fixed_cross_entropy` for the same issue (43240) by exposing the same `cross_entropy` kwargs in the same code path; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate verdict for 43251/43254 is supported by their shared issue target (43240) and the same `fixed_cross_entropy` code path; the other pairwise rejections are appropriately cautious and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "75280700a10339b95652e465e2dd857a94783205b462a75a4b4f92c824569663", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10869, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two related-but-distinct VibeVoice PRs and one unrelated Parakeet-RNNT PR. The overlap is mostly in shared auto-mapping/docs plumbing; the concrete model changes are different, so no soft pair should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader, original VibeVoice implementation and is the best representative for the VibeVoice feature set in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest canonical PR candidate because it introduces the base VibeVoice model rather than the narrower realtime follow-up or the unrelated Parakeet change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Both are about VibeVoice, but #42781 is a realtime variant with additional acoustic tokenizer/feature-extractor work and different model plumbing. They share registration/docs files, yet they do not appear to fix the same concrete code-path problem or be mergeable into one PR as duplicates." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "These are different ASR model families: VibeVoice Realtime versus Parakeet-RNNT. The shared auto-mapping files are broad integration points, not evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "e456eda87f32da9c4d2e341822acd6b17dbc9a4cb6c1fa4fd1a1cc154bd3f229", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the better cluster representative only by being more polished/reviewed and narrower in scope, but it is not actually related to the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the stronger standalone PR: it has more discussion/review activity and a focused, concrete feature addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different products and code paths: TimesFM covariate regression vs DINOv3 image classification. They are not mergeable as one PR and do not fix the same 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": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "d0154f401e6fcc8dea0658969df05624feeb53f5e0af958c1d289f28188192ae", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated new-model integration PRs (DeepSeek OCR, Isaac, and Kimi2-6). They overlap on standard Transformers scaffolding, but they do not address the same bug or implement the same model change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeek OCR vs. Isaac are different model integrations with different configs, processors, and model code; shared auto-mapping/docs files are expected boilerplate, not the same code-path fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are distinct model additions with different model families and filenames; they only overlap in generic registration/documentation changes, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "be784e459312c73b0adc4f5845d94b2cb8245a5547815ab6c9b0b361a6c1ee60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both upgrade GitHub Actions, but they target different concrete action families and fixes: one is specifically for Node 24-compatible core workflow actions, the other updates docker/build-push-action in Docker image workflows. They overlap in broad CI workflow files, but not in the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical PR because it is the more explicit, broader workflow-action compatibility upgrade (Node 24 related) and touches the core CI action dependencies directly.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster since it addresses the central GitHub Actions runtime-compatibility upgrade, whereas #42976 is a narrower action-version bump for Docker build workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "These are not the same concrete change: #42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action in Docker image workflows. Shared workflow filenames alone are too broad to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "3901b5269a3484eeb4ea3f46dca58732af366a7501ae5aa6e86a4452cb6b2070", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition pull requests, not duplicates. They share boilerplate across docs/auto-registration, but each targets a different model and code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster mixes distinct model additions (ViT NEPA, Molmo, Molmo2, CTSM) rather than one underlying fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a safe global representative because each PR adds a different model with different files, tests, and implementation details.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different models with different implementations; shared docs/auto-mapping changes are boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model integrations; overlap is limited to common registration/documentation patterns." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and behavior, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions; shared top-level changes do not imply the same underlying PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions and not plausibly one merged fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "ec705b5cb7d5dd7cca560a14cd07f4a9e678a88bef084d70484ce34ed5e9e44c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the four PRs target different bugs/changes (Whisper decode behavior, test-only assertions, FP8 dequantization, and generation watermarking validation). The soft similarities are superficial.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most concrete, production-code-oriented fix in the set, centered on FP8 dequantization logic with a focused implementation; the others are either test-only, broader, or clearly about different code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best standalone representative of the group because it contains the clearest substantive bug fix rather than mostly tests or unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode fix vs. test-only assertion edits in CLIP/ViT; different bugs and not mergeable as one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding vs. FP8 dequantization/core loading; unrelated code paths and underlying issues." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer fix vs. generation watermarking validation plus broader model/test changes; not the same concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One PR is effectively test-only, the other is a quantization/dequantization fix; no shared underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test assertion tweaks in CLIP/ViT are unrelated to generation config/watermarking and whisper-model changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization fix vs. generation watermarking/config validation fix; different concrete problems and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "7ac51824412a37baa46cba4cb4fd8a9a530d98e6c681a521afc19f7e20951b85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that are not duplicates: one is a deliberate bot-check dummy change, the other is a broader workflow/test change. They only overlap on a shared ViT test file and do not appear to fix the same concrete problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the more substantive and representative change in the cluster: it modifies CI/workflow and related test/util code paths, whereas #43488 is an intentional repo-bot format check with a tiny, unrelated setup/version tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is a better cluster representative because it has the broader real code changes and higher review activity; #43488 is just a synthetic '[don't merge]' bot test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Not the same underlying bug/change. #43488 is a synthetic setup/version-format bot check, while #43532 changes CI workflows and testing utilities; shared ViT test-file overlap is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "fe1835de4ef8224c0146078c9f77031679c68e371ccc44163fa276e206897969", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related feature additions in the segmentation area, but they implement different pipelines with different model integrations and docs. They are not duplicates and should not be merged as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more complete feature addition and would be the better representative if a single PR had to stand in for the cluster, but it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Both add new pipeline/docs infrastructure, but one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. They target different functionality and model paths, so they are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "44d762df8f2ac8c08226927574dff80b7f2b5128d637d0584a800909e260ae0b", + "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": "Two separate Trainer extensibility PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They touch the same file but fix different code paths and should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger canonical PR for this cluster because it has more discussion and a more explicit behavior change in training_step, making it the most representative of the set even though the PRs are unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best PR choice since it is the more fully articulated change and appears more central within the small cluster, but it is still not a duplicate of PR 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "These are different trainer customizations: 43651 alters loss scaling during gradient accumulation, while 43663 adds an overridable signature-column helper for column filtering. Same file/subsystem, but not the same underlying bug or 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": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "56e7d9e324c30e011859768f3e5196febec4548d681c7f36cd31e5216d7ccb43", + "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-related NameError, but they target different concrete fixes: one broadens annotation handling across the module, the other narrowly guards a specific pydantic-related annotation import. I would not merge them as duplicates.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader and more representative fix: it addresses runtime annotation-evaluation problems in `src/transformers/cli/serve.py` with `from __future__ import annotations` and typing cleanup, matching the generic CLI NameError report.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the best single representative of this cluster because it directly targets the underlying CLI import/annotation NameError and is the more comprehensive change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but not the same concrete change: #43656 uses postponed annotations/type cleanup for a broad NameError fix, while #43842 specifically stringizes `TypeAdapter` and guards its import for the pydantic-not-installed 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": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request: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:44116", + "pull_request:44068|pull_request:44722", + "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:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "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:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "e03588b8f1980856551ee1cb240f896cfcd5cf07fde2f85f182911ec8bb343ac", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76941, + "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 model-specific output-tracing refactors around issue #43979. The strongest duplicates are within the GPT-J/CodeGen subcluster; most other PRs only share the same umbrella theme, not the same concrete code path.", + "confidence": 0.89, + "canonical_issue_reason": "#43979 is the umbrella issue for the standardized output-tracing refactor, but only some PRs link it directly; it still best captures the shared cluster theme.", + "canonical_pr_reason": "#44722 is the best single PR representative because it is the broadest concrete GPT-J/CodeGen output-tracing change and overlaps the strongest duplicate candidates in that file family.", + "best_issue_reason": "#43979 best matches the common refactor goal across the cluster: standardizing model output tracing/decorator handling.", + "best_pr_reason": "#44722 is the most representative concrete PR for the cluster because it covers the same GPT-J/CodeGen code path and appears to be the broadest version of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths; 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not the same underlying fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR touch different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are distinct concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and XLM are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are separate implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are distinct implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTaV2 are separate code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "Segformer and TextNet are separate implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are different model refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen tracing refactor and same concrete files; 44722 looks like a broader version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change on the same file family, so one PR could plausibly subsume the other." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different models and code paths; only the umbrella issue is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "Segformer and TextNet are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates support in a few places and one soft-edge verdict is too strong. In particular, the accepted edge between pull_request:44018 and pull_request:44068 is not supported by the packet: that pair is listed with deterministic_accept=false despite shared GPT-Neo filenames, so treating them as the same mergeable bugfix is not conservative enough. Also, \"referenced by most of these PRs\" for issue #43979 is stronger than the packet supports; only a subset of PRs explicitly link it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "324a080e1bb8857dc0802afc869deb5edce16d3e2a4079913833afc46cf1cf0f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 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 refactors around standardized output tracing/capture, but they target different model code paths and should not be treated as duplicates or merged together. The only real commonality is a broad framework migration pattern, not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a clear representative of the broader output-tracing migration theme: it has an explicit title, touches the core decorator/capture wiring, and includes the model-specific _can_record_outputs setup in a self-contained way.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative of this cluster because it is explicit, focused, and central to the shared refactor pattern without being overly tied to test-only or ancillary changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) and different forward paths; same migration pattern, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks; they are similar refactors, but not the same underlying bug or patchable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are different model-specific decorator migrations in different files, so they are not duplicates of one another." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; the shared theme is only the standardized output-tracing migration." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both involve output capture, but they modify different model layers and behavior, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46438" + ], + "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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46438", + "pull_request:44000|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "17566e6e92c4b1d8afd70b1548c457b4359a5e11544c29d78eae6c967a00110e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 48, + "serialized_chars": 45110, + "estimated_input_tokens": 11278, + "estimated_eval_tokens": 22812 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 48, + "serialized_chars": 45110, + "estimated_input_tokens": 11278, + "estimated_eval_tokens": 22812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by independent model-specific \"refactor output tracing\" PRs, plus one unrelated modular-conversion speedup PR. The PRs are thematically similar but target different code paths, so I do not treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the main output-tracing refactor subgroup: it spans two related model files and shows the shared can_return_tuple/output-capturing pattern more broadly than the single-model variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it captures the refactor pattern across multiple related implementations, while 46438 is clearly unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model code paths (timm_backbone vs upernet)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and files; only a superficial output-tracing similarity." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Related refactor style, but separate Mamba/Timm code paths and not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same broad refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; similar API cleanup only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model families and files; not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrappers/models; same refactor theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model code paths despite similar tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (vision-text dual encoder vs UnivNet), so not a duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor motif, but distinct model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; only loosely related." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder/decoder code paths; not the same underlying bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; same high-level refactor only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (UperNet vs RWKV); not mergeable as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model code paths with similar API cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and fixes; too broad to be duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and code paths despite overlapping tracing refactor language." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs Mamba are unrelated implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; only superficial similarity in removing output flags." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/RWKV-style changes are distinct code paths and not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; same broad refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated models and logic; not a duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are wrapper-model refactors, but they target different model stacks and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything vs SpeechEncoderDecoder are separate implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model architectures; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and output signatures; too broad to merge." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision vs speech encoder-decoder wrappers are distinct code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; only generic tracing cleanup overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and fixes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct models and behavior changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model stacks; not a single concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder vs RWKV are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint vs RWKV are unrelated; same refactor wording only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model architectures and fixes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model code paths, not one duplicate change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Output-tracing refactor vs modular-conversion pool reuse are unrelated changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Vision-text tracing cleanup is unrelated to modular conversion tooling." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "Different subsystem and problem domain entirely." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "SuperPoint model refactor vs tooling performance change are unrelated." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "Different subsystem and code path; no duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "257a147e7f073f6af7e02092b8b3d7e6b9c53f7d06c66fa19e6bed07c3a63a00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers scaffolding and docs registry updates. They target different models, code paths, and release artifacts, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a focused Voxtral TTS implementation, whereas 44662 is a separate PenguinVL model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest standalone PR in this cluster due to the explicit issue link and clearer single-model scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations: PenguinVL vs Voxtral TTS. The shared files are generic registry/docs plumbing, but the underlying implementation, tests, and generated artifacts are for different concrete code paths and cannot 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": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "b7014abdaab87d496c431a39a84d445d7c420aaa6112828be23c1ae8798d05aa", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs form two related lines: an older generic Module Fusion API proposal, and a later KernelConfig-based n-to-1 kernel fusion feature that evolved across multiple PRs. The KernelConfig PRs are close enough to treat as the same change family; the Module Fusion API PR is related but not a duplicate of that concrete implementation path.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 is the broadest/latest implementation in the same KernelConfig-based n-to-1 fusion line, with the clearest consolidation of the earlier iterations.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the best representative because it appears to subsume and refine the earlier KernelConfig fusion work while staying on the same concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both concern fusion APIs, but 44979 is a separate Module Fusion API design while 45363 implements KernelConfig-based kernel fusion; related theme, not the same duplicate change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Same underlying KernelConfig n-to-1 kernel fusion feature, with 46339 clearly extending/simplifying the earlier implementation on the same code path." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "Same concrete KernelConfig fusion feature and overlapping files; 46339 looks like a later refinement of the same implementation rather than a separate change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: PR 44979 is clearly the separate Module Fusion API line, while 45363, 45666, and 46339 all share the KernelConfig/n-to-1 fusion theme, similar filenames, and successive titles that suggest iteration on the same implementation path. The accepted soft-edge pair verdicts are conservative enough, and I don\u2019t see an overstatement beyond what the diff metadata supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ba145d1ed526941e4ca0348aaa1187b6186181535f1ed2f6ca3a971c3d36747f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` and make the same code-path change in `tokenization_utils_tokenizers.py`; PR 45317 is the more complete variant because it includes tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same bug as 45086 but also adds test coverage and has slightly more discussion/activity, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative: same underlying fix as 45086, same target issue, same core patch, plus tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs fix the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR just adds tests and is a more complete version of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "3a40a18861588666b92ca71f687681809fd1c562fcaf565b0112bf5f83141b45", + "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 related but distinct NemotronH PRs: one is a narrower refactor toward GraniteMoeHybrid-style inheritance, while the other is a broader split of NemotronH into dense/sparse variants with docs and auto-mapping updates. They overlap on shared model files but target different change sets.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH rework: it introduces the dense/sparse model split, updates docs and auto mappings, and includes the backward-compatible dispatcher behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone PR because it addresses the main architectural change end-to-end, whereas #45115 is a narrower inheritance/conversion refactor that appears to be only one piece of the larger transition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but #45115 is a focused refactor/inheritance change and #45569 is a larger model-splitting and documentation/mapping update; they are not the same concrete fix and would not merge cleanly into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "d74e9a8c14226999b65a78e75b3894024a4f40c040c654f82b87d65f8553a11d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-model feature PRs, but they cover different layers of the change: PR 45333 adds per-layer config plumbing, while PR 45332 adds model/cache/attention support that consumes it. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the more foundational artifact: it introduces the per-layer configuration machinery that the modeling work builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the broader end-to-end implementation and most representative of the user-visible heterogeneous model support feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: one is config plumbing, the other is modeling/cache integration. They would not plausibly merge into a single 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": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "04ebf52e4c931d58d18f1266c9535a19117b6adb97ab170cf0203c8c9dcd0391", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-maintenance PRs in the same codebase, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a narrower typing helper/modeling_utils update. They do not look like the same underlying bug or mergeable change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and representative typing change: it introduces shared typing protocols/helpers and updates modeling_utils-related code paths, whereas PR 45415 is a broad type-checking pass across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better cluster representative because it is narrower, has clearer concrete typing intent, and its touched files align more directly with the shared modeling_utils/type-helper theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing/file overlap is not enough here; 45415 is a wide type-checking sweep, while 45425 adds specific typing protocols and modeling_utils-related fixes. They are not the same concrete change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "e316df0a7e497a2a696f3cecbda4a12c6c9e09e2d62cdfbe231c0df3bdc9bb6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both cache-related PRs, but they target different model families and different code paths: Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention cached continuation vs. Mamba2 CUDA-kernel use_cache handling for seq_len > 1. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs fix different bugs in different architectures. If one must be chosen as the cleaner representative, #46084 is more narrowly scoped and has an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "#46084 is the better representative PR because it is a focused, single-bug fix with an explicit linked issue and a narrow code change. #45513 is broader, touches multiple models, and addresses a different underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs and code paths: #45513 fixes multi-token cached forward for Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1 in CUDA kernels." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "9ccc6b630ea13ca7063716778e6ea9b7ddfc81dfcb29d2ffc6a422c7457e4c7d", + "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 PRs both touch expert parallelism, but they fix different loading bugs: one is about EP/DeepSpeed ZeRO-3 loading and serializing distributed_config, the other is about FSDP2 rank-0 broadcast overwriting expert parameters. Related subsystem, not the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45548 targets EP + DeepSpeed ZeRO-3/accelerate loading and config serialization, while 45662 targets EP + FSDP2 expert overwrites during parameter loading.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global duplicate representative because they address distinct concrete code-path bugs rather than one shared fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete bugs and fixes. 45548 adds EP-aware config handling and a has_ep check for ZeRO-3/accelerate loading; 45662 wraps loaded parameters for distributed ops to prevent expert params being overwritten under FSDP2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "384eba6e6b5c82fc8f112e004cad55669cf3388be01f9eabdbc48028a95392ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision in captured_info debug artifacts. PR #45639 fixes the writer path in testing_utils, while PR #45645 includes that fix and also updates CI/workflow consumers to read multiple worker-specific files, so they look like two implementations of the same underlying change set.", + "confidence": 0.78, + "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 downstream CI/workflow adjustments needed to preserve and aggregate the logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative: it fixes the same collision bug and also covers the operational/logging follow-through, making it the most complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info bug/change: both modify testing_utils and test helpers for the same issue target, and #45645 appears to be the broader superset that would plausibly subsume #45639." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "18026546eb3c169114276a4c31d30051dd71e9276fa4f9ad512685ea2ba4a045", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7839, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7839, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests that all happen to touch attention/AutoModel-related plumbing, but they target different models and different code paths. None look like true duplicates of the same fix/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46401 is the broadest and most representative of the shared theme, since it implements attn_implementation dispatch across several BLIP-family model files and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46401 is the best representative PR because it has the clearest end-to-end feature implementation and the widest concrete code-path coverage among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different model families and fixes: GLM-ASR auto-class registration versus RecurrentGemma attention dispatch support." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different scope and code paths: GLM-ASR model registration versus BLIP-family attn_implementation dispatch changes." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern attn_implementation dispatch, but for different architectures (RecurrentGemma vs BLIP-family) and separate model implementations, 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "5b2c505fe75d5c86520be7682df1717f0f6bddf3c23bab15e9d743767e4ef85b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both linter/modeling-rule PRs, but they address different problems: PR 45720 adds tuple-return handling for model forward methods (TRF003), while PR 46259 adds a rule about consuming do_* preprocessing flags in image/video processors (TRF018/TRF018 docs). The overlap in shared files is incidental; the code paths and fixes are not the same.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: different underlying changes. 45720 targets forward() return_tuple behavior across text/audio models, while 46259 targets preprocessing flag-consumption checks in image/video processor overrides. They touch different logic and 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": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "34859d8af033396474c7a0bdddc36fcc7fd9817b0f9421449d2654431105edc9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad testing/CI + model-code change set, while the other only injects failing assertions into a ViT test file. They do not appear to target the same underlying bug or code-path fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantive and representative change set: it spans CI/workflow and multiple model files, whereas PR 46100 is a tiny test-only edit with no shared fix target.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best overall representative PR for the cluster because it contains the broader functional changes; PR 46100 looks like an isolated test migration/stub and not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs touch unrelated content. 45932 changes CI secrets and several model implementations, while 46100 only adds dummy assertions in ViT tests. They do not fix the same concrete bug or code path and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "efcee5dfdb476dd3ffb769c4716bb09c902ba35cf1fe7bc4069d242a207b4937", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8080, + "estimated_input_tokens": 2020, + "estimated_eval_tokens": 4296 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8080, + "estimated_input_tokens": 2020, + "estimated_eval_tokens": 4296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all target SDPA dispatch support, but each one is for a different model family and code path, so they should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, spanning multiple related model implementations and the most review activity, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest anchor for the theme because it covers several model families and has the most substantial review footprint; however, the other PRs remain distinct model-specific changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA dispatch additions, but CTRL and T5 use different model internals and touch different files/code paths, so this is not the same underlying fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL support and wav2vec2/SeamlessM4T support are separate architecture-specific changes, not one mergeable PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a distinct implementation from wav2vec2_conformer/bert and SeamlessM4T/v2; same theme, different concrete code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "d79a2580c5da677da9347e4882c10bd32e29d7eecd3e6c578eba5ee1b16293a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap on a few distributed files, but they are different scopes: one is a focused EP+Trainer integration PR, the other is a broad distributed branch-base umbrella. The overlap looks incidental rather than a true duplicate pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "46269 is the broader umbrella distributed branch-base PR and the most central representative of the shared distributed subsystem changes.", + "best_issue_reason": null, + "best_pr_reason": "46126 is the more specific, self-contained EP+Trainer integration change; 46269 is too broad to serve as a clean duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share some distributed files, but 46126 targets EP+Trainer integration while 46269 is a much larger distributed branch-base sweep (FSDP, tensor parallel, model loading, CI). They are not the same concrete code-path fix/change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "9f9aeaaaa7bb72833629ae516c5d8c9b1b7551812173d9265f1699379f7b43f6", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14222, + "estimated_input_tokens": 3556, + "estimated_eval_tokens": 7368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All six PRs are small workflow-maintenance changes, but they touch different files and different behaviors (CI invocation, SSH runner hardening, anti-slop permissions, reviewer checkout ref, benchmark dispatch, docker-image tag detection). They are thematically similar, not duplicates of the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46501 is a reasonable cluster anchor because it is a compact, representative GitHub Actions maintenance change, but the cluster is heterogeneous and does not contain a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46501 is the best single representative only in the loose sense that it is a self-contained workflow tweak; it is not interchangeable with the others, which modify different workflows and operational logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for a CI helper vs SSH-runner security/hardening changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Both are workflow chores, but they change unrelated workflows and code paths." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow files with unrelated behavior: CI helper invocation vs reviewer checkout ref selection." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow and purpose: CI helper stdin piping vs benchmark dispatch trigger logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Separate workflow logic: message piping for slow CI models vs commit-message parsing for Docker image tagging." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Both touch GitHub Actions, but one hardens SSH runner setup while the other adjusts anti-slop permissions; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH-runner hardening and assign-reviewers checkout behavior are unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different runtime concerns: SSH runner security vs benchmark triggering." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "One secures SSH-runner downloads and env handling; the other changes CI image-tag selection logic." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are workflow maintenance, but they modify different automation paths with no shared bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions and benchmark trigger conditions are unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different effects: permissions update vs Docker build tagging logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref and benchmark dispatch are separate concerns in different workflows." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow behavior: base-branch checkout for reviewers vs commit-message parsing for Docker image selection." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow dispatch support and build-ci Docker tag detection are different changes in different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "c737d1e61989261890b4690a02877b0bb82b9a0506828d5963dee08b569b57d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same broad theme of avoiding file-open source inspection, but they fix different code paths: one in import-utils path resolution, the other in modeling-utils attention-implementation detection. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the better canonical representative because it has a clearer, self-contained bug fix in a specific runtime path and includes a matching test change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest standalone PR for this cluster: it targets a concrete source-reading path in model utilities, has a focused title, and is more explicitly bug-oriented than the import-utils refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace file-open source inspection, but they touch different modules and different behaviors: import path resolution vs attention-implementation capability detection. They are related in theme only, not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "2436b5a3cbeaf08e6edbd89f596caff90f89d5a42bdd6c7fc0baa93f9fd74280", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are duplicates of the same StaticLayer type-hint change in cache_utils; the static-cache max-len fix is a separate PR and should not be merged with them.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the clearest representative of the duplicate pair: it makes the exact StaticLayer.get_seq_length annotation change, cites the target issue, and matches the later PR\u2019s diff essentially byte-for-byte.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the best cluster representative because it captures the true duplicate fix cleanly, while #46436 addresses a different generation cache-length bug and should stay separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils, while #46474 only adjusts StaticLayer.get_seq_length typing in cache_utils. They touch different code paths and would not be merged into one PR." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both PRs make the same StaticLayer.get_seq_length return-type update in cache_utils with effectively identical diffs and the same issue target (#45987)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. PRs #46173 and #46474 share the same file, same issue target, and an essentially identical diff for the StaticLayer.get_seq_length type-hint fix, so treating them as duplicates is conservative and supported. PR #46436 touches different files and a different bugfix, so keeping it separate is also appropriate. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46513" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46513" + ], + "prepared_review_unit_hash": "ffc4a9b5a20700667852cd30b7df4abd69be13e8b33da16b41d8cfd85ee4ef5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same MPS crash in `build_2d_sinusoidal_position_embedding` caused by float64 usage, and both fix the same helper in overlapping RT-DETR code paths. PR 46174 is the broader, more canonical fix across multiple models; 46513 looks like a narrower variant of the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46174 is the broader primary fix: it addresses the Apple Silicon/MPS float64 crash across several model implementations of the same helper, not just RT-DETR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46174 is the best representative because it covers the core bug across more call sites and has the clearest end-to-end fix for the shared helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46513", + "accept": true, + "reason": "Both PRs fix the same concrete bug path: `build_2d_sinusoidal_position_embedding` failing on MPS due to float64. They overlap in RT-DETR files and are plausibly mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs address the same MPS float64 crash in `build_2d_sinusoidal_position_embedding`, and the overlap in RT-DETR files makes them plausibly mergeable as one bugfix PR. The characterization of PR 46174 as the broader fix and PR 46513 as the narrower variant is conservative and supported by the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code 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": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "12c2ef62e7abf00c55add85dd0108516d5a73562d00b28754607cb0042f06186", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a specific HunYuan VL model implementation, docs, and tests. They overlap only at a broad multimodal/theme level, not at the same concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46376 is the broader, more central change in the shared continuous-batching multimodal code path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46376 is the most representative PR for the cluster because it targets the core batching infrastructure rather than a single model integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous-batching multimodal support vs. a standalone HunYuan VL model addition. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/manifest.json b/snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ee827fdb047a4368074b9916abfb91069a11198c --- /dev/null +++ b/snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260609t000018z", + "artifacts": { + "hybrid": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-09T00:09:09Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260609T000018Z", + "variant": "hybrid" +} diff --git a/snapshots/20260609T000018Z/manifest.json b/snapshots/20260609T000018Z/manifest.json index b84ac00034d4a2a67189dcf51e7e43b2d8794775..4c43b7261eef8e57e809f5921fc7c662cf8b8a5b 100644 --- a/snapshots/20260609T000018Z/manifest.json +++ b/snapshots/20260609T000018Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 158 }, "extracted_at": "2026-06-09T00:00:18Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260609t000018z", + "runs": { + "hybrid-model-20260609t000018z": { + "analysis_id": "hybrid-model-20260609t000018z", + "artifacts": { + "hybrid": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/manifest.json", + "model": null, + "published_at": "2026-06-09T00:09:09Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260609T000018Z", "watermark": {