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426, - 473 - ], - [ - 805, - 823 + 500, + 514 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-46894-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46895, - "issue_numbers": [ - 46894, - 46897 - ], - "pr_numbers": [ - 46895, - 46958 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ + }, { "left_pr_number": 46895, "right_pr_number": 46958, @@ -3797,6 +3179,59 @@ ] } ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46958, + "code_similarity": 0.325, + "size_similarity": 0.369, + "file_overlap": 0.333, + "area_overlap": 0.364, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] } ] }, @@ -3904,7 +3339,7 @@ "cluster_id": "cluster-46869-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 46869, "canonical_pr_number": 46886, "issue_numbers": [ @@ -3915,7 +3350,8 @@ 46922 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -4570,32 +4006,29 @@ ] }, { - "cluster_id": "cluster-47048-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", + "cluster_id": "cluster-46707-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47065, - "canonical_pr_number": 47066, - "issue_numbers": [ - 47065 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46836, + "issue_numbers": [], "pr_numbers": [ - 47048, - 47066 + 46707, + 46836 ], "evidence_types": [ - "closing_reference", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47048, - "right_pr_number": 47066, - "code_similarity": 0.3, - "size_similarity": 0.95, + "left_pr_number": 46707, + "right_pr_number": 46836, + "code_similarity": 0.029, + "size_similarity": 0.087, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.734, + "patch_similarity": 0.08, "shared_filenames": [], "shared_file_areas": [] } @@ -4877,42 +4310,8 @@ ] } ], - "duplicate_issues": [ - { - "cluster_id": "cluster-45488-4", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 46489 - ], - "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-4", - "canonical_issue_number": 46894, - "duplicate_issue_numbers": [ - 46897 - ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - } - ], + "duplicate_issues": [], "duplicate_prs": [ - { - "cluster_id": "cluster-40546-10", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 40546, - 46196, - 46658, - 46707, - 46836, - 46912, - 47003, - 47034, - 47035 - ], - "target_issue_number": null, - "reason": "PRs in cluster-40546-10 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -4931,6 +4330,17 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43451-4", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 46658, + 47003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -4975,15 +4385,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45488-4", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -5011,6 +4412,15 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46707-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46707 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -5018,26 +4428,30 @@ 46922 ], "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-46894-4", - "canonical_pr_number": 46895, + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958 ], "target_issue_number": 46894, "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-11", + "cluster_id": "cluster-46907-14", "canonical_pr_number": 46907, "duplicate_pr_numbers": [ 46908, 46926, + 46927, 46949, - 46950, + 46970, 46971, + 46986, + 47006, 47054, 47055, 47056, @@ -5045,7 +4459,7 @@ 47058 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-11 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-14 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -5055,27 +4469,18 @@ ], "target_issue_number": 47013, "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47048-3", - "canonical_pr_number": 47066, - "duplicate_pr_numbers": [ - 47048 - ], - "target_issue_number": 47065, - "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-45488-4", - "issue_number": 45488, - "reason": "Issue #45488 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 16 discussion comments plus 4 inbound references.", - "score": 176.0 + "cluster_id": "cluster-46894-4", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 146.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-46907-14", + "pr_number": 46907, + "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 281.974 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3139dad71ee487332ebda528ac933c1ab5d688f8..a36e400e40f2412cbb61939ed0eef3e7000f3778 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": "20260704T120019Z", - "generated_at": "2026-07-04T12:10:49Z", + "snapshot_id": "20260704T180019Z", + "generated_at": "2026-07-04T18:11:23Z", "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-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:24643", "issue:30277", @@ -119,8 +119,8 @@ "issue:43716|issue:46468", "issue:44292|issue:44918", "issue:45507|issue:45685", - "issue:43716|issue:44292", "issue:43716|issue:45685", + "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -132,361 +132,385 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "8b4e3c82d33ff97cc1dde6a154a1211904af5e7bc743d14345050a01926f3db7", + "prepared_review_unit_hash": "477c0639b9cb0093c429dedc8cf992c52264dd074dcdece1ebb5f4de9e0b8e8b", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46565, - "estimated_input_tokens": 11642, - "estimated_eval_tokens": 23540 + "serialized_chars": 46569, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated transformer bug reports that only share broad surface similarity (DeepSpeed, device maps, model loading, docs). I see three likely true duplicate pairs: the ZeRO-3/BERT index-out-of-bounds reports, the Qwen3.5 MoE rotary-embedding/offload reports, and the torch 2.4.1 incompatibility reports. The rest look distinct.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43596 is the clearest representative of the strongest duplicate pair in the set: it describes the same ZeRO-3/BERT index-out-of-bounds failure as 43638, with a cleaner and more specific title.", + "summary": "The cluster is mostly heterogeneous. The main duplicate family is the DeepSpeed ZeRO-3 empty-tensor IndexError reports (41762, 43596, 43638), plus a separate torch 2.4.1 / transformers 5.8.0 incompatibility pair (45800/46515).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41762 is the earliest ZeRO-3 empty-tensor IndexError report in this packet, and it anchors the same failure family later seen in 43596 and 43638.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the best single issue to anchor the cluster because it is concrete, well-scoped, and sits in the most convincing duplicate pair.", + "best_issue_reason": "Issue 43596 has the clearest generic wording for the ZeRO-3 empty-tensor IndexError family, so it is the most reusable triage label even though it is not the earliest report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure surface: config attribute error vs streaming API failure." + "reason": "Different failures: config attribute missing vs chat/completions streaming API behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and backends; both GPU-related but distinct bugs." + "reason": "Different model/backend problems on different hardware paths; only broad GPU/MPS similarity." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and symptoms (dtype mismatch vs AMD GPU failure)." + "reason": "Different symptoms and subsystems: image dtype mismatch vs AMD GPU model failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch vs AMD GPU incompatibility; not the same bug." + "reason": "Both are dtype/device issues, but for different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Both are model-specific runtime failures, but the code paths are unrelated." + "reason": "Different models and failure modes; too broad to be duplicates." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model behavior and bug surface; not mergeable." + "reason": "AMD GPU support issue vs invalid-method bug in a different model class." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error." + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export issues." + "reason": "ONNX export problem vs Qwen3MoE FP8 failure; different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export vs device-map CUDA assert." + "reason": "No concrete overlap beyond generic model-loading/backend failure." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different docs/example issues despite both being examples." + "reason": "Different product areas: table QA crash vs documentation example cleanup." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error vs import error; unrelated." + "reason": "ONNX export issue vs import-path breakage." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed topics and pages." + "reason": "Both are docs regressions, but they reference different removed items and likely need separate edits." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume issues; unrelated scenarios." + "reason": "Different trainer/resume problems; no shared concrete bug." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust_remote_code issue vs YOLO multi-GPU device-map issue." + "reason": "Local-resume/trust-remote-code issue vs multi-GPU device-map issue." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both involve device/shape mismatches, but the models and failure sites differ." + "reason": "Generic mask/index shape mismatch vs Gemma4 device_map forward mismatch; not the same bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error signatures; only superficial zero3/shape similarity." + "reason": "Only loosely related IndexError wording; the actual failure messages and contexts differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different training/resume issue." + "reason": "Unrelated training resume/remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad zero3 family, but a different concrete failure." + "reason": "Both are IndexErrors, but the reported failure modes differ enough that they are not clearly the same bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch vs video token/feature mismatch." + "reason": "Different multimodal/video loading bug; no concrete shared code path." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape mismatch vs TP/MoE device-map issue." + "reason": "Generic IndexError vs TP/MoE support issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated model-loading issue vs Nemotron example breakage." + "reason": "Different features and errors; not a duplicate pair." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video/chat-template failure vs model resume issue." + "reason": "Video chat-template bug vs training resume issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug vs ModernBERT ONNX export." + "reason": "Processor voice preset bug vs ONNX export bug." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but different models and error modes." + "reason": "Both mention distributed training, but the actual errors and model contexts differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT index-out-of-bounds failure, just phrased with different training/init contexts." + "reason": "Same DeepSpeed ZeRO-3 empty-tensor IndexError family; the titles describe the same concrete failure mode on different Bert reproductions." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross_entropy call vs GPT-OSS MoE TP issue." + "reason": "Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different tokenizer/detokenization bug vs LoRA save/load consistency issue." + "reason": "Different issues: detokenization regression vs LoRA merge/save-load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different Qwen3/NVFP4 run failure vs LoRA merge/save issue." + "reason": "Different model/runtime failures with no shared code path." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Voxtral processor failure vs remote-code config_class error." + "reason": "Processor failure for a specific model vs remote-code model_class/config_class attribute error." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch vs YOLO multi-GPU device map." + "reason": "Different model families and failure modes." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed appears in both, but one is a 2-D weight shape error and the other is a collective mismatch." + "reason": "Both involve DeepSpeed, but the underlying bugs are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch vs mask/tensor shape mismatch." + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as the mask-shape IndexError." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram unsupported vs YOLO multi-GPU mapping." + "reason": "Unrelated backend/hardware failures." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/offload bug; one report highlights offload compatibility, the other the underlying uninitialized-memory path." + "accept": false, + "reason": "Same component family, but different bugs: CPU-offload incompatibility vs uninitialized-memory materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 index error vs GPT-OSS TP/MoE issue." + "reason": "Different model/backend problems; no shared concrete bug." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch vs trainer API kwarg error." + "reason": "Different training/runtime errors." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 index error vs GPT-OSS TP issue." + "reason": "ZeRO-3 empty-tensor IndexError vs tensor-parallel MoE issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific forward bugs." + "reason": "Different model families and failure modes." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different Qwen3.x failures; one NVFP4 run, one TRL embedding unpacking." + "reason": "Different multimodal inference bugs." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "GraniteMoE invalid method vs MPS histogram backend error." + "reason": "Different model/runtime failures." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Mistral dtype mismatch vs Qwen3 NVFP4 failure." + "reason": "Different models and failures; only superficial version-era similarity." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Different model and backend bug classes." + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are not the same bug." }, { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL embedding unpacking vs GPT-OSS TP issue." + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same version-compatibility problem report: torch 2.4.1 incompatibility with transformers 5.8.0/related stack." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Liger kernel cross_entropy vs TRL embedding unpacking." + "reason": "FSDP checkpointing mismatch vs Qwen3 device-mapping CUDA assert." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Similar ZeRO-3 index error symptom, but different models and no clear same code path." + "reason": "General Torch compatibility issue vs Qwen NVFP4 runtime failure." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Different docs topics: removed pipeline tasks vs removed run command." + "reason": "Different dtype/backend problems on different models." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram backend issue." + "reason": "Torch dynamo tracing grouped_mm failure vs image preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch vs Qwen3 NVFP4 run failure." + "reason": "Autocast dtype mismatch vs Qwen NVFP4 runtime failure." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 incompatibility report; one is a general statement and the other adds the same version detail." + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific issues." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "FSDP checkpoint mismatch vs device-map CUDA assert." + "reason": "Different model/runtime errors." }, { - "left": "issue:43425", + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method bug vs MPS int-histogram backend limitation." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures." + }, + { + "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility vs Qwen3 NVFP4." + "reason": "Different model/runtime bugs." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Model runtime failure vs outdated RAG examples." + "reason": "Trainer embedding unpacking bug vs MoE tensor-parallel issue." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue vs trl SFT embedding unpacking issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 load-time empty-tensor IndexError family; Gemma3 and Bert are different repros of the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Liger kernel cross_entropy vs generic mask-shape mismatch." + "reason": "Both are docs regressions, but they concern different removed APIs/commands." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The three accepted duplicate pairs are well supported by the titles, and the rejected soft edges are generally framed cautiously rather than overstated. The summary accurately describes the cluster as mostly unrelated surface-similar issues." + "accept": false, + "feedback": "The soft-edge acceptances look conservative, but the canonical_issue_reason is not fully grounded: issue 43596 is not the earliest ZeRO-3 empty-tensor IndexError in the packet (issue 41762 predates it). Please remove or correct that chronology claim before accepting." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -502,7 +526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:36010", "issue:39290", @@ -555,8 +579,8 @@ ], "soft_pairs": [ "issue:45800|issue:46304", - "issue:43296|issue:46304", "issue:43866|issue:46402", + "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:43901|issue:44512", @@ -571,8 +595,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:43872|issue:46304", "issue:44292|issue:46015", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -597,292 +621,292 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "1722fc3e8166bc91f7c549113c6020deb841271e8e5c034baf679a7f99ee583f", + "prepared_review_unit_hash": "cb8a4971ae2a0513c1e26fb652cdd2e666de8cf526e03037bf33bb46f7d6b243", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40040, - "estimated_input_tokens": 10010, - "estimated_eval_tokens": 20276 + "serialized_chars": 40047, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only two soft pairs look like true duplicates: the ZeRO-3 IndexError reports and the AutoTokenizer token-ID regression reports. The rest are different models, APIs, or failure modes and should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader tokenizer regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same bug.", + "summary": "This cluster is mostly a mix of unrelated issues. The only clear duplicate families are the DeepSpeed ZeRO-3/BERT load failures and the v5 AutoTokenizer token-ID regression; the rest are only loosely similar by subsystem or error style.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue: it has the broadest and clearest title, describes a concrete v5 tokenizer regression across multiple models, and is more representative than the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest representative overall: clear symptom, broad impact, and it subsumes the Granite-only report.", + "best_issue_reason": "issue:45920 is the best global issue candidate because it is broad, actionable, and clearly framed as a regression affecting multiple model families, making it a good anchor for the duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different incompatibility reports: one is torch 2.4.1 vs transformers 5.8.0, the other is v5.9.0 breaking USE_DISTRIBUTED=0 support." + "reason": "Both mention torch/transformers breakage, but they describe different incompatibilities and likely different code paths." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Unrelated failures: PaddleOCR-VL loading in vLLM vs distributed build support in transformers." + "reason": "One is a corrupted checkpoint report; the other is an unmapped text-encoder weight loading bug. Not the same failure." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Different models and symptoms: checkpoint corruption vs text encoder weights not being loaded." + "reason": "Different models and different symptoms: vLLM/Gemma3 loading versus distributed build/runtime support in v5.9.0." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both describe the same ZeRO-3 loading path hitting an IndexError on empty/size-0 tensors during model initialization; different models, same underlying bug class." + "reason": "Both report the same ZeRO-3 init/load-time IndexError class and appear to stem from the same loading bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model families and failure modes: Gemma3 config attribute error vs Qwen3 auto-device-map cuda assert." + "reason": "Gemma3 sliding-window config missing and Qwen3 auto-device-map cuda assert are unrelated bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are documentation issues, but they cover unrelated docs and different behaviors." + "reason": "Both are docs issues, but they concern different API/documentation mismatches and do not share the same underlying bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-object dtype error vs distributed build flag regression are unrelated." + "reason": "Float8 storage lookup failure is unrelated to the torch USE_DISTRIBUTED=0 compatibility problem." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU execution problem vs table-question-answering crash; no shared code path." + "reason": "AMD GPU support failure and table-question-answering crash are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger kernel cross-entropy fallback and Qwen3-VL video StopIteration are different code paths." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization bug vs outdated RAG documentation; not the same problem." + "reason": "Incorrect detokenization and outdated RAG docs are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different Qwen/Gemma multimodal failures: device mismatch during forward vs video token/feature mismatch in chat template." + "reason": "Device-mapping forward mismatch and video token/template mismatch are different multimodal bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption vs ModelOpt/NVFP4 compatibility are different root causes." + "reason": "Corrupted checkpoint and ModelOpt compatibility are not the same issue." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to RAG example docs drift." + "reason": "Checkpoint loading failure and RAG example docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage in recent transformers versions is not the same as the USE_DISTRIBUTED=0 regression." + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same silent AutoTokenizer token-ID regression; 45920 is the broader report covering multiple model families and 45812 is a narrower Granite instance." + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are load failures, but one is a corrupted checkpoint and the other is an implementation issue for NemotronH." + "reason": "A corrupted checkpoint is not the same as a model implementation load failure." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to distributed support regression." + "reason": "Qwen NVFP4 runtime error and RAG docs are unrelated." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG examples." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the pytorch/distributed build issue." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but they are different models and different failure modes." + "reason": "Both mention sliding_window, but they affect different models and different config bugs." }, { "left": "issue:41093", "right": "issue:43638", - "accept": false, - "reason": "Mask-shape mismatch is not the same as the Zero-3 index-out-of-bounds error." + "accept": true, + "reason": "Both are the same ZeRO-3/BERT-style IndexError during loading/training and look like the same underlying bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/run failure and table QA crash are unrelated." + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test-loading failure is unrelated to the Ovis2 checkpoint corruption report." + "reason": "Unit-test loading failure and corrupted checkpoint are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are different issues." + "reason": "General torch incompatibility and pydantic PretrainedConfig breakage are not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash do not share a concrete bug." + "reason": "Detokenization regression and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure vs PretrainedConfig/pydantic regression are unrelated." + "reason": "Whisper loading failure and pydantic model-field breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5 chat-related, but the reported paths and symptoms differ too much to treat as one bug." + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different symptoms and likely different paths." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3 index-out-of-bounds loading bug is unrelated to torch/transformers version incompatibility." + "reason": "ZeRO-3 IndexError and torch/transformers version incompatibility are unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map issues." + "reason": "Mixtral grouped_mm tracing failure and YOLO multi-GPU device-map failure are different issues." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model execution error is unrelated to table-question-answering crashes." + "reason": "NVFP4 runtime error and table task crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing and Gemma4 PLE device mismatch are different model-specific bugs." + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure is unrelated to the MPS histogram_mps integer kernel issue." + "reason": "Streaming inference API failure and MPS histogram Int error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different kernels and failure modes: grouped_mm tracing vs MPS histogram implementation missing for Int." + "reason": "Both involve MoE-related models, but the traced grouped_mm failure and MPS histogram failure are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve MoE/dtype/tracing problems, but they are not the same concrete code path or fix." + "reason": "Mixtral tracing error and autocast dtype mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral and template compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug is unrelated to a corrupted Ovis2 checkpoint." + "reason": "lm_head weight-tying bug and corrupted checkpoint are not the same failure." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method and YOLO device-map failure are different model/runtime problems." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU auto device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "These are both IndexErrors, but the mask-shape mismatch and Zero-3 empty-tensor index error are different bugs." + "reason": "Both are DeepSpeed ZeRO-3 errors, but the specific exceptions and model contexts differ enough that they do not look like one bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn fallback selection bug is unrelated to remote-code model_class.config_class errors." + "reason": "Flash-attn fallback gating and remote-code config_class failures are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve config/model update regressions, but the StableLm pad_token_idx issue and the pydantic PretrainedConfig field issue are distinct." + "reason": "Missing pad_token_idx in StableLmConfig and a broken PretrainedConfig field in pydantic are related only by version churn, not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and mostly conservative. The two accepted soft pairs are supported by very similar titles/symptoms: the ZeRO-3 size-0 IndexError reports and the AutoTokenizer wrong-token-ID regression reports. The remaining rejections stay cautious and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet: it picks 45920 as the broadest tokenizer-regression issue and correctly characterizes most other pairs as unrelated by title/context. The accepted soft pairs are conservatively phrased as likely same-family DeepSpeed/ZeRO-3 or tokenizer regressions, without overclaiming beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -901,7 +925,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:39186", "issue:40990", @@ -984,229 +1008,229 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "b6d041a799c307bd502c5370d648e35fafd1dffae39ad218d180c701c581cf5e", + "prepared_review_unit_hash": "dbd75fd4ef2cbfe34871e5c79ba6eed7ac80e03be5cf7add41068fc8ef748eba", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36241, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "serialized_chars": 36240, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates and only a few share a plausible concrete bug family. I kept the validation-bug and Qwen video-input matches, but rejected the remote-code/custom-module pair as too title-level to prove the same underlying defect.", - "confidence": 0.65, - "canonical_issue_reason": "issue:45183 is the best canonical issue because it describes a broad, concrete validation bug that can explain the narrower T5-specific report in issue:46463.", + "summary": "Most pairs are unrelated bug reports with similar wording. The only clear duplicate-style match is the trust_remote_code/custom-module cache collision pair (45632/45698).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45632 is the cleaner root-cause report: it describes the cache-path collision for local models with the same leaf directory name, which also explains the wrong-module symptom in issue:45698.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45183 is the strongest representative issue: it states the underlying input-validation defect directly and is the most reusable across models.", + "best_issue_reason": "issue:45632 is the best representative because it states the underlying bug more generally and would absorb the downstream manifestation reported in issue:45698.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different bugs with different model paths." + "reason": "Different failures: PaddleOCR-VL loading under transformers/vLLM vs GGUF gpt-oss architecture support. Not the same code-path." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related errors, but one is a mask/tensor mismatch and the other is TRL embedding unpacking." + "reason": "Both mention shape/indexing errors, but one is a mask-length mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT trainer; different bugs." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure and tensor-parallel support failure are different MoE issues." + "reason": "Grouped_mm tracing error in Mixtral vs tensor-parallel not working for GPT-OSS MoE; different execution paths and symptoms." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different execution paths." + "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is chat/completions streaming on Qwen3.5-0.8B. Not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression is unrelated to tied-weight handling in translation models." + "reason": "Memory/OOM under int4 quantization is unrelated to tied-weights issues on translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are distinct model/runtime problems." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig field validation are different breakages." + "reason": "`init_empty_weights` argument mismatch is a loader/init bug; pydantic `PretrainedConfig` field breakage is a separate API/serialization issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic `PretrainedConfig` breakage." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different initialization/training code paths." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a zero-sized tensor during deepspeed zero3 init. Different causes." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are different bugs." + "reason": "Image preprocessor dtype mismatch in Mistral-3 vs video token/feature mismatch in Qwen3.5-9B; different modalities and code paths." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are version-compatibility complaints, but they describe different failure modes and code paths." + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and unrelated to be the same concrete bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 embedding-quality regression vs nonsensical AutoModel/pipeline output is too vague to treat as the same bug." + "reason": "Siglip2 text embedding quality regression and nonsensical AutoModel/pipeline output are not the same underlying issue." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "The titles are consistent with the same area, but the evidence here is not enough to prove the same concrete video-input bug." + "reason": "Video-input regression in v5.3.0 affects a family of Qwen models, but it is not the same as the apply_chat_template video-feature/token mismatch." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device_map_auto failure are unrelated model-integration issues." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen3.5 multimodal models, but config unwrapping and uninitialized rotary memory are different bugs." + "reason": "Qwen multimodal `text_config` unwrapping and Qwen3_5MoeTextRotaryEmbedding uninitialized memory are different bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Deepspeed zero3/BertModel init failure is unrelated to resume-training with trust_remote_code." + "reason": "Deepspeed zero3 init index error is unrelated to resuming training with local models and trust_remote_code." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash-Attention availability/selection and remote-code model_class.config_class handling are different problems." + "reason": "Flash Attention 2 integration problem and remote-code model_class/config_class AttributeError are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different subsystems: image-preprocessor dtype mismatch vs SFT trainer embedding unpacking." + "reason": "One is an image dtype mismatch; the other is TRL unpacking failure for Qwen3.5 inputs. Not the same bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error and TRL embedding unpacking are unrelated." + "reason": "FSDP weight-shape runtime error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback gating are different issues." + "reason": "Jupyter custom-model initialization in Transformers 5.0.0 is not the same as flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different model families and symptoms; no shared concrete bug." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-quality reports with no shared code-path." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both are in the remote-code/custom-module area, but the packet only supports related symptoms, not a clearly shared underlying bug." + "accept": true, + "reason": "Both describe the same trust_remote_code/custom-module cache collision leading to the wrong custom module being loaded; one is the root-cause report and the other is the manifested wrong-module load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 are unrelated to translation-model tied-weight issues in v5." + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights issues are not the same concrete bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback selection are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior does not match the tied-weights translation-model bug." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling on translation models." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA/indexer discussion and a docs typo are not duplicates." + "reason": "A DSA indexer discussion and a docs typo are not duplicates." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model handling." + "reason": "PagedAttentionCache/linear_attention crash on Qwen3.5 is unrelated to tied weights in translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo vs removed run-command docs mention are different documentation fixes." + "reason": "Cache-strategy typo and docs mention of removed run command are different documentation issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight issues." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Same validation-bug family: wrong XOR/input validation logic, with 46463 being a T5-specific manifestation." + "accept": false, + "reason": "Generic input_ids/inputs_embeds XOR validation messaging is broader than the T5 decoder-input validation bug; different scopes and fixes." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + "reason": "Qwen3.5 embedding unpacking with TRL SFT trainer is unrelated to GraniteMoEHybrid calling an invalid method." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the reasoning is grounded, but one accepted soft-edge verdict overstates the evidence: issue:45632 vs issue:45698 are both in the remote-code/custom-module area, yet the packet only gives titles that suggest related symptoms, not a clearly shared concrete bug. The other accepted pairs look more defensible, but this one is not conservative enough to approve the whole output." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted pair, issue:45632/issue:45698, is well supported by the titles and the stated cache-path/custom-module relationship, while the other soft-edge rejections do not overclaim from the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1222,7 +1246,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:24643", "issue:28530", @@ -1304,220 +1328,226 @@ "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "b6116fb006a005d87a0a388e84e0f9a0c94de0f5ba75fba92dd0503253859388", + "prepared_review_unit_hash": "23840281e09dd6df45095fcf78b273b25c325fcca411331aca03b4087e25d95b", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set, with a few clear duplicate clusters around non-persistent-buffer corruption, SigLIP2 implementation mismatch, StaticCache.get_seq_length return type, and Gemma4 quantized multimodal embedders.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43950 is the broadest, most explicit report of the non-persistent-buffer regression in transformers 5.x, and it cleanly subsumes the closely matching buffer-corruption reports.", + "summary": "This cluster is mostly heterogeneous: many separate Transformers regressions around loading, tokenization, remote-code, quantization, and model-specific errors. Only a few soft edges look like true duplicates, mainly where the titles point to the exact same underlying contract/regression.", + "confidence": 0.73, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella for the cluster\u2019s repeated loading/tokenizer/remote-code regression reports, so it is the best single issue to anchor triage even though the cluster is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest canonical issue candidate overall: clear root cause, broad impact, and multiple near-duplicate manifestations.", + "best_issue_reason": "#45020 is the most representative high-level issue in this set: it captures the recurring recent-version loading breakages that many nearby issues are variants of, making it the best global issue anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different bugs: tokenizer detokenization regression vs a Qwen3-8B-NVFP4 loading/runtime failure." + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen3 NVFP4 load/runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different code paths/symptoms." + "reason": "Both are tokenizer regressions, but they describe different concrete bugs and model behaviors; not the same underlying fix." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example/model-processor mismatch and quantization errors are not the same as a general SigLIP2 text-embedding quality regression." + "reason": "Doc example/model-processor mismatch and quantization failure vs SigLIP2 text embedding quality regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: transformers 5.x corrupting non-persistent buffers / leaving them junk-filled." + "reason": "Same non-persistent buffer corruption regression in Transformers v5; 44534 is essentially the same bug restated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected trainer kwarg vs DeepSpeed ZeRO-3 loading IndexError are unrelated failures." + "reason": "Unrelated trainer API change vs DeepSpeed ZeRO-3 Gemma3 loading error." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." + "reason": "Different subsystems: remote-code AutoConfig field loss vs non-persistent buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Distinct bitsandbytes/storage compatibility problems, not the same failure mode." + "reason": "Different bitsandbytes/float8 incompatibility errors with different root causes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads as the follow-up fix report." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly references the same issue family." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Import error for a model class vs Qwen3.5 flash-attn/3D position_ids crash are unrelated." + "reason": "Different model/pathology: autocast dtype mismatch on Phi MoE vs Qwen3.5 3D position-id/attention issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and outputs." + "reason": "Related tokenizer regressions, but not the same concrete bug or fix scope." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression is not the same as a broad tokenization-change report." + "reason": "SigLIP2 embedding quality issue vs broad tokenizer-version change report; not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Zero-probabilities symptom and degraded text embeddings are different reports without a clear shared root cause." + "reason": "Different SigLIP2 symptoms: unexpected zero probabilities vs worse text embeddings." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Both report the same StaticCache.get_seq_length contract/return-type regression causing downstream arithmetic failures." + "reason": "Same StaticCache.get_seq_length contract problem returning a tensor instead of a plain int, causing downstream breakage." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both describe the same non-persistent-buffer materialization bug; 45902 is a specific manifestation of junk/uninitialized buffer state." + "accept": false, + "reason": "Both involve non-persistent buffers, but the second is about meta->to_empty materialization and uninitialized rotary state, which is a different bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention illegal memory access from 3D position_ids is unrelated to CPU-offload incompatibility." + "reason": "Both mention Qwen3.5, but one is a flash-attn crash from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 discrepancy theme: 43493 looks like the root-cause implementation mismatch behind the degraded embeddings in 43054." + "accept": false, + "reason": "Different SigLIP2 complaints: degraded text embeddings vs HF/JAX implementation discrepancy." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and int4 quantization OOM are different issues." + "reason": "Different training problems: LoRA gradient checkpointing vs int4 quantization memory growth/OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_state rebuild bug is unrelated to buffer materialization corruption." + "reason": "Different Gemma4/Qwen3 issues with unrelated code paths and symptoms." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message and Molmo tied-weights AttributeError are distinct model-loading bugs." + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo attribute error; unrelated." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a model-specific load failure are not the same underlying issue." + "reason": "Generic loading noise vs a specific model failing to load; not the same issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to a Python 3.13 flash_attn import error." + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape error and early-stopping metric lookup are unrelated trainer issues." + "reason": "DeepSpeed training weight-shape error vs early-stopping metric selection issue." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Same broad area (loading) but different model-specific failures and no shared concrete bug." + "reason": "Different model-loading reports with different root causes." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is narrower and different from the broader remote_code breakage report." + "reason": "Both touch remote-code loading, but one is a specific missing-fields AutoConfig bug and the other is a broad umbrella report; not clearly the same concrete defect." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are separate training/perf problems." + "reason": "Different memory/training issues: LoRA checkpointing inefficiency vs Qwen3 MoE memory usage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 config failure are unrelated." + "reason": "Different model/loading failures: Gemma3 ZeRO-3 index error vs Qwen3 MoE FP8 config failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback gating are different subsystems and bugs." + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral AutoTokenizer error-message issue and glm-4v-9b loading failure are not the same bug." + "reason": "Different model-specific loading errors with no shared bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2_5_VL export and bitsandbytes _is_hf_initialized incompatibility are unrelated." + "reason": "Import error for a missing class vs bitsandbytes keyword-argument incompatibility." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only error and GLM5 are different model-specific failures." + "reason": "Qwen3VL weight-only load error vs unrelated GLM5 issue." + }, + { + "left": "issue:44910", + "right": "issue:44928", + "accept": true, + "reason": "Same underlying Qwen3.5 3D position_ids handling bug in attention; one manifests as flash-attn crash, the other as SDPA fallback/NaN instability." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the accepted soft-edge links are conservative enough. The strongest cluster around non-persistent-buffer corruption is well supported by the issue titles (43950/44534/43644/45902), and the StaticCache, SigLIP2, and Gemma4 pairings are also plausible from the packet alone. No PR-pair mergeability issue applies here." + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being heterogeneous. The accepted soft edges are all plausible same-bug or same-regression families from the titles, and the rejected ones avoid overclaiming where the evidence only shows related symptoms rather than a shared fix." }, "evaluator_used": true, "retried": false, @@ -1536,7 +1566,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:24643", "issue:30064", @@ -1598,10 +1628,10 @@ "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:43872|issue:46869", - "issue:43827|issue:44509", "issue:45759|issue:46661", - "issue:45488|issue:46489", + "issue:43827|issue:44509", "issue:43872|issue:44291", + "issue:45488|issue:46489", "issue:43404|issue:43950", "issue:46894|issue:46897", "issue:45020|issue:46661", @@ -1617,211 +1647,211 @@ "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "71e34af024d5b25c62b42afb2bb60950eec2831bbb4b4e3a2f75f44a82eb0b25", + "prepared_review_unit_hash": "d7fb8bfb06ae1482bfecc639a971bb33926295a634a898770c7f934f17109dd1", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36755, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36747, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster with a few true duplicates: docs cleanup around removed pipelines, tokenizer regressions, DeepSpeed/Qwen weight-loading failures, and exact mask-shape error clones. Most other soft edges are only broad thematic matches and should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:41093 is the strongest anchor because it has an exact duplicate in issue:44805 with the same mask/tensor shape-mismatch symptom and a precise, reproducible failure signature.", + "summary": "This is a mixed cluster with only a few true duplicate-style pairs: docs cleanup around removed pipeline tasks, the `_is_hf_initialized`/`Int8Params` loading bug, and the repeated mask-shape mismatch issue. Most other pairs are only thematically related (loading, tokenizer, DeepSpeed, or model-family regressions) but do not look like the same concrete bug or mergeable fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest representative of the largest recurring theme in the cluster (recent-version remote_code/loading regressions), but the cluster is heterogeneous, so it should be treated as a loose anchor rather than a universal canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41093 is the clearest representative of the cluster\u2019s duplicate-worthy subset: it is specific, actionable, and paired with an exact same-bug report.", + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most umbrella-like report, even though several nearby items are separate bugs rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: MPS histogram/int handling in MoE vs Gemma4 PLE device mismatch." + "reason": "Different failures: MPS int histogram support vs device_map='auto' forward device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Unrelated tokenizer-regex crash vs flash-attn fallback gating failure." + "reason": "Tokenizer backend crash and flash-attn fallback gating are different code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code loading regression vs a specific Gemma4 forward device mismatch." + "reason": "Remote_code loading regression vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping lookup bug and remote_code breakage are different code paths." + "reason": "Tokenizer-mapping edge case vs generic remote_code loading regression; different underlying failures." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "Autocast dtype mismatch and device placement mismatch are distinct problems." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA, but checkpoint incompatibility and a tie_word_embeddings warning are not the same bug." + "reason": "Branch-compatibility/LoRA loading issue vs a tie_word_embeddings warning; not a duplicate." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-load failures for different architectures; no shared concrete bug." + "reason": "Different models and different missing-attribute failures during loading." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage and Kimi tokenizer regression are separate failures." + "reason": "Remote_code regression vs Kimi tokenizer codec/regression issue; separate fixes." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different conversion APIs and look like distinct fixes." + "reason": "Both are tokenizer regressions, but they affect different APIs and performance paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes/_is_hf_initialized incompatibility is unrelated to YOLO multi-GPU device-map failure." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs cleanup after v5 removed summarization/translation pipeline tasks." + "reason": "Int8Params/_is_hf_initialized TypeError vs YOLO multi-GPU device_map failure; unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping and remote-code config_class errors are different AutoModel bugs." + "reason": "Composite-config unwrapping bug vs missing config_class on remote-code models; different issues." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:43827", + "right": "issue:44509", "accept": true, - "reason": "Same DeepSeek tokenizer regression in v5; both report incorrect tokenizer handling on DeepSeek families." + "reason": "Same docs regression: v5 removed these pipeline tasks, but the docs still reference them." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same unexpected `_is_hf_initialized` kwarg regression during model loading/init_empty_weights." + "reason": "Same `_is_hf_initialized` / Int8Params loading bug when using init_empty_weights." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Pattern-similar tokenizer regressions, but not clearly the same concrete DeepSeek bug or fix." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug and silent non-persistent buffer corruption are unrelated regressions." + "reason": "Tied lm_head weight bug vs non-persistent buffer corruption; different state-handling failures." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift bug reported on two model families." + "accept": false, + "reason": "Similar training-loss double-shift wording, but the evidence does not show a single shared bugfix." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "The latter is a specific remote-code AttributeError, but not clearly the same concrete bug as the broader regression report." + "reason": "Both are remote-code related, but one is a loading regression and the other is a config_class attribute failure." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper-large-v2 run failure and `_torch_extract_fbank_features()` look related at a high level, but the evidence is too thin to merge." + "reason": "Whisper runtime failure vs `_torch_extract_fbank_features()` issue; different audio code paths." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight conversion under ZeRO-3 and GAS loss averaging are separate DeepSpeed issues." + "reason": "One is missing weight conversion, the other is gradient averaging under GAS; not the same bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient-checkpointing ineffectiveness is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Gradient-checkpointing ineffective vs missing supports_gradient_checkpointing flag; related area, different defect." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated trainer/runtime failures." + "reason": "Trainer signature breakage vs tensor-mask shape mismatch; unrelated failures." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 weight-loading failure across closely related Qwen3-family variants." + "accept": false, + "reason": "Both are DeepSpeed weight-loading complaints, but the concrete missing-weight causes differ." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model checkpoint-loading failures with no concrete shared root cause." + "reason": "Different model-loading failures for different architectures/checkpoints." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad tokenizer error messaging for Voxtral is not the same as a tokenizer-load failure on est-roberta." + "reason": "Bad error message vs hard tokenizer load failure; not the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN from SDPA/BF16 behavior and a flash_attention s_aux=None crash are separate issues." + "reason": "RLHF NaN / SDPA fallback problem vs flash_attention crash on s_aux=None; distinct failures." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Same Qwen3 VL video-input regression in v5.3.0, with 44560 as a model-specific symptom." + "accept": false, + "reason": "Both are video-related, but one is a broad regression and the other is a specific StopIteration in Qwen3-vl-embedding." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Exact same mask/tensor shape mismatch error; clear duplicate." + "reason": "Same mask/tensor shape-mismatch indexing failure, just with different reported sizes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dim error and void-segmentation image-processor failure are unrelated." + "reason": "Completely different topics: DeepSpeed training weight shape error vs void segmentation-map processing." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the summary correctly characterizes the cluster as mostly heterogeneous and only claims a small number of duplicate-worthy pairs, which are supported by the packet (e.g. 41093/44805 exact mask-shape clone, 43827/44509 docs cleanup, 43872/44291 `_is_hf_initialized`, 44479/44560 video regression, 43940/45313 DeepSpeed Qwen load failure). The soft-edge rejections are appropriately conservative, and the accepted pairs are reasonably backed by the issue titles rather than stretched beyond the evidence." + "accept": false, + "feedback": "The overall cluster summary is broadly grounded, but I\u2019d reject because a few soft-edge accepts are too strong for the evidence in the packet. 43827/44509 and 43872/44291 are solid duplicate-style matches, but 45488/46489, 43940/45313, and 46894/46897 look only pattern-similar from the titles, not clearly the same bugfix or single PR-worthy issue. Given the packet\u2019s own deterministic_accept=false on those pairs, the verdicts should stay more conservative. The 45020 umbrella-canonical framing is also a bit overstated for a mixed cluster." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1837,7 +1867,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:36010", "issue:38175", @@ -1897,20 +1927,20 @@ "issue:45325|issue:45902", "issue:43596|issue:46515", "issue:44155|issue:45584", - "issue:45663|issue:45823", "issue:43366|issue:44589", + "issue:45663|issue:45823", "issue:43638|issue:46515", - "issue:43950|issue:45834", "issue:42915|issue:43957", + "issue:43950|issue:45834", "issue:43824|issue:43957", "issue:43716|issue:44560", - "issue:44910|issue:46858", "issue:43645|issue:43646", + "issue:44910|issue:46858", "issue:44560|issue:45685", "issue:42617|issue:43366", "issue:43550|issue:44910", - "issue:36010|issue:42915", "issue:44560|issue:44918", + "issue:36010|issue:42915", "issue:44683|issue:46515", "issue:45812|issue:46489", "issue:45823|issue:46515", @@ -1922,249 +1952,250 @@ "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:42491|issue:43720" + "issue:42491|issue:43720", + "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "6f6e03aaad845b51ec5d12dc0e7819676a400a27687501301ebe4d3d99c03303", + "prepared_review_unit_hash": "40fa208b96e4260276337f38075fe08501cfab6e109445378f0894e6419f4551", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38059, - "estimated_input_tokens": 9515, - "estimated_eval_tokens": 19286 + "soft_pair_count": 35, + "serialized_chars": 38359, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of unrelated Transformers issues. Only two soft pairs look like true duplicates: the custom model initialization regression and the SigLIP2 bad-output regression. Everything else is either a different model family, a different failure mode, or just the same broad subsystem.", - "confidence": 0.88, - "canonical_issue_reason": "43646 is the broadest, most central report of the clearest duplicate theme here: Transformers 5.0.0 breaking custom model initialization. 43645 reads like the same bug with a narrower Jupyter-notebook reproduction.", + "summary": "Mostly unrelated reports; only three soft edges are strong enough to accept: 43645\u219443646, 38175\u219443994, and 45672\u219446899. The deepspeed/Zero-3 BertModel pair (43596\u219446515 and 43638\u219446515) is correctly rejected, not treated as a true duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "43646 is the broader, more general report of the Transformers 5 custom-model initialization regression; 43645 is the narrower Jupyter-specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue because it states the underlying regression in the most general form and is easier to anchor duplicate triage on than the notebook-specific variant.", + "best_issue_reason": "43646 is the best anchor for the custom-model-init cluster because it describes the core regression without the notebook-specific framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type failure vs NemotronH checkpoint loading failure." + "reason": "Different model families and failure modes: Qwen3.5 PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but one is a NemotronH architecture/load mismatch and the other is a Sam3Model text-encoder weight-loading regression." + "reason": "Both are loading failures, but they affect different architectures and concrete code paths." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated model bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + "reason": "GGUF gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both concern tokenizer loading, but they target different models and likely different code paths." + "reason": "Both are loading-related, but the models and symptoms differ; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF feature requests or bugs; not the same underlying change or failure." + "reason": "Different Qwen/GGUF support issue vs sliding-window bug; no shared underlying fix." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both are rotary-embedding related, but one is a Qwen2.5-VL rope scaling bug and the other is a meta->to_empty materialization memory bug in Qwen3_5Moe." + "reason": "Distinct regressions: Qwen2.5-VL rope scaling vs Qwen3_5Moe meta\u2192to_empty materialization." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Completely different issues: DeepSpeed ZeRO3/Bert index error vs a torch-version incompatibility." + "reason": "The BertModel Zero-3 IndexError is a specific training-time bug, not a general torch 2.4.1 incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but one is a track-leak batching bug and the other is an empty-transcription generation failure." + "reason": "Different pipelines and failures: AudioFlamingo3 batched leakage vs Whisper empty-transcription generation." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuild vs device_map='auto' device mismatch." + "reason": "GGUF/gpt-oss support is unrelated to the Float8 storage TypeError." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "No shared concrete bug: gpt-oss support vs missing Float8 storage handling." + "reason": "Same model family, but different code paths: FSDP2 shared_kv_states rebuild vs device_map=\"auto\" device mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different failures: ZeRO3/Bert initialization index error vs torch compatibility issue." + "reason": "BertModel Zero-3 IndexError is not the same as a broad torch version incompatibility report." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Different subsystems and symptoms: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs meta-device loading breakage in different models." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is Qwen3Moe FP8 failure and the other is meta-device loading breakage." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export failure for a VL class is not the same bug as meta-device model loading breaking some models." + "reason": "ImportError for Qwen2.5-VL is unrelated to meta-device loading failures." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and code paths: Mistral-3 dtype mismatch vs Qwen3-vl-embedding video StopIteration." - }, - { - "left": "issue:44910", - "right": "issue:46858", - "accept": false, - "reason": "Both involve attention/cache behavior, but one is a Qwen3.5 flash-attention position_id bug and the other is static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Different symptoms and models: image-preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying regression: Transformers 5 breaks custom model initialization; 43645 is the notebook-specific reproduction." + "reason": "Same Transformers 5 custom model initialization regression; 43645 is just the Jupyter-specific variant." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but the concrete bugs are different code paths." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated: Qwen3-vl video input StopIteration vs an MPS histogram/int-type issue in moe." + "reason": "Qwen3-vl video StopIteration vs MPS histogram support for Int in MoE code." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different reports with no shared concrete code-path bug." + "reason": "3d_parallel runtime issue is unrelated to GGUF gpt-oss support." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both are attention/compile failures, but they affect different models and failure mechanisms." + "reason": "Different bugs: torch.compile+SDPA on Bamba vs flash-attention 3D position_ids on Qwen3.5." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different problems: GenerationMixin import error vs Qwen3Moe FP8 model failure." + "reason": "Video StopIteration vs TRL SFT unpacking embeddings; different code paths." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Different Qwen issues: video StopIteration vs trl SFT embedding unpacking." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch version issues, but not the same one: compiled flex_attention on torch >=2.9 vs generic torch 2.4.1 incompatibility." + "reason": "torch>=2.9 compiled flex_attention failure vs torch 2.4.1 incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate fixes." + "reason": "Tokenizer regressions, but in different model families and likely different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement bug is distinct from the torch 2.4.1 incompatibility report." + "reason": "Gemma4 device mismatch is not the same as a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different issues: tokenizer mapping-name validation vs Gemma4 PLE device mismatch." + "reason": "add-new-model-like/tokenizer mapping failure is unrelated to Gemma4 PLE device placement." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression: both describe incorrect/meaningless outputs for google/siglip2-base-patch16-224." + "reason": "Same Siglip2-base-patch16-224 output regression: zero probabilities vs nonsensical results through AutoModel/pipeline." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: video StopIteration vs a generic mask/tensor shape mismatch." + "reason": "Qwen3-vl video StopIteration vs generic mask/index shape mismatch." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both involve Gemma4 multimodal 4-bit behavior, but one is uint8 torch.finfo failure in audio modules and the other is a broader unsafe dtype cast issue." + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug class; both point to unsafe dtype handling in embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different bugs: _is_hf_initialized breakage vs Kosmos2.5 long-input indexing." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation problems for different model families." + "reason": "Both are config-validation issues, but for different models and without a shared code-path." }, { "left": "issue:43638", - "right": "issue:44661", + "right": "issue:44589", "accept": false, - "reason": "DeepSpeed/Bert ZeRO3 index error is unrelated to TOKENIZER_MAPPING_NAMES add-new-model-like validation." + "reason": "BertModel Zero-3 IndexError is unrelated to the Float8 storage lookup failure." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "No shared underlying bug: ZeRO3/Bert loading failure vs tokenizer mapping validation." + "reason": "Qwen3_moe LoRA compatibility on hf5.x is unrelated to BitNet packed-weight loading." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Different issues entirely: Qwen3_moe LoRA compatibility across branches vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Model-addition/tokenizer-mapping failure is unrelated to the mask shape IndexError." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the verdicts are conservative. The accepted pair 43645/43646 is well supported by the titles and descriptions, and the other pairs are rejected with appropriately cautious, model- and failure-mode-based reasoning. No PR-pair mergeability issues apply here." + "accept": false, + "feedback": "The overall conservatism is good, but the summary overstates the evidence by listing the deepspeed/Zero-3 BertModel IndexError as one of the true duplicate clusters. In the packet, both 43596\u219246515 and 43638\u219246515 are explicitly soft-rejected, so that pair should not be described as a true duplicate. The accepted pairs that are grounded are 43645\u219443646, 38175\u219443994, and 45672\u219446899." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2180,7 +2211,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:38175", "issue:39692", @@ -2201,12 +2232,11 @@ "issue:44164", "issue:44291", "issue:44387", + "issue:44402", "issue:44451", "issue:44488", "issue:44534", - "issue:44661", "issue:44756", - "issue:44805", "issue:44863", "issue:44910", "issue:44960", @@ -2233,7 +2263,6 @@ ], "soft_pairs": [ "issue:43317|issue:44756", - "issue:44661|issue:44805", "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", @@ -2261,222 +2290,230 @@ "issue:45488|issue:45812", "issue:45276|issue:45335", "issue:45362|issue:45406", - "issue:44910|issue:45588" + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" ], - "prepared_review_unit_hash": "3d803237048f2871cbf95780850aece2d1ca488e8487a529323c71d33d73b880", + "prepared_review_unit_hash": "5fff046314a9278d71c2d611cb435e47ccdf4f04eb05424eaa223a1026803144", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36660, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only clear duplicate here is the Transformers v5 non-persistent-buffer regression pair; the rest are mostly same-subsystem or same-model-family reports but not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the cleanest canonical issue: it is a broad, generic statement of the regression and has an exact duplicate in issue:44534.", + "summary": "Only one soft edge looks like a true duplicate: the two reports of Transformers 5.0.0 filling non-persistent buffers with junk. The rest are related by topic or model family but describe different failures or code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the clearest representative of the one confirmed duplicate pair, with a broad title that captures the shared regression and earlier report date.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 best represents the confirmed duplicate pair because it describes the core bug directly and broadly, without model-specific noise.", + "best_issue_reason": "issue:43644 best represents the cluster because it names the concrete regression directly and matches the accepted duplicate exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: quantization/offload loading failure vs Strix Halo mmap OOM mitigation." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Unrelated bugs: tokenizer-mapping failure vs a tensor mask shape mismatch." + "reason": "Different failures: dequantized model offload/load bug vs Strix Halo mmap OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a SigLIP2 probability/output issue while the other is a doc-example/model-processor mismatch plus quantization failure." + "reason": "Both involve SigLIP2, but one is a zero-probability/model output bug and the other is a broken docs example with processor mismatch and quantization issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3/Qwen3MoE, but the failure modes and code paths are different (device-mapping assert vs FineGrainedFP8Config)." + "reason": "Different model/code path and symptom: Qwen3 auto device-mapping cuda assert vs Qwen3MoE fine-grained FP8 failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Completely different root causes: FP8/Qwen3MoE failure vs mmap/OOM on Strix Halo." + "reason": "Unrelated: Qwen3MoE FP8 training/loading issue vs Strix Halo mmap OOM workaround." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both are loading/embedding issues, but one is Qwen3 MoE LoRA compatibility across versions and the other is Gemma4 resize_token_embeddings propagation." + "reason": "Different models and mechanisms: Qwen3 MoE hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failures; only a broad flash-attention theme is shared." + "reason": "Unrelated model families and failures." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading regressions for different repos, but the titles do not establish the same concrete bug or shared code path." + "reason": "Both are load failures for different checkpoints, but the titles do not show the same concrete bug or shared code path." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning missing entries." + "reason": "Different models and symptoms: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan OOM/shape errors." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related dtype theme, but one is loading composite checkpoints and the other is from_config() leaving config.dtype stale." + "reason": "Both are dtype-related, but one is ignored dtype on multimodal loading and the other is stale config dtype after from_config." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Separate regressions: DeepSpeed ZeRO-3 load failure vs incorrect visual-encoder keys on save_pretrained." + "reason": "Same family, but different issues: ZeRO-3 load failure for language_model vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and different kinds of breakage; no evidence of a shared underlying bug." + "reason": "Unrelated: GraniteMoEHybrid invalid method call vs broken Nemotron example." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Same version bump, but one is buffer initialization and the other is custom-model initialization in Jupyter; not the same bug." + "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization problem." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 model family, but one is a documentation example failure and the other is bad runtime outputs; not clearly the same underlying defect." + "reason": "Same model family, but the first is a broken documentation example and the second reports nonsensical model outputs; not clearly the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different loading paths and models: Qwen3 MoE accelerate+deepspeed weight conversion vs GLM-4.7-Flash unit-test loading." + "reason": "Different models and different loading paths." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different models and do not clearly share the same root cause." + "reason": "Both are tokenizer-loading regressions, but for different models and without evidence of the same underlying tokenizer bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory inefficiency and the other is quantization offloading behavior." + "reason": "Different problems: Qwen3 MoE training memory inefficiency vs quantization/offloading behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading bugs with different symptoms: GLM-4.7-Flash test failure vs Qwen3-VL weight-shape mismatch." + "reason": "Different models and distinct load failures." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Both are embedding-related, but the issues are about different model families and different affected submodules." + "reason": "Different model-specific resize_token_embeddings regressions." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization causing reserved-memory OOM." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated training-loop max_steps math bug vs optimizer argument handling." + "reason": "Different training/optimization bugs with no shared concrete code path." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Similar API symptom, but the titles point to different model-specific embedding update paths and not one concrete duplicate bug." + "reason": "Different model-specific embedding propagation bugs." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and failure modes: GLM5 issue vs quantized model save/load corruption." + "reason": "Unrelated: GLM5 issue vs quantized-model save/load regression." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/load bugs: extra_state handling vs unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "Both are save/load/init issues, but the concrete failures differ: extra_state handling vs unexpected _is_hf_initialized argument." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are double-shift training-loss bugs, but for different model implementations; the titles do not show one shared code-path fix." + "reason": "Similar loss-shift pattern, but different model implementations; not clearly the same underlying bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are silent tokenizer regressions, but they affect different tokenizer families and appear to be separate bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and describe different incorrect behaviors." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Very similar API symptom, but the affected models/submodules differ enough that this looks like separate model-specific fixes rather than one duplicate." + "reason": "Similar API symptom, but different affected submodules and model implementations; not enough to treat as the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes in different components: Qwen3.5 chat path vs Gemma4Processor missing _tokenizer in serve." + "reason": "Unrelated failures in different components/models." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash_attention, but one is a 3D position_ids packing bug and the other is an s_aux=None AttributeError; not the same issue." + "reason": "Different flash-attention crashes with different root causes and error modes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Related to tokenizer/model loading, but one is vocab-size mismatch and the other is a model-load regression for a different checkpoint." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model families and failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical/duplicate choice is grounded in the packet: issue:43644 and issue:44534 both describe the same non-persistent-buffer regression, and the remaining pair verdicts stay conservative by requiring more than shared subsystem/model family evidence." + "feedback": "The summary is grounded in the packet, and the single accepted soft edge (issue:43644 \u2194 issue:44534) is well supported by the near-identical titles. The other pairwise rejections are conservative and generally stick to differences visible in the issue titles. No obvious overstated duplicate claim." }, "evaluator_used": true, "retried": false, @@ -2495,11 +2532,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:36010", "issue:39404", - "issue:39692", "issue:41720", "issue:42175", "issue:42796", @@ -2510,6 +2546,8 @@ "issue:43425", "issue:43454", "issue:43645", + "issue:43646", + "issue:43708", "issue:43854", "issue:43873", "issue:43957", @@ -2522,13 +2560,12 @@ "issue:44402", "issue:44451", "issue:44479", - "issue:44488", + "issue:44589", "issue:44756", "issue:44863", "issue:44877", "issue:44912", "issue:44928", - "issue:44960", "issue:45216", "issue:45276", "issue:45292", @@ -2546,8 +2583,6 @@ "issue:46829" ], "soft_pairs": [ - "issue:44402|issue:44488", - "issue:39692|issue:44960", "issue:43425|issue:43957", "issue:41720|issue:44155", "issue:45663|issue:45759", @@ -2571,233 +2606,235 @@ "issue:44164|issue:44756", "issue:42796|issue:46326", "issue:45588|issue:45663", - "issue:45684|issue:45698", "issue:43854|issue:45216", + "issue:45684|issue:45698", "issue:45292|issue:45335", "issue:43645|issue:44164", "issue:42175|issue:43957", - "issue:44402|issue:44451" + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "0953ad7182bf993457101b7953890c06f41b4efdd3b56d158a44657e659b2264", + "prepared_review_unit_hash": "e4233b2de85ab8ae5f65f7ae00ac780ada1a2fa1227468245cbce5283b0fd3ab", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36441, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues. The only clear duplicate family is the resize_token_embeddings/output_embeddings regression across Gemma4, generic, and T5Gemma variants.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45292 is the cleanest representative of the resize_token_embeddings regression because its title is the most general and matches the shared symptom across the related model-specific reports.", + "summary": "Mostly unrelated transformer issues, with one small duplicate cluster around `resize_token_embeddings` not propagating to model output/decoder embeddings across Gemma4/T5Gemma variants.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic report of the embedding-resize propagation bug and best serves as the umbrella duplicate target for the model-specific variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best standalone issue to keep: it is concrete, broadly scoped, and can absorb the closely related model-specific variants in the same duplicate family.", + "best_issue_reason": "Issue 45292 is the clearest representative of the shared bug class: `resize_token_embeddings` updates are not reflected in downstream embeddings/output weights, with nearby issues describing the same failure in specific model families.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures involving vocab/special-token mismatches, but the titles do not indicate the same concrete bug or code path." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "Different models and different failures: SigLIP2 doc example errors vs a GLM5 issue." - }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch compatibility complaint; the other is a meta-device model-loading bug. Different problems." + "reason": "One is a Torch version compatibility complaint; the other is a meta-device loading regression affecting specific models. Different bugs and fixes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated bugs." + "reason": "Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batch token/embedding leakage. Not the same code path." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different code paths." + "reason": "Gemma4 FSDP2 shared-kv state error vs Qwen multimodal config unwrapping in `from_config`. Separate model-initialization problems." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they target different models and likely different initialization paths; not enough to treat as the same bug." + "reason": "Both mention untied `lm_head`, but they are different model implementations and likely different missing tie-weight fixes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument when using init_empty_weights is unrelated to disabling mmap on Strix Halo." + "reason": "`init_empty_weights` argument breakage is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated issues." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/offloading memory behavior, but one is about offloading not working and the other about increased reserved memory leading to OOM; not the same bug." + "reason": "Both involve memory/quantization, but one is offloading behavior and the other is increased reserved memory under int4 quantization. Not the same defect." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment semantics and VideoPrism output field mapping are different issues." + "reason": "ModelOutput key assignment bug vs VideoPrism output field mismatch. Different output-structure issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 training/FSDP2 and Qwen3_5Moe rotary embedding CPU offload are unrelated." + "reason": "Gemma4 FSDP2 attention state bug vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility. Unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-related model-loading issues, but they concern different quantization formats and failure modes." + "reason": "Distinct quantization/model-loading failures for different models and backends." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper return_language behavior are unrelated." + "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions." + "reason": "Same broad area of gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition. Different problems." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch are different bugs." + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch during forward." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization OOM and mmap disablement on Strix Halo are different issues." + "reason": "Int4 quantization OOM from reserved memory is not the same as disabling mmap on Strix Halo." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap/OOM behavior are unrelated." + "reason": "Meta-device model loading failure and Strix Halo mmap/OOM are different memory/loading regressions." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration and Gemma4 FSDP2 attention state rebuilding are unrelated." + "reason": "SwitchTransformers sparse-layer construction bug vs Gemma4 FSDP2 shared-kv-state error. Different model subsystems." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken official Nemotron example are not clearly the same underlying bug." + "reason": "NemotronH checkpoint loading failure vs broken example script. Related family, but not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; 45276 is just the Gemma4-specific manifestation of the more general output_embeddings issue." + "reason": "Same underlying embedding-resize propagation bug; 45276 is a Gemma4-specific manifestation of 45292's generic issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "A video-input regression in Qwen models and a strict-config loading failure for granite_speech are unrelated." + "reason": "Video input regression for Qwen VL models vs strict config rejection for granite_speech. Different failures." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and RLHF NaN explosions from 3D position_ids are different problems." + "reason": "Eval-mode gradient checkpointing prohibition vs RLHF NaN from 3D position_ids/SDPA fallback. Not the same bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap/OOM behavior are unrelated." + "reason": "save/from_pretrained `extra_state` handling is unrelated to the Strix Halo mmap issue." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are separate tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention crash on `s_aux=None` is unrelated to Gemma4 FSDP2 shared state rebuilding." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Read-only permissions propagation in save_pretrained is unrelated to loading the wrong custom module after save_pretrained." + "reason": "Model loading test failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression. Different code paths." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different bugs." + "reason": "Both concern custom-model save/load, but one is permissions propagation and the other is wrong module reloading. Not duplicates." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report the same resize_token_embeddings bug failing to update downstream embedding/output weights across model variants." + "reason": "Same resize-token-embedding propagation bug; 45335 is a T5Gemma-specific instance of the broader issue in 45292." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization and extra_state save/load handling are unrelated." + "reason": "Jupyter/custom-model initialization breakage is separate from `extra_state` save/load handling." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Missing TensorFlow backend in pip extras and meta-device model loading failures are unrelated." + "reason": "Packaging/backend dependency omission is unrelated to meta-device loading regressions." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are loading issues around specific BERT-style models, but the titles do not show the same concrete failure or shared code path." + "reason": "Different model-tokenizer loading issues; one is vocab/token placement, the other is loading a specific model in latest version." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs Trainer resume/max_steps miscalculation. Different functionality." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization error is unrelated to Strix Halo mmap/OOM." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the resize_token_embeddings/output_embeddings trio (45292, 45276, 45335) as a clear duplicate family, which is well supported by the titles. The other pairwise rejections are cautious and consistent with the visible evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only clear cluster is the resize_token_embeddings propagation issues around issue:45292, issue:45276, and issue:45335, and the rejection calls for the other soft pairs are appropriately cautious based on the titles alone. No evidence of overstated duplicate claims or mergeability issues." }, "evaluator_used": true, "retried": false, @@ -2816,17 +2853,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:36032", "issue:39404", "issue:43299", "issue:43425", "issue:43452", + "issue:43596", "issue:43611", + "issue:43632", "issue:43645", - "issue:43646", - "issue:43708", "issue:43716", "issue:43828", "issue:43856", @@ -2864,11 +2901,10 @@ "issue:46869", "issue:46894", "issue:46899", - "issue:46901" + "issue:46901", + "issue:47050" ], "soft_pairs": [ - "issue:43646|issue:43708", - "issue:44589|issue:44756", "issue:46894|issue:46901", "issue:43425|issue:43828", "issue:46315|issue:46491", @@ -2887,8 +2923,8 @@ "issue:43906|issue:44530", "issue:43994|issue:44079", "issue:44265|issue:44898", - "issue:46050|issue:46326", "issue:36032|issue:43452", + "issue:46050|issue:46326", "issue:44164|issue:45759", "issue:39404|issue:44912", "issue:43906|issue:46326", @@ -2898,228 +2934,230 @@ "issue:45479|issue:46894", "issue:43856|issue:44756", "issue:43299|issue:43931", - "issue:44164|issue:46821" + "issue:44164|issue:46821", + "issue:43632|issue:47050", + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "37d85894051b0e696b8ab4620301b3a8b80178b5cf86e99853b5575933bd29ec", + "prepared_review_unit_hash": "1efd394f368059374da1edb2ba6255643322031621577b41491ec2e07e0d9ba7", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36939, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers regressions and model-specific bugs; none of the proposed soft edges look like true same-bug duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and docs issues; the soft pairs are similar at a surface level but do not share the same concrete bug or fix path.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45701 is the broadest representative of the recurring tokenizer-regression theme in this set, with a title that most naturally covers version-dependent tokenization changes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the most suitable global representative because it is broad, regression-oriented, and closest to the common symptom space across several other tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Different failures: custom model init in notebooks vs Trainer checkpoint resume/max_steps logic." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Unrelated bugs: float8 storage lookup vs mmap/OOM behavior on Strix Halo." - }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same broad symptom class, but different models and likely different training-loss implementations." + "reason": "Both mention a training-loss shift pattern, but they are model-specific reports with no evidence of the same shared code path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same bug as an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "One is a general Torch 2.10 incompatibility report; the other is a torch.autocast dtype mismatch in Phi-tiny-MoE. Different failures." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token conversion vs a leading-space round-trip correctness bug." + "reason": "Performance regression in convert_tokens_to_ids vs. a leading-space round-trip bug. Different tokenizer behaviors." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer issues." + "reason": "Wrong token IDs for Granite models is unrelated to added-token lookup slowdown." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." + "reason": "Whisper pipeline return_language failure is a pipeline behavior bug, not the same issue as general tokenization changes." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different code paths: PagedAttentionCache group-type crash vs template compilation error." + "reason": "PagedAttentionCache linear_attention crash and a template-node compilation TypeError are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models, but one is base_model_prefix loading and the other is notebook initialization behavior." + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is notebook-defined custom model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility is unrelated to YOLO device_map multi-GPU loading failure." + "reason": "Torch version incompatibility is unrelated to YOLO multi-GPU device_map loading." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper return_language pipeline behavior is not the same as from_pretrained-in-class inconsistency." + "reason": "Whisper pipeline return_language and from_pretrained-inside-classes are distinct behaviors with different root causes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different issues." + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device placement during forward." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General Torch version incompatibility does not match a Mistral-3 image preprocessor/model dtype mismatch." + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Broad Torch incompatibility and device_map auto mismatch are separate failure modes." + "reason": "These are both compatibility-style reports, but they affect different models and different failure modes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and likely different tensor-shape paths: video input regression vs mask/index shape mismatch." + "reason": "Video-input regression for Qwen VL models does not match a generic mask-shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation failure." + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different deprecated pipeline/task references." + "reason": "Both are docs-related, but they target different pipeline task deprecations and behavior changes." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of one bug is not the same as a Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated bugs." + "reason": "Wrong/incoherent model outputs for SigLIP2 are not the same as ModelOutput key assignment semantics." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolate_pos_encoding behavior." + "reason": "torch.export failures for torch_compilable_check are unrelated to Perceiver non-default-resolution failures." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message are different subsystems." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are separate tokenizer-loading bugs." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "T5 tokenizer load error and gguf AutoTokenizer/AutoModel loading failure are distinct issues." + "reason": "Sinq save/load breakage and mistral_common continue_final_message behavior are different features." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling is not the same as unwrapping text_config in composite configs." + "reason": "extra_state save/load handling is unrelated to unwrapping text_config in composite multimodal configs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "Whisper return_language and MXFP4 quantization fallback are different regressions." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These concern different models and code paths; no clear shared bug." + "reason": "Reproduction of a prior issue and a tokenizer message-continuation bug do not share the same underlying defect." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM output regression and tokenizer-loading failure for EMBEDDIA/est-roberta are not the same bug." + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure and Mistral regex patch crash are separate tokenizer code paths." + "reason": "Both involve tokenizer loading, but one is a Mistral regex patch crash and the other is a different model's tokenizer load failure." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4, but one is device placement and the other is unsafe dtype casting in multimodal embedders." + "reason": "Gemma4 device-map placement issues and Gemma4 multimodal 4-bit dtype-cast issues are related only by model family, not the same bug." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and training-loss label shift bug are different problems." + "reason": "A sequence-classification loss degeneracy is not the same as ASR training-loss double-shift behavior." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different resource problems." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is a broad v5.dev regression and the other is a specific weight-shape mismatch." + "reason": "Qwen3VL MoE loading regression and Qwen3-VL weight-shape mismatch are separate loading failures." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state serialization and TimesFM window_size AttributeError are unrelated." + "reason": "extra_state serialization and a TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Canine ONNX fp16 dtype mismatch are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention failures." } ] }, @@ -3141,7 +3179,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:34567", "issue:36032", @@ -3151,13 +3189,13 @@ "issue:42175", "issue:42796", "issue:42915", + "issue:43317", "issue:43404", "issue:43421", "issue:43452", "issue:43482", "issue:43541", "issue:43582", - "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -3165,6 +3203,7 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43746", "issue:44206", "issue:44220", "issue:44451", @@ -3189,13 +3228,10 @@ "issue:46326", "issue:46402", "issue:46489", - "issue:46897", - "issue:47050" + "issue:46897" ], "soft_pairs": [ - "issue:43632|issue:47050", "issue:45479|issue:46897", - "issue:43596|issue:44683", "issue:44488|issue:44987", "issue:44488|issue:45081", "issue:43611|issue:43644", @@ -3222,226 +3258,228 @@ "issue:44811|issue:45584", "issue:43452|issue:43482", "issue:44987|issue:44991", - "issue:45084|issue:45507" + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "78916c606c253e40d6bccf49504afda4f5468cddb4dd93ad8f7dc85536b2a3d7", + "prepared_review_unit_hash": "d4d5ee1970d314d415e63770e7f0a8bc930971981f762aa0a7d4d6be33932315", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36789, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are separate Transformers v5 regressions across different models/features. The only soft pair that looks like the same underlying bug is the v5 initialization regression around custom model construction and buffer state (43644/43646). No PRs were provided.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43646 is the best canonical issue because it is the broader regression report: custom model initialization is broken in v5, which can subsume the more specific buffer symptom in 43644.", + "summary": "Mostly unrelated issue set with no PRs. The one audio-feature-extraction pair is only superficially related from titles/metadata, so it should not be merged as the same bug on the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44206 is the clearest standalone issue in the audio-feature-extraction area, but the metadata is not strong enough to prove 44220 is the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest standalone representative of the cluster since it describes the most general and actionable failure mode in the v5 init path.", + "best_issue_reason": "44206 is the best issue anchor because it names a concrete regression and failing path more clearly than 44220.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43632", - "right": "issue:47050", - "accept": false, - "reason": "Different failures and code paths: HF init flag/loading regression vs Canine ONNX attention dtype mismatch." - }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both are training-loss bugs, but they are different mechanisms: degenerate classification loss vs double-shift seq2seq loss." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Unrelated areas: deepspeed/bert zero3 init error vs torch>=2.9 flex_attention compilation failure." + "reason": "Different bug classes: zero-loss classification vs Florence2 training double-shift." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and likely different tokenizer/config failures." + "reason": "Both are load failures, but they involve different models and no shared concrete code path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading regression vs a Mistral regex patch crash; not the same concrete bug." + "reason": "Repository tokenizer loading and Mistral regex-patching are separate tokenizer paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both relate to v5 regressions, but base_model_prefix loading and non-persistent buffer contents are distinct problems." + "reason": "Base-model-prefix loading breakage and non-persistent buffer junk are distinct regressions." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different subsystems and symptoms." + "reason": "Tokenizer BPE-marker handling is unrelated to tied lm_head weights in Mistral3." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer behavior, but one ignores tokenizer.json while the other has a DeepSeek-specific output regression." + "reason": "Repository tokenizer.json handling and DeepSeek-Coder tokenizer output are different bugs." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to Qwen3Moe FP8 config failure." + "reason": "T5 tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model-structure/loading regressions: CLIP class inconsistency vs Sam3 text encoder weights not loading." + "reason": "CLIP structure mismatch and Sam3 text-encoder weight loading affect different model code paths." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral dtype mismatch in image preprocessing is unrelated to a template-node compilation TypeError." + "reason": "Image preprocessor dtype mismatch is unrelated to template-node compilation errors." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM predictions are separate model-specific bugs." + "reason": "Whisper return_language pipeline issue and CamemBERT masked-LM predictions are not the same bug." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping failure and flex_attention compilation failure are unrelated changes." + "reason": "Tokenizer mapping registration failure and flex_attention compile regression are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 paged-attention cache errors." + "reason": "trust_remote_code field loss and PagedAttentionCache group-type crash are different issues." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/offload behavior, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + "reason": "XLNet CPU arange placement and Qwen offload incompatibility are separate device bugs." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Same model family but different bugs: FP8 config failure vs cache group-type crash." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid-group-type crash do not share a concrete fix." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different repositories and do not indicate the same underlying bug." + "reason": "Both are load failures after updates, but they target different models and symptoms." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a model is unrelated to runtime special-token post-processor updates." + "reason": "High perplexity on one model is unrelated to tokenizer post-processor update behavior." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to the template-node compilation error." + "reason": "Torch dynamo grouped_mm failure and non-template-node compile error are different failures." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counting and multimodal IterableDataset failures are unrelated." + "reason": "Trainer token counting bug and multi-image IterableDataset finetuning failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", - "accept": true, - "reason": "Both describe the same v5 initialization regression: broken model construction/custom init, with 43644 being a concrete symptom of the broader failure." + "accept": false, + "reason": "Non-persistent buffer corruption is not the same concrete bug as generic custom model initialization breakage." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different multimodal/tokenizer issues: IterableDataset with multiple images vs continue_final_message handling for mistral_common tokenizers." + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` regression." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized regression are different issues." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend packaging, but one is torch extra installation and the other is an unsupported tensorflow_text backend mapping error." + "reason": "TensorFlow extra packaging and backend mapping validation are separate backend problems." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature issues, but one is a LasrFeatureExtractor API regression and the other is a separate fbank extraction problem." + "reason": "The titles both concern audio feature extraction, but 44206 is a specific unsupported-`center` regression while 44220 only names `_torch_extract_fbank_features()`; titles/metadata do not establish the same concrete code-path bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and Jupyter custom model initialization are unrelated." + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization are unrelated v5 regressions." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper decoding skip_special_tokens bug and empty-transcription generation failure are related to Whisper but not the same defect." + "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different behaviors." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve gguf/model loading, but the concrete failures differ: gguf_file handling vs Qwen2.5-GGUF incompatibility with v5." + "reason": "Generic gguf_file from_pretrained breakage and Qwen2.5-GGUF loading failure are not the same bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading failures after v5, but they involve different models and likely different root causes." + "reason": "Both are versioned tokenizer-load failures, but the models and failure modes differ." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error and GraniteMoEHybrid invalid method call are unrelated issues." + "reason": "Compilation/template-node error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized-load failure and GGUF model loading failure are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common continue_final_message are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644/issue:43646, is supported by the titles and similarity signal as a shared v5 initialization regression. The rest of the verdicts avoid overclaiming and the note that no PRs were provided is accurate." + "accept": false, + "feedback": "The overview is mostly conservative, but it overstates the evidence for the one accepted pair. In the packet we only have titles and metadata for 44206/44220, which show related audio-feature-extraction symptoms, not a clearly established shared crash path or identical function-level bug. That makes the acceptance too assertive for the available evidence. The rest of the rejections are generally conservative, and there are no PRs to assess." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3456,26 +3494,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28530", "issue:34567", "issue:36032", + "issue:41720", "issue:42915", "issue:43089", "issue:43208", "issue:43262", - "issue:43317", "issue:43322", "issue:43377", "issue:43404", - "issue:43482", + "issue:43531", "issue:43540", "issue:43632", "issue:43645", "issue:43646", "issue:43742", - "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3494,13 +3531,13 @@ "issue:44589", "issue:44610", "issue:44849", + "issue:44877", "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45325", "issue:45987", - "issue:46326", "issue:46661", "issue:46821", "issue:46869", @@ -3508,8 +3545,6 @@ "issue:47013" ], "soft_pairs": [ - "issue:43317|issue:43482", - "issue:43746|issue:46326", "issue:43262|issue:43377", "issue:43208|issue:47013", "issue:43883|issue:44488", @@ -3521,225 +3556,233 @@ "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:43404|issue:44466", - "issue:28530|issue:34567", "issue:44987|issue:45081", + "issue:28530|issue:34567", "issue:43994|issue:44610", "issue:44464|issue:45987", "issue:42915|issue:44291", - "issue:44008|issue:46899", "issue:44451|issue:45081", "issue:36032|issue:43742", + "issue:44008|issue:46899", "issue:44062|issue:44987", "issue:44265|issue:44610", "issue:43322|issue:43540", "issue:42915|issue:44589", "issue:43632|issue:46821", "issue:44479|issue:45325", + "issue:43883|issue:44991", "issue:43089|issue:45987", - "issue:43883|issue:44991" + "issue:43531|issue:44877", + "issue:36032|issue:41720" ], - "prepared_review_unit_hash": "5f48cbd4886cf5449400e6e628073faea1503ebdcd129ae2faa4985090fe40b5", + "prepared_review_unit_hash": "3f4061866955ef529d56ea59792d5b37e315679b2cebd471098b614684e5f766", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36644, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous grab bag of unrelated Transformers bugs. A few items cluster around v5/custom-model initialization and a few around Qwen VL video handling, but the proposed soft edges are not tight enough to be treated as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43632 is the closest thing to a root-cause regression in the set: it targets a core v5 initialization/state-change problem that could plausibly underlie some nearby model-loading/custom-model failures.", + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues; there is no PR data. The closest thematic concentration is around v5 initialization/regression problems, but none of the soft edges look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43632 is the strongest anchor because it states a broad v5 initialization regression with a likely root-cause flag (`_is_hf_initialized`) that overlaps conceptually with several nearby initialization-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "As the representative issue for this cluster, 43632 is the broadest and most systemic; most other issues are either narrower manifestations or clearly unrelated model-specific bugs.", + "best_issue_reason": "issue:43632 is the best representative issue for this cluster: broad, root-cause-oriented, and closer to the shared v5 regression theme than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:43262 \u2014 audio processor chat template defaults to 16kHz", + "right": "issue:43377 \u2014 MIMI encoder batched vs single outputs differ", "accept": false, - "reason": "Different code paths and symptoms: dequantized model offload/loading vs GGUF model loading failure." + "reason": "Both are audio-related, but one is about sampling-rate defaults and the other about padding-mask/batching behavior in a different model." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43208 \u2014 xLSTM bugs preventing training <7B", + "right": "issue:47013 \u2014 xLSTM train crash when return_last_states=False", "accept": false, - "reason": "PEFT local checkpoint loading and tokenizer continue_final_message are unrelated bugs." + "reason": "Same family, but the titles describe different defects and code paths; not the same underlying bug." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43883 \u2014 Molmo missing all_tied_weights_keys", + "right": "issue:44488 \u2014 cannot load cjvt/sleng-bert", "accept": false, - "reason": "Audio sampling-rate defaulting and MIMI batch-vs-single padding-mask behavior are distinct issues." + "reason": "These are unrelated loading failures with different models and different failure modes." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43792 \u2014 whisper-large-v2 can't run", + "right": "issue:46869 \u2014 YOLO model failing on multi-GPU auto device map", "accept": false, - "reason": "Both are xLSTM-related, but one is a bundle of three training bugs while the other is a specific train-mode unpacking crash." + "reason": "Different models, different execution paths, and different error types." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44403 \u2014 unnecessary noise when loading a transformer", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", "accept": false, - "reason": "Missing all_tied_weights_keys and a model-loading failure for a different checkpoint are not the same bug." + "reason": "One is cosmetic logging noise; the other is a tokenizer crash. Not the same bug." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43646 \u2014 Transformers 5.0.0 breaks custom model initialization", + "right": "issue:44534 \u2014 v5 fills non-persistent buffers with junk", "accept": false, - "reason": "Whisper runtime failure vs YOLO multi-GPU device-map loading failure; different models and failure modes." + "reason": "Both are v5 regressions, but they affect different mechanisms: custom init vs buffer state handling." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43645 \u2014 Jupyter notebook custom model init breaks in v5", + "right": "issue:46661 \u2014 AutoModel.from_pretrained remote-code config_class missing", "accept": false, - "reason": "Noisy loading output is unrelated to the Mistral regex-patch crash." + "reason": "Both involve model loading/init, but the root causes and affected flows differ." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:42915 \u2014 Qwen3Moe fails with FineGrainedFP8Config", + "right": "issue:45084 \u2014 Can't compile non template nodes", "accept": false, - "reason": "Both touch v5/custom-model behavior, but one is initialization breakage and the other is non-persistent buffer corruption." + "reason": "Different subsystems: quantization/config handling versus compilation/template-node parsing." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:44849 \u2014 Qwen3.5 output_hidden_states bug", + "right": "issue:45325 \u2014 Qwen2.5-VL still-image temporal position_ids scaled wrongly", "accept": false, - "reason": "Custom model init in notebooks and remote-code AutoModel config_class errors are different failure modes." + "reason": "Different models and different bugs in output handling vs rope/position-id computation." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43377 \u2014 MIMI batching/padding-mask mismatch", + "right": "issue:43819 \u2014 DAC.from_latents mismatch with forward pass", "accept": false, - "reason": "FineGrainedFP8Config failure and template-node compilation error are unrelated." + "reason": "Similar symptom class, but different models and different implementation details; not the same underlying defect." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43404 \u2014 lm_head weight not tied in Mistral3ForConditionalGeneration", + "right": "issue:44466 \u2014 lm_head.weight serialization depends on device in v5", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden_states output vs temporal position-ID scaling." + "reason": "Both touch tied weights, but one is a model-architecture tying bug and the other is serialization inconsistency." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44987 \u2014 transformers>=5.1.0 fails loading physical-intelligence/fast", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", "accept": false, - "reason": "MIMI padding-mask batching and DAC from_latents/STE mismatch are unrelated audio-model issues." + "reason": "Both are loading problems, but they target different components and causes." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:28530 \u2014 early stopping needs metric_for_best_model but lacks eval_f1", + "right": "issue:34567 \u2014 num_input_tokens_seen not updating", "accept": false, - "reason": "Both involve tied weights, but one is a missing tie and the other is a device-dependent serialization inconsistency." + "reason": "Completely different trainer-state behaviors with no shared failure mode." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43994 \u2014 siglip2 gives nonsensical AutoModel/pipeline results", + "right": "issue:44610 \u2014 OmDet-Turbo processor outputs 640px instead of 224px", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated trainer issues." + "reason": "Both involve bad outputs, but one is model/pipeline behavior and the other is a processor image-size mismatch." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44464 \u2014 chunked generation inconsistent with compiled forward", + "right": "issue:45987 \u2014 StaticCache.get_seq_length returns Tensor instead of int", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is not the same as the Mistral tokenizer regex crash." + "reason": "Both are generation/cache-related, but the concrete bugs are different." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:42915 \u2014 Qwen3Moe FineGrainedFP8Config failure", + "right": "issue:44291 \u2014 init_empty_weights passes unexpected _is_hf_initialized", "accept": false, - "reason": "Different vision bugs: nonsensical outputs vs processor/model input-size mismatch." + "reason": "Different regression areas: FP8 quantization versus initialization API incompatibility." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44451 \u2014 latest version cannot load ScandiBERT", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", "accept": false, - "reason": "Chunked generation with compiled forward and StaticCache seq_length contract are different generation/cache issues." + "reason": "Both are model loading issues, but the models and causes are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:36032 \u2014 T5Tokenizer add_special_tokens method conflict", + "right": "issue:43742 \u2014 KeyError loading facebook/MobileLLM-125M", "accept": false, - "reason": "FP8 config failure and unexpected _is_hf_initialized argument during init are unrelated." + "reason": "Tokenizer/loading failures, but not the same bug or code path." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44008 \u2014 Gemma3n variable name collision in forward", + "right": "issue:46899 \u2014 Gemma4 multimodal 4-bit quantization dtype bug", "accept": false, - "reason": "Both are Gemma multimodal issues, but the titles indicate different defects: variable-name collision vs unsafe dtype cast." + "reason": "Same broader product area, but distinct bugs: name collision vs unsafe dtype casting." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44265 \u2014 torch.export fails with torch_compilable_check", + "right": "issue:44610 \u2014 OmDet-Turbo processor uses wrong image size", "accept": false, - "reason": "A BERT model loading failure and a Mistral tokenizer regex crash are unrelated." + "reason": "Different layers entirely: export/compilation versus processor configuration." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44062 \u2014 AddedToken gets duplicate special kwarg", + "right": "issue:44991 \u2014 transformers>=5.0.0 fails loading tokenizer for est-roberta", "accept": false, - "reason": "Tokenizer special-token conflict and MobileLLM key error are distinct load-time errors." + "reason": "Both tokenizer-related, but one is an AddedToken constructor error and the other is a model-specific load failure." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43322 \u2014 segmentation fault loading Llava Next", + "right": "issue:43540 \u2014 ValueError processing video inputs in Qwen3OmniMoe", "accept": false, - "reason": "AddedToken keyword conflict and a model loading failure for a specific repo are not the same underlying bug." + "reason": "Both are multimodal issues, but the failing models and failure modes are different." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44849 \u2014 Qwen3.5 output_hidden_states bug", + "right": "issue:45325 \u2014 Qwen2.5-VL rope index scales still-image positions", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to an OmDet-Turbo processor size mismatch." + "reason": "Different models and separate bugs in hidden-state reporting vs position-id scaling." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44877 \u2014 strict config prevents granite_speech loading", + "right": "issue:46661 \u2014 remote-code model_class lacks config_class", "accept": false, - "reason": "Both are multimodal/video-related, but a Llava Next segfault and a Qwen3OmniMoe ValueError are different concrete failures." + "reason": "Both concern config handling, but one is strict config validation and the other is remote-code class metadata." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44987 \u2014 transformers>=5.1.0 fails loading physical-intelligence/fast", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage are separate quantization/runtime issues." + "reason": "No shared root cause beyond both being loading regressions." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:44488 \u2014 current version cannot load cjvt/sleng-bert", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", "accept": false, - "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." + "reason": "Different tokenizer/model failures with no concrete overlap." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44464 \u2014 chunked generation inconsistent with compiled forward", + "right": "issue:45987 \u2014 StaticCache.get_seq_length returns Tensor instead of int", "accept": false, - "reason": "Both involve Qwen VL/video-position handling, but the titles point to different symptoms and model scopes; not enough to call them the same bug." + "reason": "Both touch generation internals, but the bugs are not the same." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43089 \u2014 generation overhead from many GPU syncs", + "right": "issue:46821 \u2014 TimesFM window_size AttributeError", "accept": false, - "reason": "Generation sync overhead and StaticCache seq_length return-type mismatch are unrelated performance/API issues." + "reason": "Performance overhead versus an attribute error in a different model." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44589 \u2014 cannot find Float8_e4m3fnStorage", + "right": "issue:46869 \u2014 YOLO model failing on multi-GPU auto device map", "accept": false, - "reason": "Molmo tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta are different problems." + "reason": "Unrelated runtime failures: storage-type lookup vs device-mapping assert." + }, + { + "left": "issue:43531 \u2014 sliding_window issue with Qwen3-MoE", + "right": "issue:44877 \u2014 strict config prevents granite_speech loading", + "accept": false, + "reason": "Different models and different failure types; no shared underlying bug." } ] }, @@ -3761,11 +3804,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:33666", "issue:35707", - "issue:36032", "issue:40444", "issue:40990", "issue:41720", @@ -3781,6 +3823,7 @@ "issue:43531", "issue:43611", "issue:43632", + "issue:43646", "issue:43716", "issue:43746", "issue:43792", @@ -3796,7 +3839,6 @@ "issue:44683", "issue:44756", "issue:44811", - "issue:44877", "issue:44991", "issue:45081", "issue:45216", @@ -3810,11 +3852,10 @@ "issue:46315", "issue:46491", "issue:46710", + "issue:46821", "issue:46899" ], "soft_pairs": [ - "issue:36032|issue:41720", - "issue:43531|issue:44877", "issue:45216|issue:45357", "issue:43425|issue:44403", "issue:44991|issue:46315", @@ -3831,8 +3872,8 @@ "issue:33666|issue:40444", "issue:43792|issue:44589", "issue:40990|issue:44811", - "issue:44291|issue:44589", "issue:42796|issue:46710", + "issue:44291|issue:44589", "issue:35707|issue:40444", "issue:43482|issue:43525", "issue:44079|issue:45663", @@ -3843,228 +3884,224 @@ "issue:43482|issue:45538", "issue:44079|issue:44534", "issue:43317|issue:43856", - "issue:44462|issue:45812" + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "060ed75a26cbdbb4aab4a0b1a20f30cdd98cc656f7b45ad310981c44ff1c6213", + "prepared_review_unit_hash": "edb86ed1f6feaaf002d2574da44be372f8a3bdf572dddc2621343fa9c629226c", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37027, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers issues with a couple of likely duplicate pairs. The clearest duplicate is the Qwen3.5 `save_pretrained` regression pair; a second likely duplicate concerns TensorFlow backend packaging/install extras. No PRs are present.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45216 is the cleanest canonical issue: it is a concrete regression report with a follow-up in 45357, and it captures the broader Qwen3.5 `save_pretrained` checkpoint corruption path.", + "summary": "This set is mostly a grab bag of unrelated bug reports. I only see two likely duplicate mini-clusters: Qwen3.5 save_pretrained checkpoint regressions, and AutoTokenizer/tokenizer.json loading regressions. Everything else is just loosely related by model family or subsystem.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44462 is the most reusable root-cause report here: it describes the generic AutoTokenizer/tokenizer.json loading bug in a model-agnostic way, and it can naturally absorb the Granite-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative because it has the clearest duplicate linkage and a broader, well-scoped failure mode than the narrower follow-up issue.", + "best_issue_reason": "Best anchor for triage because it states the underlying tokenizer-loading regression broadly rather than a single downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Different failures: T5 tokenizer construction error vs Qwen3 auto device-map CUDA assert." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs Granite speech config loading." - }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 `save_pretrained` regression; 45357 reads like a specific follow-up about incorrect visual encoder keys in the same checkpoint-saving path." + "reason": "Same Qwen3.5 save_pretrained regression; the later report narrows the symptom to incorrect visual encoder keys, but the underlying bug appears shared." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Unrelated issues: Torch 2.10 compatibility vs noisy transformer loading logs." + "reason": "Different problems: torch version compatibility vs. noisy model loading output." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers in v5, but one is tokenizer loading correctness and the other is `convert_tokens_to_ids` performance; not the same bug." + "reason": "Both involve tokenizers in v5, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL problems: multi-image IterableDataset training failure vs still-image RoPE/position-id scaling regression." + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning failure and the other is a rope/position_ids scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Unrelated model loading failure vs Qwen3-MoE sliding_window issue." + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window behavior." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype-related, but they affect different models and distinct mechanisms." + "reason": "Both mention multimodal dtype problems, but they affect different models and different code paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: `base_model_prefix` loading vs non-persistent buffer initialization." + "reason": "Separate v5 regressions: model loading with base_model_prefix vs. non-persistent buffer initialization." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different subsystems: fbank feature extraction vs compiled flex attention on newer Torch." + "reason": "Different subsystems: fbank feature extraction vs. compiled flex_attention on newer torch." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise/logging issue vs tokenizer loading regression; not the same underlying bug." + "reason": "One is about noisy loading logs, the other about tokenizer loading failure; not the same bug." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are distinct failures." + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama leading-space round-trip behavior." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Different models and bug classes: tokenizer BPE-marker handling vs PEFT/local-checkpoint loading." + "reason": "Unrelated issues: tokenizer BPE-marker handling vs. PEFT adapter checkpoint loading." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient-checkpointing behavior is different from a missing `supports_gradient_checkpointing` flag." + "reason": "Related only at a very high level; one is eval-mode checkpointing usage, the other is a missing capability flag on a trust_remote_code model." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` flag handling vs mmap-related OOM avoidance." + "reason": "Different regressions: _is_hf_initialized handling vs. mmap/OOM behavior on Strix Halo." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is not the same as Qwen2.5-VL multi-image IterableDataset failure." + "reason": "Both are Qwen-VL-related, but multi-GPU training and multi-image finetuning are different problems." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different runtime failures with different root causes; no shared code path is evident." + "reason": "Whisper runtime failure vs. missing Float8 storage type; no shared underlying code path is evident." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Unrelated problems: perplexity regression vs Whisper `batch_decode` special-token handling." - }, - { - "left": "issue:44291", - "right": "issue:45663", - "accept": false, - "reason": "Different issues: unexpected `_is_hf_initialized` argument vs Gemma4 FSDP2 shared KV-state rebuilding." + "reason": "Completely different models and symptoms: high perplexity vs. processor.batch_decode skip_special_tokens handling." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Both are v5 regressions, but they affect different internals and different observable failures." + "reason": "Tokenizer BPE-marker handling and accuracy regression after upgrade are not the same concrete bug." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer BPE-marker handling and downstream accuracy regression are not the same concrete bug." + "reason": "Different initialization failures: unexpected _is_hf_initialized argument vs. missing Float8 storage object." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with embeddings/past kv is unrelated to Qwen2.5-VL multi-image finetuning failure." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model load/config issues: Qwen2.5-GGUF loading vs Llama4Config missing `pad_token_id`." + "reason": "Different loading failures: Qwen2.5 GGUF/v5 compatibility vs. Llama4Config missing pad_token_id." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states FSDP error." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states bugs are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding window vs `init_empty_weights` / `_is_hf_initialized` type error." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized errors." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "The first is a backend feature about updating post-processors; the second is a model-specific BOS/EOS addition bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Different model families and failure sites: Qwen3 auto device mapping vs. Mistral tokenizer regex patching." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Both describe the same TensorFlow optional-dependency packaging problem: the TF backend is not properly installed/exposed, leading to an undefined TF backend error." + "accept": false, + "reason": "Both touch TensorFlow packaging/backends, but the dependency/install contexts and symptoms differ." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "GGUF loading compatibility and CLIPTokenizer model_max_length are unrelated bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling is unrelated to non-persistent buffer initialization." + "reason": "Different regressions in different code paths: ModelOutput key handling vs. buffer initialization." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + "reason": "Device-map/offload loading failure and Qwen3 MoE training memory inefficiency are different issues." }, { "left": "issue:44462", "right": "issue:45812", + "accept": true, + "reason": "Likely the same underlying AutoTokenizer/tokenizer.json regression; Granite wrong token IDs look like a concrete manifestation of the generic repository-loading bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores `tokenizer.json` while the other produces wrong Granite token IDs; different symptoms and likely different fixes." + "reason": "Both are v5 model-init/loading regressions, but the titles indicate different failure modes and not one clear shared bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by the issue titles and context: Qwen3.5 `save_pretrained` regression (45216/45357) and the TensorFlow backend packaging/install-extra problem (42175/45542). The cluster summary is appropriately cautious, and the canonical/best-issue choices are defensible." + "feedback": "Grounded and conservative. The summary sticks to the packet titles and only promotes two plausible duplicate clusters, which are both reasonably supported: Qwen3.5 save_pretrained regressions and AutoTokenizer/tokenizer.json regressions. The accepted soft pairs look defensible, and the rest of the verdicts err on the side of rejecting weakly related issues rather than overstating duplicates." }, "evaluator_used": true, "retried": false, @@ -4083,7 +4120,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:34634", "issue:35707", @@ -4101,11 +4138,10 @@ "issue:43454", "issue:43482", "issue:43493", + "issue:43550", "issue:43582", "issue:43606", - "issue:43611", "issue:43644", - "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4113,6 +4149,7 @@ "issue:43873", "issue:43994", "issue:44079", + "issue:44186", "issue:44265", "issue:44291", "issue:44466", @@ -4135,27 +4172,25 @@ "issue:46909" ], "soft_pairs": [ - "issue:43296|issue:46821", "issue:44509|issue:46909", - "issue:43611|issue:43646", "issue:42175|issue:43296", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:40444|issue:45381", "issue:43818|issue:46402", - "issue:44829|issue:45479", "issue:43818|issue:45357", - "issue:44265|issue:45072", "issue:45325|issue:45834", + "issue:44265|issue:45072", "issue:43493|issue:43994", "issue:45325|issue:45381", + "issue:44829|issue:45479", "issue:43454|issue:44466", "issue:41553|issue:43582", "issue:42915|issue:43482", "issue:44291|issue:44877", - "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381", + "issue:43873|issue:45701", "issue:40990|issue:45584", "issue:43606|issue:44265", "issue:44479|issue:45823", @@ -4163,210 +4198,219 @@ "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", - "issue:39692|issue:40444" + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550" ], - "prepared_review_unit_hash": "777aba8f499913ba0d143ac39a0b3aaf52c392c3b45dc587980d45e3462072db", + "prepared_review_unit_hash": "0810c5943c592c9896496184e80d0db492fb738b6de80cac54ecdd6a95f1562d", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36619, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "soft_pair_count": 30, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster spanning unrelated issues (model loading, multimodal regressions, docs, tokenization, packaging, and device/dtype bugs). None of the soft pairs look like true duplicates, so all are rejected. If a representative issue is needed, issue 43611 is the broadest v5 loading regression, but there is no single clean canonical duplicate set here.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43611 is the broadest, most central regression in the set (a general v5 model-loading breakage), but the cluster as a whole is too heterogeneous to have a strong true canonical.", + "summary": "This is a heterogeneous cluster of unrelated issues across models, tokenization, quantization, device mapping, and docs. None of the soft-edge pairs are convincing duplicates of the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best umbrella representative because it describes a general loading regression with wider impact than the more model-specific or doc-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43296", - "right": "issue:46821", - "accept": false, - "reason": "Different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." - }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they concern different docs and different examples; not the same bug." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; distinct code paths." + "reason": "Both are documentation issues, but they target different docs/examples and different models/tasks." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs model loading failure; unrelated." + "reason": "One is about an install extra missing TensorFlow; the other is a PaddleOCR-VL load failure in vLLM." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding symptoms, but on different models with different underlying bugs." + "reason": "Both involve batch/padding behavior, but they affect different models and different failure modes." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Generic core behavior regressions, but one is non-persistent buffer initialization and the other is ModelOutput key assignment." + "reason": "Library-internal regressions, but one is junk-filled non-persistent buffers and the other is ModelOutput key assignment." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning and the other is video position-id handling." + "reason": "Both are Qwen VL-related, but one is training with multiple images per prompt and the other is a video position-id regression." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model families and defects: Video-LLaVA architecture issue vs Sam3 text encoder weight loading." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Both describe degenerate training/loss behavior, but the causes are different and not the same code-path bug." + "reason": "Different models and code paths: Video-LLaVA architecture/weights vs Sam3Model text encoder loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and different failures: Video-LLaVA tower mismatch vs Qwen3.5 save_pretrained key regression." + "reason": "Unrelated model families; one is Video-LLaVA internals, the other is Qwen3.5 save_pretrained key naming." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Unrelated failures: torch.export compatibility vs dtype mismatches in bf16 inference." + "reason": "Both touch multimodal indexing, but the models and concrete errors are different." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Different models and different indexing bugs; not the same underlying defect." + "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is an implementation-vs-JAX discrepancy and the other is an AutoModel/pipeline bad-output report; not clearly the same bug." + "reason": "Same model family, but one is a HF-vs-JAX implementation discrepancy while the other is a nonsensical AutoModel/pipeline result; not clearly the same bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; close but not the same concrete bug." + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image scaling and the other is video vision_position_ids." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern bad sequence-classification behavior, but one is tied to flash_attention_3 training and the other to num_labels=1/problem_type handling." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is missing weight tying and the other is inconsistent serialization behavior." + "reason": "Both mention lm_head/tied weights, but one is a config loading/tie failure and the other is serialization inconsistency by device." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer error message vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + "reason": "Completely different areas: tokenizer loading error message vs Apple Silicon allocator TypeError." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and subsystems: FineGrainedFP8 config failure vs GGUF loading failure." + "reason": "Different quantization/loading failures on different models; only loosely related by transformer version/quantization." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading-related, but one is init_empty_weights argument handling and the other is strict config rejection; distinct bugs." - }, - { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Quantization/offloading behavior vs tokenization changes; unrelated." + "reason": "Both are load-time failures, but the causes are distinct: unexpected init_empty_weights arg vs strict config rejection." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id logic." + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position IDs; different layers of the stack." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across versions." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different tasks and bugs: perplexity eval regression vs Whisper empty transcription generation failure." + "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription failure." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Device-mismatch bug in Bark CPU offload vs torch.export failure with torch_compilable_check; unrelated." + "reason": "Device mismatch with CPU offload is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but on different models and different mechanisms (video input handling vs device-map forward mismatch)." + "reason": "Both are regression/device issues, but one is Qwen video-input regression and the other is Gemma4 PLE device mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Speech/audio-related, but one is chat-template sample-rate defaulting and the other is PEFT checkpoint loading." + "reason": "Audio sampling-rate defaults and PEFT checkpoint loading are different speech-model bugs." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Dtype mismatch under autocast vs a window_size AttributeError; unrelated." + "reason": "Different model/runtime failures: autocast dtype mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation inputs_embeds/past_key_values bug vs Qwen3 auto device-map cudaErrorAssert; different code paths." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." + "reason": "BarkProcessor voice preset and progressive generation with cache/embeds are unrelated bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors vs Qwen2.5-VL multi-image finetuning failure; not the same issue." + "reason": "A documentation example error for SigLIP2 is unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=\"auto\", but they are different models with different concrete failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight-tying/generation corruption is unrelated to Bamba torch.compile SDPA failures." } ] }, @@ -4388,8 +4432,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:26413", + "issue:28530", "issue:36331", "issue:40990", "issue:41720", @@ -4404,7 +4450,6 @@ "issue:43377", "issue:43450", "issue:43454", - "issue:43550", "issue:43572", "issue:43606", "issue:43720", @@ -4412,14 +4457,13 @@ "issue:43819", "issue:43873", "issue:43881", - "issue:44186", - "issue:44265", "issue:44387", "issue:44466", "issue:44488", "issue:44534", "issue:44568", "issue:44610", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -4440,9 +4484,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:43257|issue:45923", "issue:42796|issue:46209", @@ -4454,238 +4495,234 @@ "issue:40990|issue:42947", "issue:42617|issue:42915", "issue:43377|issue:44898", + "issue:43572|issue:45759", "issue:43317|issue:43873", - "issue:43749|issue:44534", "issue:43454|issue:43720", - "issue:43572|issue:45759", + "issue:43749|issue:44534", "issue:43881|issue:44488", "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:36331|issue:42617", - "issue:44387|issue:45704", "issue:41720|issue:44977", + "issue:44387|issue:45704", "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:40990|issue:45701", "issue:44466|issue:45357", "issue:43450|issue:45701", "issue:43065|issue:46402", - "issue:41720|issue:42617" + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "800e66de643a4add6076ee5306181d7cf7f6c3112301d0def25d16d761ce4aa3", + "prepared_review_unit_hash": "88906229a1dce95a01f7e632f346770424310edd81f596619e9fadb24d9bddf1", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "soft_pair_count": 30, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes several distinct regression classes (device/offload/quantization, tokenizer behavior, save/load serialization, and model-specific config bugs). None of the soft pairs look like true duplicates; they share broad subsystem keywords but not the same concrete failure mode.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43873 is the broadest representative of the repeated device_map/offloading/quantization failure theme, which is the closest common thread in the cluster.", + "summary": "This cluster is a loose group of Transformers bug reports around loading/offloading, quantization, tokenizer regressions, model-specific failures, and a few training/runtime issues. The soft pairs are semantically related in broad subsystem terms, but they are not the same underlying bug and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set: offloading plus quantization/device-placement problems, with multiple related references and clear overlap with several nearby loading bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single issue to stand in for the cluster because it is broad, active, and closest to the most recurrent loading/offloading complaints, even though the cluster is not actually one bug.", + "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it captures the shared theme of loading/offload/quantization regressions without overfitting to one model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Both are export/tokenizer-adjacent failures, but one is LayoutLMv2 tokenizer NER/padding and the other is torch.export with torch_compilable_check; different code paths." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both involve device placement, but one is a Qwen3 auto-device-map crash and the other is a Gemma4 forward device mismatch; not the same bug." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "AyaVision weight tying and Bamba torch.compile+SDPA are unrelated model-specific problems." - }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents vs forward STE mismatch are unrelated mechanisms." + "reason": "Both involve model loading/offload behavior, but one is a CPU-offload device mismatch for bark-small and the other is DAC.from_latents vs forward mismatch due to missing STE; different bugs and code paths." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." + "reason": "Both mention Qwen3 and configuration/loading concerns, but one is about MOE weights not converting under accelerate+deepspeed while the other is a missing gradient_checkpointing flag on a trust_remote_code model; not the same issue." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different model/runtime bugs." + "reason": "Tokenizer BPE-marker handling for Ministral-3-8B-Instruct is unrelated to FP8 inference failure on B200 hardware." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "add_special_tokens not adding BOS/EOS is a tokenizer implementation bug, while 45920 is wrong token IDs across multiple tokenizers." + "reason": "Both are tokenizer regressions, but one is about add_special_tokens not adding BOS/EOS for a specific tokenizer, while the other is wrong token IDs across multiple models; different underlying failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor output-size mismatch are different processor/model issues." + "reason": "Both are shape/consistency bugs in multimodal/audio-image processors, but one is a padding-mask batching issue in MIMI Encoder and the other is an OmDet-Turbo image-size mismatch; not duplicates." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-map forward mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Both concern windowing/offloading-style API behavior, but one is Gemma4 device mismatch with auto device map and the other is a TimesFM window_size AttributeError; separate models and failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying in AyaVision and dtype mismatches in bfloat16 inference are different bugs." + "reason": "AyaVision lm_head weight tying causing garbage generation is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one masking and slow convert_tokens_to_ids are unrelated." + "reason": "Both are regression-style bugs involving window/token processing, but one is an off-by-one in MoonshineStreaming mask logic and the other is a tokenizer performance regression; not the same code-path bug." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model and ineffective gradient checkpointing with PEFT LoRA are not the same failure mode." + "reason": "High perplexity on a specific model/dataset and ineffective gradient checkpointing with PEFT LoRA are distinct issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py startup failure and Qwen3Moe fine-grained FP8 failure are unrelated." + "reason": "A generic 3d_parallel.py runtime failure and a Qwen3MoE fine-grained FP8 config failure are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support for MIMI and Perceiver non-default-resolution failure are distinct models/features." + "reason": "Both involve processor/input handling, but one is batched-vs-single output inconsistency from missing padding masks and the other is non-default-resolution Perceiver classification failure despite interpolate_pos_encoding=True; different model paths." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both concern loading/offloading, but one is device_map auto loading a dequantized model and the other is a broader quantization/offloading regression; not the same concrete bug." + "reason": "A missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different configuration bugs." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different lifecycle problems." + "reason": "Both relate to offloading/quantization, but one is dequantized model loading with device_map=auto on gpu+cpu offload and the other is a broader offloading-not-working report; related theme, not the same defect." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and AutoBitLinear packed-weight unpacking are unrelated model-loading bugs." + "reason": "Different model families and failures: weight tying in AyaVision versus packed-weight unpacking in BitNet loading." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen configs are different config issues." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage and non-persistent buffers being filled with junk are separate runtime/regression issues." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are separate model-specific reports." + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are different model-specific load problems." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault on load and sinq quantized save/load breakage are different bugs." + "reason": "Llava Next segmentation fault and sinq quantized model save/load breakage are not the same underlying bug." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are not the same failure path." + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a device-mapping/runtime assertion issue, while Llava Next is a load-time segfault; different code paths." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py execution failure." + "reason": "CustomTrainer compute_loss signature regression and inability to run 3d_parallel.py are unrelated training/runtime issues." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "CUDA reserved memory growth under int4 quantization and apex FusedRMSNorm memory leak are separate memory issues." + "reason": "Both mention Qwen3 and flash/device execution, but one is an auto device-mapping crash and the other is a flash-attention generation bug; not the same concrete defect." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Auto device-map CUDA assert and Qwen3.5 flash-attention generation issues are different runtime paths." + "reason": "Int4 quantization OOM due to increased CUDA reserved memory is not the same as T5 silently using apex.FusedRMSNorm with a memory leak." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature mismatch and Qwen3Moe FP8 config failure are unrelated." + "reason": "Unexpected compute_loss keyword argument and Qwen3 MOE fine-grained FP8 loading failure are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejecting granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are distinct config/tokenizer bugs." + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loading/configuration bugs." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a model and tokenization changing across versions are not the same issue." + "reason": "High perplexity on one model/dataset is not the same as version-dependent tokenization changes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head.weight serialization inconsistency and incorrect visual encoder keys in save_pretrained are different serialization regressions." + "reason": "Both are serialization/tied-weight regressions in v5, but one is lm_head.weight serialization depending on device and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; different artifacts and fixes." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug and version-dependent tokenization are unrelated." + "reason": "Video processor batched shape bug and version-dependent tokenization changes are separate regressions." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text encoder weights not loaded are different parts of the model." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading in Sam3Model are related by model family but not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map crash and 3d_parallel.py failure do not describe the same bug." + "reason": "Qwen3 auto device mapping cudaErrorAssert and a generic 3d_parallel.py failure are different runtime problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup failure are unrelated training-loop issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading instability is different from disabling mmap on Strix Halo to avoid OOM; the mechanism and fix differ." } ] }, @@ -4707,12 +4744,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:26413", "issue:28530", "issue:33666", "issue:36010", + "issue:36331", "issue:41720", "issue:42617", "issue:42915", @@ -4728,7 +4765,6 @@ "issue:43646", "issue:43708", "issue:43720", - "issue:43873", "issue:43881", "issue:43883", "issue:44008", @@ -4740,13 +4776,14 @@ "issue:44671", "issue:44734", "issue:44743", - "issue:44756", "issue:44898", "issue:44991", "issue:45072", "issue:45161", "issue:45357", "issue:45406", + "issue:45632", + "issue:45684", "issue:45685", "issue:45701", "issue:45823", @@ -4759,20 +4796,18 @@ "issue:47020" ], "soft_pairs": [ - "issue:26413|issue:28530", - "issue:43873|issue:44756", "issue:44186|issue:45072", "issue:46612|issue:46858", "issue:43577|issue:43708", "issue:43550|issue:43720", "issue:43295|issue:45701", "issue:45685|issue:46821", - "issue:44451|issue:47020", "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43881|issue:44991", + "issue:43526|issue:43883", "issue:44186|issue:44610", "issue:43550|issue:43606", - "issue:43526|issue:43883", - "issue:43881|issue:44991", "issue:36010|issue:42617", "issue:43404|issue:45357", "issue:42915|issue:43317", @@ -4783,207 +4818,209 @@ "issue:44008|issue:45823", "issue:41720|issue:45161", "issue:28530|issue:33666", - "issue:44464|issue:46858", "issue:43531|issue:43572", + "issue:44464|issue:46858", "issue:42915|issue:46291", - "issue:44671|issue:44743" + "issue:36331|issue:41720", + "issue:44671|issue:44743", + "issue:45632|issue:45684" ], - "prepared_review_unit_hash": "84f14557382f875ca75810e660ad8deda4c407f5ee976275ad60b79ae27fde18", + "prepared_review_unit_hash": "1d1d4115a6bd0473efb746ebfc16e71f5a811b40340deb4fb88b52cc7f3a82ca", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36200, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (training, cache, quantization, multimodal serving, tokenizers) but not the same concrete defect, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the cluster: the reports cover unrelated bugs across trainer resume logic, tokenizers, model loading, generation cache, serving, and device/offload behavior.", + "summary": "This cluster is mostly a heterogeneous set of closed/open Transformers bug reports spanning tokenizers, generation/cache logic, device-map/offload, multimodal processors, and version regressions. The titles overlap at a high level, but the underlying failures are different; none of the soft pairs look like true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue truly represents the whole cluster, but issue:46858 is the closest central representative because it is a concrete core runtime/generation bug in cache arithmetic, which is the most recurring technical theme across the nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor triage, issue:43708 is the clearest, most self-contained, and most reproducible report; however, it is not a good umbrella for the rest of the cluster.", + "best_issue_reason": "issue:46858 is the most suitable representative issue: it is specific, technically central, and about a low-level generation/cache regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:26413", - "right": "issue:28530", - "accept": false, - "reason": "Different trainer behaviors: checkpoint-resume epoch_iterator failure vs early-stopping metric lookup/disablement." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both mention offload/memory, but one is quantization offloading and the other is Strix Halo mmap OOM." - }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer/padding crash vs dtype mismatch in bfloat16 inference; unrelated code paths." + "reason": "Different bugs: tokenizer crashes on NER/padding vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache handling, but beam-search reorder skipping is a different bug from static-cache seq-length arithmetic." + "reason": "Both involve generation internals, but one is beam-search cache reorder skipping and the other is static-cache slice arithmetic under compile; distinct failure modes." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP-2 dtype propagation on load is unrelated to Trainer resume/max_steps calculation." + "reason": "Unrelated issues: BLIP2 dtype loading vs Trainer resume/max_steps calculation." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different bugs: torch.compile+SDPA on Bamba vs packed-weight unpacking during BitNet loading." + "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is custom processor/tokenizer API breakage; the other is a tokenization-behavior regression." + "reason": "Both touch tokenization behavior, but one is a processor API regression and the other is a model/version tokenization change; not the same bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram error in MoE vs TimesFM window_size AttributeError; different models and stacks." - }, - { - "left": "issue:44451", - "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer-load issues, but with different models and incompatible failure modes." + "reason": "Different subsystems: MPS histogram on Int in MoE vs TimesFM window_size attribute handling." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage vs inconsistent from_pretrained behavior in user classes." + "reason": "Custom-model init/from_pretrained overlap is too broad; these describe different regressions with different triggers." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs OmDet-Turbo image-size mismatch." + "reason": "Different tokenizer loading failures for different models and failure points." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Same broad runtime theme, but compile+SDPA and CPU-offload device mismatch are distinct bugs." + "reason": "Both are loading errors, but one is a model load failure and the other is a tokenizer load regression for a different model." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image processor label-reduction bug vs missing all_tied_weights_keys attribute on a causal LM." + "reason": "Completely different areas: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on MolmoForCausalLM." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related preprocessing bugs, but they affect different models and different preprocessing contracts." + }, + { + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Different tokenizer/model loading failures for unrelated models." + "reason": "Distinct runtime issues: SDPA/torch.compile in Bamba vs CPU offload device mismatch in suno/bark-small." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error vs inability to run a 3D parallel script; no shared defect." + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Weight-tying bug in Mistral3 vs incorrect visual-encoder keys on Qwen3.5 save_pretrained." + "reason": "Different multimodal regressions: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure vs gpu+cpu offload loading failure; related only by broad quantization/loading context." + "reason": "Both involve loading/quantization, but one is a Qwen3MoE FP8 failure and the other is device_map offload loading of a dequantized model." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different image-size/processor issues on different models, not the same underlying bug." + "reason": "Different vision models and different spatial-size issues; same broad theme only." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device-map loading failure." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Serve KV-continuation indexing bug is distinct from static-cache seq-length/device-tensor arithmetic." + "reason": "Both touch cache handling, but one is serve KV-cache continuation indexing and the other is prefill seq_length tensor arithmetic under compile." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve crashes in multimodal models, but one is string-to-device handling and the other is a missing processor tokenizer attribute." + "reason": "Both are serve/multimodal crashes, but one is a string `.to()` failure in continuous batching and the other is a missing `_tokenizer` attribute on Gemma4Processor." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Same Gemma family, but a variable-name collision in forward is unrelated to a PLE device mismatch." + "reason": "Different Gemma-family bugs: variable-name collision in forward vs device mismatch during auto device mapping." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model-parallel failures: cudaErrorAssert on auto device mapping vs tensor-parallel not working." + "reason": "Different model families and different failures: cuda assert on Qwen3 vs tensor-parallel support issue in GPT-OSS MoE." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric lookup/disablement is unrelated to a Qwen2-VL multi-GPU training request." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different cache/generation bug than static-cache seq-length arithmetic." + "reason": "Different models and different config/runtime problems: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig; different failure surfaces." + "reason": "Both mention compiled generation, but one is inconsistent chunked outputs and the other is a static-cache device tensor arithmetic bug." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Model-specific FP8 loading failure vs pipelines import failure due to kernels version/revision requirements." + "reason": "Different failures: Qwen3MoE FP8 loading vs kernels v0.15 import metadata requirements." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature regression and Qwen3 device-map cuda assert are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression vs Qwen3.5 recurrent-state reset under cache." + "reason": "Different bugs: CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent state reset under cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Separate save/load issues: trust_remote_code cache path collision vs read-only file permissions during save_pretrained/register_for_auto_class." } ] }, @@ -5005,22 +5042,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28530", "issue:29159", "issue:30064", "issue:33357", + "issue:34567", "issue:34634", "issue:35707", "issue:36032", - "issue:36331", "issue:41720", "issue:42490", "issue:42915", "issue:43316", "issue:43322", "issue:43329", + "issue:43388", "issue:43425", "issue:43452", "issue:43531", @@ -5041,11 +5079,10 @@ "issue:44534", "issue:44857", "issue:44913", + "issue:45059", "issue:45072", "issue:45406", "issue:45464", - "issue:45632", - "issue:45684", "issue:45701", "issue:45704", "issue:45759", @@ -5056,8 +5093,6 @@ "issue:47050" ], "soft_pairs": [ - "issue:45632|issue:45684", - "issue:36331|issue:41720", "issue:44857|issue:47050", "issue:44186|issue:44361", "issue:44464|issue:47050", @@ -5070,179 +5105,171 @@ "issue:29159|issue:36032", "issue:30064|issue:34634", "issue:43873|issue:45704", - "issue:44387|issue:45701", "issue:45859|issue:47050", - "issue:43550|issue:43653", + "issue:44387|issue:45701", "issue:44534|issue:46665", "issue:43531|issue:45759", + "issue:43550|issue:43653", "issue:43452|issue:47020", "issue:44492|issue:44509", "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:42490|issue:43329", "issue:45072|issue:47050", - "issue:45406|issue:45464" + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "57e7a5b4aa8e1ab451bd805991baf5a89711aee7a780345686fce4839d946fc8", + "prepared_review_unit_hash": "e3d5d08e982aca806c98c56d97898ad1a292370a20dc773e98a58d549f48db13", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34922, - "estimated_input_tokens": 8731, - "estimated_eval_tokens": 17718 + "soft_pair_count": 28, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive mix: the paired issues share surface vocabulary but not the same underlying bug or fix path, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is safe here; the set spans unrelated tokenizer, generation, loading, quantization, offload, and docs problems.", + "summary": "These issues are broadly heterogeneous; none of the soft pairs look like true duplicates or the same underlying change. The best anchor, if one is required, is the open offloading/quantization regression because it is the most general active infra bug in the set.", + "confidence": 0.88, + "canonical_issue_reason": "No exact duplicate cluster is evident; if a representative issue is needed, issue:43873 is the best anchor because it is open, active, and describes a broad loading/offload regression rather than a narrow model-specific bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping: none of these issues appears to represent the others as the same concrete defect.", + "best_issue_reason": "issue:43873 is the strongest representative issue here: it has current discussion/inbound refs and a wider cross-cutting inference/loading scope than the mostly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer API keyword mismatch is unrelated to a Qwen3 auto-device-map CUDA assert." - }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different code paths: AMP loss crash in LwDetrImageLoss vs ONNX export dtype mismatch in CanineModel." + "reason": "Different failures and code paths: AMP/CUDA loss crash in LwDetrImageLoss vs fp16 ONNX export dtype mismatch in CanineModel attention." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer problems, but one is NER padding/truncation crashes and the other is an AttributeError in MLukeTokenizer tasks handling." + "reason": "Both are tokenizer crashes, but on different tokenizers and different triggers; no shared underlying bug is evident." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to fp16 ONNX export dtype mismatch." + "reason": "Chunked generation/compiled forward inconsistency is unrelated to an ONNX fp16 dtype mismatch during export." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility is not the same defect as TimesFM window_size AttributeError." + "reason": "A Torch version compatibility complaint is not the same bug as a TimesFM window_size attribute error." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Different config bugs: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric lookup and void segmentation-map processing are separate failures." + "reason": "Early-stopping metric selection is unrelated to image processor handling of void segmentation maps." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is a different loading/configuration issue from Llava Next segmentation faults." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different models and different failure modes." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "MacOS CLIP bus error has no clear overlap with progressive generation using inputs_embeds and past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only from_pretrained error affect different model paths." + "reason": "Video-input processing error and weight_only loading error are different code paths, not the same bug." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict." + "reason": "Slow/fast tokenizer inconsistency is distinct from the T5 add_special_tokens name-collision load failure." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map handling is unrelated to BarkProcessor voice_preset not working." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are distinct bugs." - }, - { - "left": "issue:44387", - "right": "issue:45701", - "accept": false, - "reason": "Int4 quantization memory growth is unrelated to tokenization changes across versions." + "reason": "Quantization/offloading behavior is unrelated to an apex FusedRMSNorm memory leak." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding is not the same as an ONNX fp16 attention dtype mismatch." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as an ONNX export dtype mismatch." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "An int4 quantization memory regression is not the same as a tokenization version-change issue." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer initialization corruption is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and text_config unwrapping in composite configs are different model/config issues." + "reason": "Sliding_window in Qwen3-MoE and text_config unwrapping in composite multimodal configs are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA regression is unrelated to tokenizer special-token registration and empty decode output." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading regression is unrelated to XLMRobertaTokenizer passing the wrong vocab type to Unigram." + "reason": "gguf_file handling in from_pretrained is a different bug than XLMRobertaTokenizer passing the wrong type to Unigram." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + "reason": "A cache-strategy typo is unrelated to outdated v5 docs about removed pipeline tasks." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-mapping CUDA asserts and GraniteSpeech PEFT local-checkpoint loading failures do not share a concrete fix path." + "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading failure do not share the same code-path bug." }, { "left": "issue:43606", @@ -5254,19 +5281,43 @@ "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and undefined video-branch symbols in _get_num_multimodal_tokens are unrelated." + "reason": "Trailing-slash import warning and undefined video-token counting logic are different issues." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "bfloat16 inference dtype mismatches in SwitchTransformers/TimmWrapperModel are different from CanineModel fp16 ONNX export mismatch." + "reason": "bfloat16 inference dtype mismatches are not the same as fp16 ONNX export failures." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failures are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text/bbox interaction bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting not updating is a different problem from progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are unrelated despite the similar parameter name." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark-small CPU offload mismatch and BigBirdTokenizer mask-token registration are clearly unrelated." } ] }, @@ -5288,34 +5339,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:34567", "issue:34634", - "issue:35707", "issue:39692", "issue:41720", "issue:42886", "issue:43381", - "issue:43388", "issue:43421", "issue:43526", "issue:43531", "issue:43540", - "issue:43606", "issue:43644", - "issue:43653", "issue:43746", "issue:43844", + "issue:43873", "issue:43881", "issue:43927", + "issue:43994", "issue:44062", "issue:44077", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", + "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -5323,7 +5374,6 @@ "issue:44987", "issue:44991", "issue:45042", - "issue:45059", "issue:45072", "issue:45357", "issue:45479", @@ -5331,24 +5381,21 @@ "issue:45759", "issue:45859", "issue:45923", + "issue:46032", "issue:46050", "issue:46402", + "issue:46463", "issue:46655", "issue:46665", "issue:46693", - "issue:46821", "issue:46858" ], "soft_pairs": [ - "issue:43388|issue:45059", - "issue:34567|issue:35707", - "issue:43606|issue:43653", - "issue:43531|issue:46821", - "issue:34634|issue:41720", "issue:43526|issue:43881", + "issue:34634|issue:41720", "issue:43540|issue:46858", - "issue:45759|issue:45859", "issue:43531|issue:44589", + "issue:45759|issue:45859", "issue:45357|issue:46402", "issue:44451|issue:44991", "issue:44077|issue:44625", @@ -5356,230 +5403,235 @@ "issue:44987|issue:45042", "issue:44062|issue:44451", "issue:44898|issue:45072", - "issue:43381|issue:43844", "issue:44625|issue:45479", + "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:44368|issue:45357", - "issue:41720|issue:45704", "issue:43746|issue:46050", + "issue:41720|issue:45704", "issue:46655|issue:46693", "issue:43381|issue:45704", - "issue:43421|issue:43927", "issue:44918|issue:44936", + "issue:43421|issue:43927", "issue:42886|issue:44843", - "issue:45704|issue:45923" + "issue:44514|issue:44545", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:46032|issue:46463" ], - "prepared_review_unit_hash": "3e0e6f6898fe69e09ffe99381b25b7a4b4a020bf3eedb43d0624aba6e1d83664", + "prepared_review_unit_hash": "f19daa392fd7b623f093934f7dbfd296b34be7e813e576691ab5b29bdc95e5d4", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36326, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "soft_pair_count": 29, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated and should remain separate. The only strong duplicate-like pair is the offline tokenizer cache regression: issue:44843 gives the concrete root cause for the symptom described in issue:42886. Everything else spans different models, APIs, or failure modes.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44843 is the best canonical issue because it states the concrete failure mechanism (_patch_mistral_regex calling model_info() in offline mode) and cleanly explains the symptom reported in issue:42886.", + "summary": "Mostly heterogeneous cluster with two real duplicate pairs: the offline HF_HUB_OFFLINE tokenizer regression (42886 \u2194 44843) and the Qwen2_5_VLProcessor batched `padding=False` crash (44514 \u2194 44545). The rest look like separate bugs in different models/code paths.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 44843 is the strongest representative for the offline tokenizer regression because it states the concrete failure and likely root cause (`model_info()` being called unconditionally), making it more actionable than the symptom-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest issue to keep as the representative bug report: it is specific, reproducible, and root-cause oriented, while issue:42886 is the broader symptom report.", + "best_issue_reason": "44843 is the best cluster anchor because it is the clearest root-cause report for the offline tokenizer bug; 42886 is the closely related symptom report, but not a broader duplicate hub than the other pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Different subsystems and bugs: metric gathering/last-batch label dropping vs SAM3 text+box prompting behavior." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "Unrelated training-state counter bug vs generation with inputs_embeds/past_key_values." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "Device mismatch in Bark CPU offload vs tokenizer special-token decode failure; no shared code-path bug." - }, - { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both mention windowing, but they are different models and different failures (sliding_window vs window_size AttributeError)." + "reason": "Different bugs: BEiT `reduce_labels` output shape vs a GLM-4V model loading failure." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping CUDA assertion." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BEiT label reduction bug vs glm-4v-9b loading failure; not the same underlying defect." + "reason": "Unrelated failures: BarkProcessor `voice_preset` handling vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError is unrelated to static-cache seq-length arithmetic in torch.compile." + "reason": "Different code paths: Qwen3OmniMoe video-input processing vs cache length tensor arithmetic in `_prefill`." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Composite config unwrapping bug vs CPU-offload rotary embedding incompatibility; different code paths." + "reason": "Different issues: Qwen3-MoE `sliding_window` behavior vs a Float8 storage lookup/type error." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage lookup TypeError." + "reason": "Different bugs: `from_config` unwrapping of composite Qwen configs vs CPU-offload rotary embedding incompatibility." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression vs Sam3Model text-encoder loading regression." + "reason": "Both are Qwen-related loading issues, but one is about wrong visual encoder keys on save and the other about missing text encoder weights on load." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but for different repositories and likely different causes." + "reason": "Both are tokenizer-loading failures, but they affect different models and are likely separate root causes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy issue is unrelated to Qwen3.5 num_labels propagation." + "reason": "Different model/config problems: optional `post_init` handling vs `num_labels` propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization bug vs from_pretrained-in-Python-class inconsistency; different behavior and root cause." + "reason": "Different failures: non-persistent buffers being filled with junk vs `from_pretrained` behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different problems: loading a specific model repo vs unnecessary torchvision dependency in PIL image processors." + "reason": "Separate bugs: loading `physical-intelligence/fast` vs PIL image processors wrongly requiring `torchvision`." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor duplication is not the same as ScandiBERT loading failure." + "reason": "Different root causes: `AddedToken(..., special=...)` argument duplication vs ScandiBERT load failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver positional-encoding resize failure vs dtype mismatch in bfloat16 inference are unrelated." + "reason": "Different bugs: Perceiver resolution/interpolation handling vs bf16 dtype mismatches in inference." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Eval-mode checkpointing restriction and ZeRO-3 gradient inflation are different training issues." + "reason": "Both involve classification config/labels, but one is propagation of `num_labels` in Qwen3.5 and the other is a generic zero-loss `problem_type` bug." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "num_labels propagation bug is distinct from degenerate zero-loss behavior with num_labels=1." + "reason": "Different training behaviors: gradient checkpointing in eval mode vs a ZeRO-3 gradient growth regression." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation/example errors and OmDet-Turbo processor/model size mismatch are different issues." + "reason": "Both mention processor/model mismatches, but they are different models and different failure modes." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Unrelated Qwen3.5 warning/config issue vs incorrect visual encoder keys on save." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Different persistence/loading bugs: PEFT adapters failing from local checkpoints vs quantized sinq models breaking after save/load." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "PEFT local checkpoint loading failure is not the same as quantized sinq save/load breakage." + "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs T5/apex RMSNorm memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding bug vs FA2 long-context performance regression; not the same bug." + "reason": "Different regressions: SmolVLM video padding calculation vs FlashAttention2 long-context performance regression." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are unrelated." + "reason": "Different issues: checkpointing/eval-mode restriction vs T5 apex memory leak." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs config save/load custom-token-id loss; different layers and symptoms." + "reason": "Different symptoms and code paths: Qwen3.5 embedding unpacking with TRL vs trainer evaluate-after-train failure." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "SFT embedding unpacking failure is unrelated to train-then-evaluate failure." + "reason": "Both are tokenizer/config related, but one is runtime post-processor updates and the other is save/load of custom token IDs." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Both describe the same offline tokenizer-cache regression; 44843 identifies the concrete root cause in _patch_mistral_regex/model_info() while 42886 reports the user-facing symptom." + "reason": "Same underlying offline tokenizer bug: loading from cache fails under `HF_HUB_OFFLINE=1`, and 44843 pinpoints the unconditional `model_info()` call causing it." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Different bugs: T5/apex memory leak vs missing `supports_gradient_checkpointing` on a trust-remote-code model." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different Qwen/Nemotron model-config issues with no shared failing code path." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/offloading problems: local checkpoint loading for PEFT adapters vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Video processor padding error and generation performance regression are different failure modes." + "reason": "Different bugs: Mamba2Mixer cache misuse vs T5 decoder-input validation error message." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The representative-issue choice is grounded in the packet: 44843 is the concrete offline-mode root-cause report, while 42886 is the symptom report. The soft-edge verdicts are generally conservative and stay within what the titles support, with only one accepted duplicate-like pair and the rest clearly separated by model, API, or failure mode." + "accept": false, + "feedback": "Mostly grounded, but one claim is a bit overstated: saying 44843 has the \"broadest duplicate value\" is not supported by the packet. The evidence only clearly shows it as the cleaner root-cause report for the offline tokenizer bug, not that it has broader duplicate coverage than the other duplicate pair. The soft-edge verdicts themselves look conservative and reasonable." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5595,13 +5647,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:30064", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", "issue:43295", + "issue:43335", "issue:43421", "issue:43493", "issue:43531", @@ -5609,286 +5663,309 @@ "issue:43550", "issue:43596", "issue:43611", + "issue:43618", "issue:43643", "issue:43653", + "issue:43697", "issue:43720", - "issue:43746", + "issue:43756", "issue:43782", "issue:43819", "issue:43873", "issue:43927", - "issue:43994", + "issue:44008", "issue:44062", "issue:44186", "issue:44220", "issue:44361", "issue:44488", - "issue:44514", - "issue:44545", - "issue:44671", + "issue:44661", "issue:44898", "issue:44991", + "issue:44995", "issue:45081", "issue:45356", "issue:45381", - "issue:45507", - "issue:45759", "issue:45834", "issue:45907", - "issue:45923", "issue:45987", - "issue:46032", "issue:46294", - "issue:46463", "issue:46665", "issue:46693", "issue:46829", "issue:46832", - "issue:46858" + "issue:46858", + "issue:46932", + "issue:47020" ], "soft_pairs": [ - "issue:44514|issue:44545", - "issue:45759|issue:45923", - "issue:43746|issue:43873", - "issue:43994|issue:44671", "issue:39692|issue:43493", - "issue:46032|issue:46463", "issue:43421|issue:43653", "issue:30064|issue:36010", "issue:43782|issue:45381", "issue:45081|issue:45356", - "issue:45507|issue:46858", - "issue:43421|issue:44186", + "issue:44995|issue:46858", "issue:45356|issue:45907", + "issue:43421|issue:44186", "issue:39692|issue:43873", "issue:43720|issue:43819", "issue:43295|issue:45834", "issue:43653|issue:43720", "issue:46829|issue:46832", "issue:43550|issue:43927", - "issue:43550|issue:44361", "issue:45987|issue:46829", "issue:43540|issue:46294", + "issue:43550|issue:44361", "issue:45381|issue:46693", "issue:44062|issue:44488", "issue:43596|issue:44220", "issue:43531|issue:43643", "issue:43611|issue:46665", "issue:41720|issue:44991", - "issue:44186|issue:44898" + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "eafbc663cac856e8d6980d1b53f492f840e21f80e8d0524e5a035823aeecfe2b", + "prepared_review_unit_hash": "3590ab97370a3430e21d84e8c7bc719937b9ff2661a07d98d856d6a2c7f4b011", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36757, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "soft_pair_count": 33, + "serialized_chars": 37974, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 }, "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 across different models/subsystems; only the Qwen2_5_VLProcessor batched `apply_chat_template` crash looks like a true duplicate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the clearest canonical report for the duplicate Qwen2_5_VLProcessor batched `apply_chat_template` / `padding=False` crash; issue:44545 is the same bug with a near-identical title.", + "summary": "The items are a heterogeneous mix of tokenizer, vision/video, cache, loading, and trainer regressions; none of the soft-edge pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue has to represent the cluster, 43421 is the broadest tokenizer-infrastructure report and overlaps the most with the other tokenizer-focused items, though this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue representative because it is the earliest and most explicit report of the only strong duplicate in this set.", + "best_issue_reason": "43873 is the most active open report here and has the broadest apparent impact, but it still does not match the others closely enough to serve as a duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same processor, same batched `apply_chat_template` crash when `padding=False`; titles are effectively identical." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "Both involve loading/config behavior, but one is `text_config` unwrapping in composite Qwen multimodal configs and the other is a missing `supports_gradient_checkpointing` flag." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "Different bugs: PEFT adapter local checkpoint loading vs quantization/offloading behavior." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT MLM prediction regression." - }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and the other is an implementation discrepancy with the original JAX model." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Unrelated code paths: Mamba2 cache corruption with `use_cache` vs a T5 decoder input validation error message." + "reason": "Same model family, but one is a docs/example mismatch and the other is a HF-vs-JAX implementation discrepancy; different fixes." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "One is a backend post-processor update bug for runtime special-token changes; the other is a BigBirdTokenizer mask-token registration issue." + "reason": "Both involve special tokens, but one is runtime post-processor refresh and the other is BigBird mask-token registration/decode behavior." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor segmentation-map handling vs a `GenerationMixin` import error." + "reason": "Completely different subsystems: image segmentation map handling vs an import error for GenerationMixin." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL issues: `from_pretrained(..., weight_only=True)` failure vs incorrect `vision_position_ids` for video input." + "reason": "Both are Qwen vision/video-related, but one is a weight_only load failure and the other is a video position-id bug." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizer regex handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 regression with codec handling and warnings." + "reason": "Both touch tokenizer regex paths, but the concrete failures differ: missing backend_tokenizer vs codec/warning regression." }, { - "left": "issue:45507", + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Different areas entirely: GraniteMoEHybrid invalid method call vs static-cache seq-length returning a device tensor." + "reason": "Both mention cache length, but one is stale cache state on a second forward pass and the other is a device-tensor return breaking slice arithmetic." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Both are tokenizer-related, but the concrete failures differ: runtime special-token update vs LayoutLMv2 NER/padding/truncation crashes." + "reason": "Tokenizer regression vs Hub API revision forwarding; unrelated code paths." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Tokenizer regression vs a CI bug in `list_repo_files` argument forwarding; no shared underlying defect." + "reason": "Tokenizer-related, but one is special-token post-processor updates and the other is a LayoutLMv2 NER/padding crash." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to quantization/offloading behavior." + "reason": "SigLIP2 docs/model mismatch is unrelated to the quantization/offloading regression." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model/runtime bugs: BitNet packed-weight loading vs DAC `from_latents` mismatch due to missing STE." + "reason": "Different model internals: accelerate loading of packed BitNet weights vs DAC latent/STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal loading/processing issues, but one is a regression in processor/tokenizer access and the other is a Kosmos2.5 long-OCR index error." + "reason": "Processor/tokenizer API breakage vs long OCR input indexing failure; not the same bug." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: tokenizer special-token decode bug vs BitNet accelerate-loading unpacking bug." + "reason": "Special-token decode bug vs packed-weight loading bug; different code paths." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different outputs/errors: VideoPrism hidden_states plumbing vs RT-DETR feature-level mismatch in forward." + "reason": "Both are RT/vision model issues, but one mis-populates hidden_states and the other errors when feature levels exceed backbone outputs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: torch.compile + SDPA on Bamba-9B-v2 vs DiaConfig losing custom token IDs after save/load." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Different failures in different models: torch.compile/SDPA issue vs MLukeTokenizer AttributeError." + "reason": "Torch.compile/SDPA runtime failure vs config save/load token-ID loss; unrelated." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache length contract bug vs VideoPrism output field misassignment; no shared bug." + "reason": "Cache seq-length contract issue vs output field mismatch; different areas." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both concern video input, but they are different Qwen model families and different failure modes." + "reason": "Both are Qwen video issues, but one is video input processing in Qwen3OmniMoe and the other is chat-template token/feature count mismatch in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model classes and failures: SDPA/compile regression vs MLukeTokenizer AttributeError." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position-id bug in Qwen2.5-VL is unrelated to FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs vs FA2 long-context performance regression; not the same bug." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "A tokenizer `AddedToken` constructor error is not the same as a model/tokenizer load failure for `cjvt/sleng-bert`." + "reason": "Tokenizer-loading/special-token-adjacent, but one is AddedToken kwarg duplication and the other is a model-specific load failure." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Completely unrelated: Deepspeed ZeRO-3/BertModel index error vs `_torch_extract_fbank_features()` issue." + "reason": "Deepspeed zero3/BertModel init crash vs audio fbank feature extraction issue." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs `trust_remote_code=True` config field loss are distinct bugs." + "reason": "Sliding-window MoE bug vs AutoConfig missing fields with trust_remote_code." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve `from_pretrained`, but one is a `base_model_prefix` regression and the other is inconsistent behavior inside Python classes." + "reason": "Base-model-prefix loading regression vs from_pretrained behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and tokenizer-loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Different failures: Qwen3 auto-device-map cuda assert vs tokenizer load regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like failing in tokenizer mapping names." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default resolution image-classification failure." + "reason": "Tokenizer/NER padding crash vs image classification interpolation bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure vs custom trainer loss-signature change." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode bug vs DAC latent mismatch; no shared concrete code path." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs static-cache seq-length tensor issue." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Cache length return-type bug vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE layer count regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions-field regression vs RT-DETR output differences; different model bugs." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the root causes differ: one model fails to load, the other passes the wrong vocab type to Unigram." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile SDPA failure vs DAC STE mismatch; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is well supported by near-identical titles and matching failure mode. The remaining pair rejections are cautious and the rationale does not overstate the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5903,41 +5980,39 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:30064", "issue:34634", "issue:36010", - "issue:36331", "issue:39692", "issue:43322", - "issue:43335", + "issue:43388", "issue:43421", "issue:43540", "issue:43550", + "issue:43577", + "issue:43582", "issue:43606", - "issue:43618", "issue:43643", "issue:43644", - "issue:43653", - "issue:43697", "issue:43749", - "issue:43756", "issue:43782", - "issue:43819", + "issue:43818", + "issue:43825", + "issue:43994", "issue:44008", "issue:44186", - "issue:44220", "issue:44442", "issue:44448", - "issue:44488", + "issue:44479", "issue:44561", - "issue:44661", "issue:44671", + "issue:44805", "issue:44811", "issue:44821", "issue:44843", "issue:44877", + "issue:44936", "issue:44977", "issue:44991", "issue:45020", @@ -5949,223 +6024,225 @@ "issue:45584", "issue:45685", "issue:45834", - "issue:45987", - "issue:46858", - "issue:46932", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", "issue:47020" ], "soft_pairs": [ - "issue:30064|issue:36331", - "issue:43653|issue:43819", - "issue:44220|issue:44661", - "issue:44008|issue:46858", - "issue:45987|issue:46932", - "issue:43335|issue:43756", - "issue:43618|issue:43697", - "issue:44488|issue:47020", - "issue:43550|issue:43819", "issue:43643|issue:44877", "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:39692|issue:45834", - "issue:34634|issue:36010", "issue:43540|issue:44008", + "issue:34634|issue:36010", "issue:44448|issue:44671", "issue:44186|issue:44442", - "issue:45584|issue:45834", "issue:45183|issue:45479", + "issue:45584|issue:45834", "issue:43322|issue:45685", - "issue:43644|issue:43749", "issue:44991|issue:47020", + "issue:43644|issue:43749", "issue:43606|issue:45072", - "issue:43421|issue:44811", "issue:43782|issue:44977", - "issue:44561|issue:45020" + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "f3473e8d4e7da5ff620a2a4e1618bafb15da652079726bbebad1a2eb41fd2830", + "prepared_review_unit_hash": "4edb7a9aba49a8259db574c1de5d6f8dee38eee952834c4edade9e70c5e0d757", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35598, - "estimated_input_tokens": 8900, - "estimated_eval_tokens": 18056 + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate pairs here; the set is mostly a collection of distinct Transformers issues with a few thematic overlaps around remote-code/tokenizer loading and cache/runtime regressions.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the overlapping remote_code regression theme and is the clearest cluster anchor among otherwise mostly unrelated bugs.", + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs in config loading, tokenizers, vision/video models, dtype/device handling, training utilities, and documentation. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated failure modes and subsystems, so there is no single underlying defect to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best overall representative because it is broad, concrete, and central to the few adjacent remote_code/config-loading reports without being overly narrow.", + "best_issue_reason": "No global best issue: because there is no coherent duplicate set, any single issue would be a poor representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Different subsystems and failures: image processor segmentation-map handling vs trainer loss-signature mismatch." + "reason": "Different config-loading bugs: missing fields from trust_remote_code versus strict config rejection for granite_speech." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer special-token registration bug vs audio codec latent/STE mismatch; no shared code path." + "reason": "Both mention _patch_mistral_regex, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Audio feature extraction helper issue vs tokenizer mapping/name-generation issue; unrelated concrete bugs." + "reason": "Different failures: loading AutoImageProcessor from URL versus a template compilation TypeError." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs static-cache seq-length returning a tensor; different code paths." + "reason": "Different models and root causes: SigLIP2 doc example errors versus Kosmos2.5 long-OCR index error." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Both mention shape/dtype issues, but one is cache-length contract breakage and the other is Gemma4 quantized embedder casting." + "reason": "Both are multimodal input bugs, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n variable-name collision in forward()." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE-layer selection bug; not the same change." + "reason": "Unrelated issues: BarkProcessor voice_preset versus an ImportError for GenerationMixin from transformers.generation." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Missing CLIPOutput attentions assignment vs RTDetrV2 output differences; different models and behaviors." + "reason": "Different models and symptoms: Pegasus v4/v5 output drift versus CamemBERT masked-LM prediction errors." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a specific model load failure and the other is a Unigram vocab type mismatch." + "reason": "Different tokenizer failures: LayoutLMv2 NER/batching crashes versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs DAC from_latents forward mismatch; different model internals and bugs." + "reason": "Both concern validation/loss behavior, but one is input validation error messaging and the other is degenerate zero loss for single-label classification." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Both involve config/remote-code loading, but one is missing fields from AutoConfig and the other is strict config rejection for granite_speech." + "reason": "Different audio/vision bugs: Whisper empty transcription after token alignment versus Kosmos2.5 long OCR input indexing." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both touch mistral regex helpers, but one is an offline model_info call and the other is a backend_tokenizer attribute crash." + "reason": "Different hardware/runtime issues: Llava Next segfault on load versus an MPS histogram op not implemented for Int in moe." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "URL-based AutoImageProcessor loading vs template-node compilation error; unrelated failures." + "reason": "Both are tokenizer-related, but one is a regression loading est-roberta and the other is an XLMRobertaTokenizer constructor type mismatch." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "SigLIP2 docs example errors vs Kosmos2.5 long-OCR index error; no shared underlying bug." + "reason": "Different loading/runtime problems: non-persistent buffers filled with junk versus broken FSDP CPU RAM efficient loading." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "BarkProcessor voice_preset behavior vs GenerationMixin import regression; unrelated." + "reason": "Both involve mismatches, but one is Bark CPU offload device mismatch and the other is dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Qwen3Omni video-input processing vs Gemma3n audio-mask attribute collision; different models and code paths." + "reason": "Different Qwen model bugs: weight_only loading error for Qwen3VL versus flash-attention generation failure for Qwen3.5." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction bug; different model-specific regressions." + "reason": "Different tokenizer/processor behaviors: special-token runtime updates versus Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "LayoutLMv2 tokenizer batching/NER crash vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer; unrelated." + "reason": "Related only at a very broad migration level; one is removal of is_torch_fx_available breaking trust_remote_code models, the other is a generic remote_code regression." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Whisper empty-generation after token alignment vs Kosmos2.5 long-input index error; distinct issues." + "reason": "Different tokenizer import paths and causes: est-roberta loading regression versus kernels v0.15 requirement breakage in transformers.pipelines." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Input validation XOR error vs degenerate zero-loss classification behavior; different model logic." + "reason": "Different video-input regressions: Qwen VL family v5.3.0 behavior change versus Kosmos2.5 OCR indexing." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Llava Next loading segfault vs MPS histogram Int limitation; not the same bug or fix." + "reason": "Both are BLIP/Video-LLaVA model issues, but one is dtype staying float32 on load and the other is missing temporal attention plus weight sharing." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Non-persistent buffers junk in v5 vs FSDP CPU RAM efficient loading broken; both loading-related but different mechanisms." + "reason": "Both mention torch/dtype/runtime behavior, but Bamba-9B-v2 torch.compile+SDPA is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 mismatch." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Both are tokenizer-related, but one is a model-specific load failure and the other is a constructor/vocab-sequence mismatch." + "reason": "Both are dtype/allocator-ish, but one is an Apple Silicon warmup TypeError and the other is stale model.config.dtype after from_config(dtype=...)." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper; different concrete code paths." + "reason": "Different training/inference bugs: gather_for_metrics dropping tuple labels versus Mamba2Mixer use_cache producing incorrect results." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Runtime post-processor sync for special tokens vs Whisper batch_decode skip_special_tokens handling; similar area, different bug." + "reason": "Both touch pipeline/model behavior, but one is an error-message regression and the other is nonsensical SigLIP2 outputs with AutoModel and pipeline." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; unrelated failures." + "reason": "Different chat-template and decoder-input problems: Qwen3.5-9B video token mismatch versus T5 decoder input validation messaging." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both concern remote_code regressions, but one is specifically due to removing is_torch_fx_available while the other is a broader version-loading breakage; not the same concrete code-path." + "reason": "Different error classes and subsystems: shape-mismatch indexing bug versus trainer.evaluate() failing after trainer.train()." } ] }, @@ -6187,50 +6264,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28218", "issue:29159", "issue:34634", + "issue:36010", "issue:36331", "issue:42175", - "issue:43388", + "issue:43262", "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43645", + "issue:43653", "issue:43716", "issue:43720", + "issue:43742", "issue:43749", "issue:43782", - "issue:43818", + "issue:43819", "issue:43825", "issue:43827", + "issue:43906", "issue:43931", - "issue:43994", "issue:44008", "issue:44291", - "issue:44479", + "issue:44589", "issue:44610", "issue:44671", - "issue:44805", - "issue:44936", - "issue:44991", + "issue:44857", + "issue:44912", "issue:45003", + "issue:45020", + "issue:45042", "issue:45072", "issue:45081", "issue:45325", + "issue:45372", "issue:45381", "issue:45701", - "issue:45834", - "issue:46032", "issue:46175", + "issue:46209", "issue:46285", - "issue:46291", - "issue:46294", - "issue:46463", - "issue:46512", + "issue:46326", "issue:46665", "issue:46697", "issue:46728", @@ -6238,16 +6316,7 @@ "issue:46932" ], "soft_pairs": [ - "issue:44479|issue:45834", - "issue:43577|issue:43818", - "issue:44991|issue:46291", - "issue:43550|issue:45072", - "issue:43388|issue:46032", - "issue:43582|issue:46512", - "issue:43825|issue:43994", - "issue:46294|issue:46463", "issue:43716|issue:44008", - "issue:44805|issue:44936", "issue:43931|issue:46846", "issue:43540|issue:45381", "issue:28218|issue:29159", @@ -6257,202 +6326,211 @@ "issue:43645|issue:46665", "issue:43825|issue:43827", "issue:44671|issue:45701", - "issue:34634|issue:36331", "issue:43577|issue:43582", + "issue:34634|issue:36331", "issue:42175|issue:45081", "issue:46175|issue:46932", "issue:46697|issue:46728", "issue:45003|issue:46285", - "issue:43782|issue:45325" + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645" ], - "prepared_review_unit_hash": "3e1fde08b77079a0d26dc89bd67854b00d8f6a639edbc3167c2e6b71f8dcb732", + "prepared_review_unit_hash": "c1b39bace777b6dee28f9d2918d679c4ec7a3d0a851551f7ea31c4c43dcc5095", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35492, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "serialized_chars": 35824, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem overlap, not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must represent the cluster, issue 45701 is the broadest umbrella report about version-dependent tokenization changes and has the most inbound references.", + "summary": "The cluster is highly heterogeneous: most items are distinct regressions across unrelated model, tokenizer, loading, and processor code paths. I did not find a convincing duplicate pair. The broadest issue in the set is the remote_code regression report, but it is not a true umbrella for the rest.", + "confidence": 0.34, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most generic and central-sounding report in an otherwise mixed cluster, so it is the best loose representative for the tokenization/version-regression slice.", + "best_issue_reason": "issue:45020 is the broadest, most central regression report in this set and the best single issue to keep visible, but it does not duplicate the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Both are runtime failures, but one is a video-input regression across Qwen VL models and the other is an OCR long-input indexing bug in Kosmos2.5; different models and root causes." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype loading mismatch and Video-LLaVA temporal-attention/weight-sharing bug are unrelated multimodal model issues." - }, - { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Tokenizer loading failure and pipeline import failure stem from different code paths and dependencies; not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Bamba torch.compile+SDPA failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct model/runtime problems." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "One is a distributed metrics batching issue, the other is a cache correctness bug in Mamba2Mixer; different functionality and symptoms." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Both mention dtype/loading-adjacent behavior, but Apple Silicon warmup TypeError and stale config.dtype after from_config are different APIs and failures." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Error-message wording for removed translation pipelines is not the same as SigLIP2 producing nonsensical outputs in AutoModel/pipeline." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are unrelated model-specific bugs." - }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma 3n variable-name collision in forward() are different multimodal issues." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "These are different failure modes: a mask/index shape mismatch versus trainer.evaluate() breaking after train()." + "reason": "Different model families and failure modes: dtype mismatch in Mistral-3 preprocessing vs an audio_mel_mask attribute collision in Gemma3n forward." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen models and shapes, but one is a load-time weight mismatch and the other is a tensor-parallel planning/OOM issue." + "reason": "Both are Qwen-related, but one is a load-time weight shape mismatch and the other is a tensor-parallel planning/OOM issue; not the same bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both concern video inputs, but they affect different Qwen model families and different internals (chat template vs rope/position IDs)." + "reason": "Video-input failures for different Qwen models, but the concrete problems differ: one is a ValueError in Qwen3OmniMoe, the other wrong vision_position_ids in Qwen2.5-VL." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer spacing after added tokens and slow/fast tokenizer inconsistency are related only at a high level; they are not the same concrete bug." + "reason": "Both mention tokenizer behavior, but one is about an extra space after added tokens while the other is a broader slow/fast tokenizer inconsistency; not enough to treat as the same defect." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and dtype mismatch in bf16 inference are unrelated issues." + "reason": "Completely different code paths: image processor size mismatch vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized argument handling are different loading-path regressions." + "reason": "Both involve model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights passing an unexpected argument; different regressions." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and bf16 dtype mismatch in inference are not the same code-path problem." + "reason": "Packed-weight loading failure in BitNet is unrelated to dtype mismatch problems in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization breakage and from_pretrained inconsistency inside Python classes are both UX/loading-related but distinct bugs." + "reason": "Both concern custom model usage, but the failure contexts differ: Jupyter notebook model definition/init vs from_pretrained inside Python classes." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "These are both about pipeline deprecations, but one is a runtime error message and the other is stale documentation; not a single fix." + "reason": "Both are about the v5 pipeline removal era, but one is an incorrect error message and the other is stale documentation; not the same underlying bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is a model-specific inference bug, not the broad tokenizer-version behavior change reported in 45701." + "reason": "CamemBERT masked-LM prediction regression is unrelated to a general tokenization-change report." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Blip2 float32 dtype retention and Apple Silicon caching_allocator_warmup TypeError are unrelated issues." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Both touch loading/dtype-adjacent areas, but BLIP2 dtype loading and Apple Silicon warmup TypeError are distinct failures." + "reason": "Different subsystems and symptoms: BarkProcessor voice_preset vs Trainer compute_loss signature mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in a torch-only install and a Mistral tokenizer regex patch crash are completely different concerns." + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4 issues, but one is a huge one-hot position-embedding implementation and the other is dtype casting for quantized embedders." + "reason": "Both are Gemma4-related, but one is a massive one-hot position-embedding memory issue and the other is dtype casting for quantized embedders." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Swin2SR over-padding and Aria patch-count miscalculation both involve image preprocessing, but they are different algorithms and bugs." + "reason": "Both are image-processing bugs, but one is over-padding and the other is an incorrect patch-count calculation; different code paths." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and CLIPTextModel structural inconsistency are unrelated implementation issues." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP model structure inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL rope-index scaling bug are different model families and different failure modes." - } - ] - }, - "evaluator_result": null, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and CUDA AMP crash in LwDetrImageLoss are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/generation flows, but one is an import error for ReasoningEffort and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading MobileLLM is a specific model-loading bug, not the broad remote_code regression reported in 45020." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an earlier issue and an FP8 inference failure on B200 are not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and custom-model-in-notebook breakage are different loading/import regressions." + } + ] + }, + "evaluator_result": null, "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, @@ -6470,290 +6548,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:34567", "issue:36010", "issue:36331", "issue:38175", "issue:39692", + "issue:40990", "issue:42175", "issue:42490", + "issue:42915", "issue:43257", "issue:43262", "issue:43329", + "issue:43450", "issue:43452", "issue:43526", "issue:43531", - "issue:43550", - "issue:43582", "issue:43638", "issue:43643", - "issue:43645", - "issue:43653", + "issue:43696", "issue:43697", "issue:43742", "issue:43746", "issue:43819", "issue:43854", - "issue:43906", "issue:43927", + "issue:43931", "issue:44060", + "issue:44291", "issue:44368", + "issue:44387", + "issue:44479", "issue:44554", - "issue:44589", "issue:44610", + "issue:44617", "issue:44811", - "issue:44857", "issue:44912", "issue:44936", "issue:44977", "issue:44991", - "issue:45020", "issue:45042", "issue:45081", "issue:45084", - "issue:45372", "issue:45406", "issue:45538", "issue:45600", "issue:45759", - "issue:46209", - "issue:46291", - "issue:46326" + "issue:46291" ], "soft_pairs": [ - "issue:43262|issue:43819", - "issue:43653|issue:44912", - "issue:43582|issue:44857", - "issue:45372|issue:46326", - "issue:44589|issue:45042", - "issue:43742|issue:45020", - "issue:43550|issue:44912", - "issue:43906|issue:46209", - "issue:36010|issue:43645", "issue:43526|issue:43697", "issue:43257|issue:43329", "issue:36010|issue:36331", "issue:43452|issue:44991", "issue:45081|issue:45406", - "issue:44060|issue:44368", "issue:43638|issue:44936", "issue:43531|issue:45042", - "issue:43819|issue:43927", + "issue:44060|issue:44368", "issue:42175|issue:46291", - "issue:43329|issue:45600", + "issue:43819|issue:43927", "issue:45084|issue:45538", + "issue:43329|issue:45600", "issue:43526|issue:44554", - "issue:43746|issue:44811", "issue:42490|issue:43257", + "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:43643|issue:45759", "issue:38175|issue:44610", "issue:39692|issue:44912", - "issue:43262|issue:44811" + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042" ], - "prepared_review_unit_hash": "334500e3da9ad8cda688747b8915451e9679a9987375de6df1a64a40d619f659", + "prepared_review_unit_hash": "93161c8f3e9de1f12545a9063d86d833bf82926ce107ba99bc87c5d92c584709", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36798, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired issues share only superficial theme-level similarity, not the same concrete bug. I would not merge any of the soft edges as duplicates. If forced to pick a canonical issue, the broadest umbrella regression report is the best fit.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45020 is the most umbrella-like report in the set, describing a broad regression across recent Transformers versions and remote_code models rather than a narrow model-specific symptom.", + "summary": "This cluster is heterogeneous: the pairs span unrelated bugs in training, loading, quantization, multimodal/video, audio, and packaging. I don\u2019t see a single underlying duplicate thread that would justify merging any pair.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the widest apparent scope and the clearest potential to subsume related version-regression reports, so it is the best single issue to anchor the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Different subsystems and failures: audio chat template sampling-rate defaults vs DAC latent reconstruction/STE mismatch." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Tokenizer special-token registration bug vs quantization/load fallback issue for a different model." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crash are unrelated code paths." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "Different Mistral-common related failures: missing ReasoningEffort import vs continue_final_message behavior." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processor torchvision dependency handling." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "A single model load KeyError is not the same concrete bug as the broad remote_code regression report." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model/runtime issues." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "An isolated reproduction of an older issue is not the same underlying FP8-on-B200 inference bug." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom model initialization failures are distinct breakages." - }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT reduce_labels behavior and RTDetrV2 output drift are different image-model bugs." + "reason": "Different models and failure modes: BEiT label reduction bug vs RTDetrV2 output divergence." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to undefined multimodal token helper functions." + "reason": "Both touch Qwen3-MoE, but one is accelerate/deepspeed loading/conversion and the other is a multimodal token-counting video-branch bug." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path breakage and CustomTrainer.compute_loss signature mismatch are unrelated API changes." + "reason": "ImportError for GenerationMixin is unrelated to the unexpected num_items_in_batch kwarg in compute_loss()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling for auto classes is different from tokenizer loading failure for a specific model." + "reason": "Both are loading-related, but gguf_file breaks from_pretrained flows while EMBEDDIA/est-roberta is a tokenizer-specific v5 regression." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different attributes and code paths." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and appear to be different warning mechanisms, not one exact bug." + "reason": "Different components: Mistral tokenizer regex patch crashes in tokenizer internals, while Gemma4Processor lacks _tokenizer in serve." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero-sized tensor IndexError during zero3 training is unrelated to evaluate-after-train failure." + "reason": "Different lifecycle bugs: deepspeed ZeRO3/non-pretrained Bert index error vs trainer.evaluate() failing after trainer.train()." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior has no concrete overlap with PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token ID loss are different generation/model-state bugs." + "reason": "Both mention tie-word-embeddings warnings, but they affect different models and setups, not the same code-path defect." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing tensorflow in an install extra is unrelated to kernels v0.15 import-time requirement failures." + "reason": "Packaging/backend dependency problems, but one is missing TensorFlow in the torch extra and the other is kernels import requiring version/revision." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Undefined multimodal token helper functions and stale auto_mappings config references are unrelated maintenance bugs." + "reason": "DAC.from_latents vs forward-pass mismatch is a model computation bug, while DiaConfig loses custom token IDs across save/load." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer max-length constant are unrelated tokenizer/template issues." + "reason": "Template compilation error is unrelated to CLIPTokenizer using an absurd model_max_length value." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Video token-counting undefined variables are unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens are different processor/model-loading bugs." + "reason": "BEiT reduce_labels bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MOE weight conversion." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE loading with accelerate + deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different bugs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." + "reason": "GLM-4.7-Flash test loading failure is unrelated to Qwen3.5 flash-attention generation problems." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code config field loss and composite Qwen config unwrapping are different config-loading problems." + "reason": "Both are config-loading issues, but one drops fields with trust_remote_code and the other fails to unwrap text_config for composite Qwen multimodal configs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probability behavior and OmDet-Turbo input-size mismatch are unrelated vision-model issues." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/quantization example problems are not the same as git-oss-20b MXFP4 loading fallback." + "reason": "SigLIP2 doc example errors and gpt-oss MXFP4 quantization fallback are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct processor bugs." + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but int4 quantization reserved-memory growth and Sam3Video CUDA OOM are not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE load/convert failure is unrelated to Qwen3-VL weight-shape mismatch on model load." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper variables are unrelated to batched video processor shape errors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "These are both video-related, but one is a token-counting helper bug and the other is a broad v5.3.0 video input regression across several models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is unrelated to MobileLLM key errors when loading facebook/MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss-20b producing high perplexity on WikiText-2." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized mismatch is unrelated to PIL image processors requiring torchvision." } ] }, @@ -6775,279 +6845,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28282", + "issue:29127", "issue:29159", "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:40990", + "issue:42175", "issue:42915", - "issue:43257", - "issue:43329", "issue:43404", "issue:43425", - "issue:43450", "issue:43454", "issue:43525", "issue:43540", "issue:43577", "issue:43650", - "issue:43696", "issue:43697", - "issue:43742", "issue:43749", + "issue:43824", "issue:43906", "issue:43927", - "issue:43931", - "issue:44291", - "issue:44387", "issue:44479", "issue:44568", - "issue:44617", "issue:44756", "issue:44821", "issue:44857", "issue:44912", + "issue:44936", "issue:44987", - "issue:45042", + "issue:45081", "issue:45127", + "issue:45137", "issue:45356", "issue:45357", + "issue:45405", "issue:45459", "issue:45538", "issue:45803", "issue:46291", "issue:46421", "issue:46424", + "issue:46693", "issue:46701", - "issue:46832" + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" ], "soft_pairs": [ - "issue:43257|issue:43696", - "issue:44387|issue:44617", - "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:43329|issue:44479", - "issue:42915|issue:43742", - "issue:34567|issue:40990", - "issue:45459|issue:45803", - "issue:44291|issue:45042", "issue:46421|issue:46424", + "issue:45459|issue:45803", "issue:43650|issue:43906", "issue:42915|issue:44821", "issue:29159|issue:34567", "issue:43749|issue:44756", - "issue:28282|issue:29870", "issue:43540|issue:46701", "issue:43525|issue:46291", - "issue:43927|issue:44912", + "issue:28282|issue:29870", "issue:44568|issue:45356", "issue:44987|issue:45538", - "issue:28282|issue:34689", "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:28282|issue:34689", "issue:43425|issue:46291", "issue:33357|issue:34567", "issue:43697|issue:45357", "issue:44857|issue:46832", - "issue:43404|issue:45127" - ], - "prepared_review_unit_hash": "30849e096bbc56c30a802f2c356b2710ad9f68d90871887d55d5a4ca3d0a2b93", - "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 - }, - "budget": { + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45081|issue:47020", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44936|issue:46821" + ], + "prepared_review_unit_hash": "a2aa0f4a359881c4c1989df7bf241b08fc35c44313e4f8ef23202e70c435e9a0", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35309, - "estimated_input_tokens": 8828, - "estimated_eval_tokens": 17912 + "serialized_chars": 35325, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues that only share broad topical overlap (loading, tokenizer, multimodal, cache, OOM, etc.). I found one plausible true duplicate pair around multimodal video token handling in Qwen VLM processors; the rest look like distinct bugs or regressions.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43329 is the clearest representative because it names a specific failing code path (`_get_num_multimodal_tokens` video branch) and a concrete multi-processor impact, making it the most actionable issue in the cluster.", + "summary": "This cluster is a loose lexical grouping of mostly unrelated Transformers issues across different models, tokenizers, loading paths, and training/runtime features. None of the proposed soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the best overall issue to anchor the cluster: it is specific, technically grounded, and its symptom/risk spans multiple VLM processors rather than a single model quirk.", + "best_issue_reason": "issue:34689 is the strongest standalone report to use as a representative issue: it is a concrete, reproducible model-loading regression with a specific affected version/model combination and clear user impact. It is still not a duplicate of the other items, which are about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Both are model-loading/quantization themed, but one is Qwen3 MoE conversion under accelerate+deepspeed and the other is GPT-oss OOM; different failure modes and code paths." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression while the other is a model-specific CUDA OOM in Sam3Video; not the same bug." - }, - { - "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "One is a video-token-counting helper bug in multimodal processors; the other is a batched video processor shape bug. Related area, but different concrete failures." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Different loading problems: Qwen3 MoE weight conversion vs Qwen3-VL weight-shape mismatch. Similar model family, not the same underlying issue." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input regression in Qwen VLM processor code paths; 43329 gives the concrete helper-level root cause, while 44479 describes the broader affected-model regression." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "One is FineGrainedFP8 loading failure for Qwen3Moe, the other is a MobileLLM key error; no shared bug mechanism." - }, - { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Trainer token accounting not updating is unrelated to GPT-oss perplexity behavior." + "reason": "Both are cache-related, but one is about lazy initialization causing spurious recompilation with chunked prefill, while the other is about `max_cache_length` only affecting Quantized Cache. Different bugs and code paths." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both are about hiding errors, but they affect different tokenizer/image-processing code paths and different failure classes." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "One is an init_empty_weights argument incompatibility; the other is an image processor dependency regression. Same release window, different bug." - }, - { - "left": "issue:46421", - "right": "issue:46424", - "accept": false, - "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored outside quantized cache; not the same defect." + "reason": "Both involve error handling, but one is a tokenizer/protobuf decode path hiding real tokenizer errors, and the other is a bare `except` in FuyuBatchFeature swallowing `KeyboardInterrupt`. Not the same issue." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The first is an invalid/placeholder issue title; the second is a real reproduction of another issue. They are not duplicates." + "reason": "`ADD THE DATA` is too vague to match anything specific, while the other is an isolated reproduction of a separate issue. No shared bug description." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + "reason": "One is a Qwen3Moe FP8 config failure, the other is an `AutoImageProcessor` URL loading problem. Different model families and failures." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to trainer token-count tracking." + "reason": "Tokenizer fast/slow inconsistency versus TrainerState token-count tracking not updating. Different components and symptoms." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both can lead to memory issues, but one is FSDP CPU RAM efficient loading and the other is mmap on Strix Halo; different code paths and fixes." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Bart generate's unbound decoder_attention_mask bug." + "reason": "Both touch memory/loading concerns, but one is FSDP CPU RAM efficient loading being broken and the other is disabling mmap on Strix Halo to avoid OOM. Distinct fixes." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipeline failures affecting different model families and different symptom surfaces." + "reason": "One is about video input processing in Qwen3OmniMoe; the other is a diffusion generation output/pipeline failure. Different features and failures." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to importing pipelines with kernels v0.15." + "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to the pipelines import failure caused by kernels v0.15 requiring version/revision." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "DiaConfig save/load token-ID loss is not the same as MXFP4 quantization falling back to bf16." + "reason": "PyTorch-missing ImportError for AutoModel versus a Bart `generate()` unbound local error. Completely different failure modes." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions in different model families; no shared concrete root cause." + "reason": "Both tokenizer-related, but one is `add_special_tokens` failing to add BOS/EOS, while the other is a Kimi-K2.5 codec/regex regression. Different underlying bugs." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Missing PyTorch installation error is unrelated to Llama 3.2 Vision model-loading breakage." + "reason": "Loading `physical-intelligence/fast` in newer Transformers is unrelated to CLIPTokenizer's enormous `model_max_length` constant." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying failure in AyaVision is unrelated to Blip2 dtype propagation remaining float32." + "reason": "AyaVision weight-tying bug versus BLIP2 dtype propagation bug. Different model internals and remedies." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are load-time errors, but one is missing PyTorch dependency detection and the other is a specific Llama 3.2 Vision model-loading regression. Not the same bug." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels package import failure are different dependency problems." + "reason": "Torch 2.10 incompatibility is a version-support issue; kernels v0.15 import failure is a separate dependency/API requirement issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and trainer token-count update bug are unrelated." + "reason": "MacOS bus error for a CLIP community model versus a TrainerState counter not updating. No shared code path." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output differences and Qwen3.5 save_pretrained key mapping are different subsystems and fixes." + "reason": "RT-DETR output differences in Transformers v5 versus Qwen3.5 saving wrong visual encoder keys. Different model families and bug classes." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are RT-DETR related, but one is AMP/CUDA loss crashing and the other is a forward-pass feature-level mismatch. Not the same bug." + "reason": "AMP float16 loss crash in LwDetrImageLoss versus RTDetrModel.forward failing when feature-level counts mismatch. Related domain, but not the same underlying defect." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is a specific Mistral3 lm_head tying bug and the other is LoRA merge behavior with extended vocab; too different to merge." + "reason": "Both mention tied embeddings/lm_head behavior, but one is a missing weight tie in Mistral3ForConditionalGeneration and the other is LoRA merging with extended vocabulary causing collapse. Different mechanisms and fixes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is packaging/backend dependency coverage (`tensorflow` missing from `.[torch]`), the other is an import error for a newly introduced class. Not duplicates." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crashing on tokenizer backend access is unrelated to XLMRobertaTokenizer passing a dict to Unigram. Different tokenizer implementations and errors." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error versus an incorrect minimum PEFT version bump. No overlap in bug origin." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "`trainer.evaluate()` breaking after training is unrelated to TimesFM 2.5's `window_size` AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression across specific VL models is different from a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer's absurd `model_max_length` value is unrelated to YOLO failing with multi-GPU `device_map='auto'`." + }, + { + "left": "issue:446??", + "right": "issue:??", + "accept": false, + "reason": "No additional soft edge provided." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are conservative. The single accepted pair (43329/44479) is plausibly the same video-input regression, while the rest are appropriately rejected as distinct bugs or only loosely related." - }, - "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 }, @@ -7062,12 +7129,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:24643", "issue:27957", "issue:28282", - "issue:29127", "issue:29159", "issue:34567", "issue:36331", @@ -7077,59 +7143,51 @@ "issue:42915", "issue:43257", "issue:43452", + "issue:43531", "issue:43540", "issue:43577", "issue:43582", + "issue:43716", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", + "issue:44589", "issue:44792", "issue:44821", "issue:44849", "issue:44898", - "issue:44936", "issue:44964", "issue:44987", "issue:44991", "issue:45042", "issue:45081", - "issue:45137", + "issue:45325", "issue:45381", "issue:45405", "issue:45488", - "issue:45538", + "issue:45600", "issue:45701", "issue:45907", + "issue:46399", "issue:46512", - "issue:46693", - "issue:46821", - "issue:46869", - "issue:47020" + "issue:46701", + "issue:46821" ], "soft_pairs": [ - "issue:42175|issue:43824", - "issue:45137|issue:45405", - "issue:45081|issue:47020", - "issue:28282|issue:29127", - "issue:42915|issue:45538", - "issue:44479|issue:46693", - "issue:45538|issue:46869", "issue:43742|issue:44291", - "issue:44936|issue:46821", "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:44849|issue:45701", "issue:43452|issue:43582", "issue:42915|issue:43749", - "issue:44849|issue:45701", - "issue:24643|issue:29159", - "issue:27957|issue:28282", "issue:43577|issue:46512", + "issue:27957|issue:28282", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:44987|issue:45907", @@ -7144,516 +7202,519 @@ "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:45042|issue:45081", - "issue:43582|issue:46821" + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "95496ff71dba9284cbc19c081c8572df63e38ff289f203af9c1cd33ab3adfa28", + "prepared_review_unit_hash": "03256b278eb183587d9a3f99428992a35f8cb040f10e1be1ed51a3baf6c29f5b", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36953, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35830, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated transformer bugs, not a true duplicate set. I found one plausible duplicate-style soft edge around Qwen video-input regressions, but the rest are best kept separate. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span many unrelated subsystems. If one representative anchor is needed, issue 45701 is the broadest tokenizer-regression report, but it is still too vague to cover the full set.", + "summary": "This cluster is mostly a mix of unrelated transformer regressions and loading errors. The Qwen video-position pair should be treated conservatively: related theme, but not enough evidence here to call it the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45488 is still the strongest canonical issue candidate: it is open, actively discussed, and describes a concrete tokenizer regression with broader user impact than the other items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best broad issue-level anchor among the tokenizer-related subset because it describes a version-dependent tokenization regression in general terms.", + "best_issue_reason": "issue:45488 is the best issue to anchor the cluster because it is the most active, broadly representative, and user-visible regression in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Different problems: backend packaging for torch-only installs vs missing Qwen2.5-VL import symbol." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." - }, - { - "left": "issue:45081", - "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer-related, but they hit different models and different code paths." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "PyTorch import detection is unrelated to LayoutLMv3 error messaging." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FP8/Qwen3MoE failure and CLIPTokenizer max-length handling are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:46693", - "accept": false, - "reason": "Both are regressions, but one is video-input Qwen behavior and the other is FA2 long-context performance." - }, - { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer max-length bug and YOLO auto device-map failure are unrelated." + "reason": "Both are model-loading failures, but the failure modes and code paths differ (`KeyError` for MobileLLM vs `_is_hf_initialized` in `init_empty_weights`)." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "MobileLLM load key error and init_empty_weights argument mismatch are different loading bugs." + "reason": "Both involve tokenizer loading, but they point to different bugs and models; not the same concrete regression." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "trainer.evaluate() after train() is unrelated to TimesFM window_size attribute handling." + "reason": "Training/DeepSpeed weight-shape error vs tokenizer consistency issue; unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Both involve tokenizers, but the AddedToken keyword conflict and est-roberta loading failure are distinct." + "reason": "One is a Qwen3.5 hidden-states bug, the other a broad tokenization change; different symptoms and causes." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." + "reason": "Tokenizer/model loading bug vs Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are different code paths." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and generic tokenization changes are not the same issue." + "reason": "Different advanced-loading paths (`FineGrainedFP8Config` vs FSDP CPU RAM-efficient loading); not the same bug." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and slow/fast tokenizer inconsistency are unrelated." + "reason": "Both mention dtype, but one is a Blip2 weight/QFormer dtype mismatch while the other is stale config dtype after `from_config`; distinct issues." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "FlashAttention2 on XLMRoberta is unrelated to missing PyTorch import detection." - }, - { - "left": "issue:43577", - "right": "issue:46512", - "accept": false, - "reason": "Both concern dtype propagation, but one is BLIP2 loading and the other is from_config config-staleness." + "reason": "Flash Attention support vs missing PyTorch import; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-mapping crash and Qwen3OmniMoe video-input ValueError are different bugs." + "reason": "Both are Qwen-related runtime failures, but one is auto device mapping/cuda assert and the other is video-input processing in Qwen3OmniMoe." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input problems, but they affect different models and failure modes." + "reason": "Different Qwen multimodal models and different failure signatures; too far apart to treat as one bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + "reason": "A model-loading regression vs a hub API forwarding bug; unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow backend packaging and sleng-bert loading failure are unrelated." + "reason": "Packaging/backend dependency issue vs model loading failure for a specific checkpoint; unrelated." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL video-input regression in v5.3.0, centered on incorrect video position handling; one is the broad umbrella and the other a specific manifestation." + "accept": false, + "reason": "Both are Qwen video-position regressions, but this packet only supports title-level similarity; there is not enough evidence to conclude the same underlying bug or code path." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but they involve different Qwen model families and do not clearly share the same concrete bug." + "reason": "Both involve Qwen video paths, but they affect different model families and likely different code paths." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are unrelated vision bugs." + "reason": "Different vision-model failures with different symptoms; not the same underlying bug." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API issues." + "reason": "Trainer token-count state not updating vs custom `compute_loss` signature change; related to training internals but not the same bug." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "mDeBERTa special-token insertion and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + "reason": "Both are tokenizer regressions, but one is special-token insertion for mDeBERTa and the other is LlamaTokenizer pre-tokenizer override for DeepSeek; distinct causes." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + "reason": "Model init with `init_empty_weights` vs loading `AutoImageProcessor` from URL; unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal load failure are not the same bug." + "reason": "Different multimodal model failures and different operations (test generation vs loading a checkpoint); not duplicate." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated." + "reason": "MoE weight conversion under accelerate/deepspeed vs RoPE layer count mismatch in Smollm3; unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken duplicate keyword and Mistral regex patch crash are different tokenizer failures." + "reason": "Both are tokenizer bugs, but one is AddedToken argument handling and the other is Mistral regex patching; different root causes." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image processors wrongly requiring torchvision is unrelated to Mistral tokenizer regex patching." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet: it treats the cluster as mostly unrelated, identifies only one plausible soft duplicate in the Qwen video-input family, and avoids claiming broader duplication. The tokenizer anchor choice is defensible as a broad representative, and the accepted soft edge (44479/45381) is plausibly the same bug family rather than an overreach." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 26, - "review_unit_index": 24, - "review_unit_count": 62, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", - "nodes": [ - "issue:24643", - "issue:28282", - "issue:29870", - "issue:32090", - "issue:43452", + "reason": "Image-processor dependency regression vs tokenizer regex crash; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-time errors, but the specific failure mechanisms and affected components differ." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm model bugs with unrelated mechanisms; not mergeable into one fix." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/positioning, but one is Smollm3 RoPE-layer count and the other is Qwen2.5-VL temporal position scaling; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs image-processor URL loading failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal dtype/pipeline issues with no shared concrete code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version pinning vs stale auto-mapping config references; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is not conservative enough: you accepted issue:44479 vs issue:45381 even though the packet\u2019s deterministic label is false. The titles suggest related video-position bugs, but the packet does not provide enough evidence to treat them as the same underlying bug. Please keep that pair rejected or qualify it much more narrowly." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", "issue:43526", - "issue:43531", "issue:43540", "issue:43577", + "issue:43643", + "issue:43688", "issue:43697", - "issue:43716", - "issue:43742", - "issue:43756", + "issue:43720", + "issue:43749", "issue:43906", "issue:44466", "issue:44488", + "issue:44493", "issue:44568", - "issue:44589", "issue:44625", "issue:44737", - "issue:44821", "issue:44877", + "issue:44898", "issue:44913", + "issue:44936", "issue:45005", "issue:45072", + "issue:45200", "issue:45216", - "issue:45325", "issue:45357", - "issue:45405", + "issue:45375", "issue:45479", "issue:45588", - "issue:45600", "issue:45663", "issue:45672", "issue:45674", "issue:45823", "issue:45920", + "issue:46050", "issue:46121", - "issue:46399", "issue:46463", "issue:46468", "issue:46491", "issue:46693", - "issue:46701", "issue:46829", "issue:46846", "issue:46899" ], "soft_pairs": [ - "issue:43742|issue:44589", - "issue:43756|issue:46399", - "issue:43756|issue:45325", - "issue:43531|issue:44821", - "issue:43716|issue:46701", "issue:44737|issue:46463", - "issue:45405|issue:45600", - "issue:45823|issue:46463", "issue:44568|issue:46491", + "issue:45823|issue:46463", "issue:43906|issue:46693", "issue:43577|issue:45072", "issue:45672|issue:45674", "issue:24643|issue:29870", "issue:43906|issue:46468", "issue:43540|issue:46693", - "issue:43452|issue:44488", "issue:44625|issue:44877", + "issue:43452|issue:44488", "issue:45663|issue:46846", "issue:43697|issue:46829", "issue:46463|issue:46899", "issue:28282|issue:32090", - "issue:44737|issue:45588", "issue:44913|issue:46121", - "issue:45357|issue:45920", + "issue:44737|issue:45588", "issue:43526|issue:45479", + "issue:45357|issue:45920", "issue:43697|issue:45216", - "issue:44466|issue:45005" + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "f71ab93a2ed63ec8f5e69d15b1ab0bdd97dc38e4e05e8d517afe90ba81a049db", + "prepared_review_unit_hash": "4b0843a259d52e3d663245f2b488289aaf8878bfdb629fca6d85400608a3565f", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35779, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share broad themes like loading, dtype, rotary embeddings, or tied weights, but not the same concrete bug or code path. I would not deduplicate any of the listed pairs, and there are no PRs in the set.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue set; the only plausible duplicate pair is the v5 tied-weights/save_pretrained serialization regression. All other soft pairs are different models, different code paths, or different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44466 is the clearest anchor for the tied-weights regression: it describes the concrete v5 serialization failure and the device-dependent lm_head.weight behavior directly.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44466 is the strongest representative issue because it is specific about the failing save_pretrained path and generalizes better than the more domain-specific translation-model report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Different failures: MobileLLM key lookup vs float8 storage-object loading error." - }, - { - "left": "issue:43756", - "right": "issue:46399", - "accept": false, - "reason": "Both touch rotary logic, but one is RoPE layer dropping and the other is a missing registration decorator in Qwen3.5 kernels." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Unrelated model behaviors: Smollm3 RoPE layer count vs Qwen2.5-VL still-image temporal position IDs." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Sliding-window MoE issue and AutoImageProcessor URL loading are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:46701", - "accept": false, - "reason": "Different subsystems and bugs: multimodal dtype mismatch vs broken DiffusionGemmaGenerationOutput pipeline." - }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug vs T5 decoder-input validation error; not the same code path." + "reason": "XLNet CPU placement bug vs T5 decoder-input validation message; unrelated symptoms and code paths." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "One is a dependency version bump, the other is a broken auto-mapping reference; not duplicates." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is leading-space round-trip loss; different bugs." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder validation are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behavior." + "reason": "Gemma4 device_map/PLE mismatch is unrelated to T5 decoder-input validation." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of an older issue is not the same as a FA2 long-context performance regression." + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they involve different models and different failure modes." + "reason": "Both mention dtype issues, but they affect different models and different inference paths." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve quantization, but one is unsafe uint8 casting in Gemma4 audio modules and the other is a BitsAndBytes skip-module exclusion bug." + "reason": "Both are 4-bit quantization problems, but one is a uint8 torch.finfo crash and the other is a bitsandbytes skip-module assertion." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and Bart generate UnboundLocalError are unrelated." + "reason": "DeepSpeed training weight-dimension error is unrelated to Bart generate() unbound variable error." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Older reproduction issue vs broken Nemotron example; different bugs." + "reason": "Reproduction of an old issue and broken Nemotron example are different problems." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 long-context performance." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both are loading failures, but the reported symptoms and likely root causes are too different to merge safely." + "reason": "Both are config-loading issues, but one is num_labels propagation and the other is strict config loading for granite_speech." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both are config-loading related, but one is num_labels propagation and the other is strict config validation." + "reason": "General gguf_file loading breakage and a specific model load failure are not the same bug." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError and missing TP-plan entries are different training-time bugs." + "reason": "FSDP2 shared_kv_states KeyError and missing TP plan entries are different sharding/training failures." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different outputs in RTDetrV2 vs hidden_states misassignment in VideoPrism." + "reason": "Different models and different output-shape/output-field problems." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation is unrelated to Gemma4 4-bit multimodal dtype casting." + "reason": "T5 decoder validation error message is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-not-found import error vs NoneType broadcast error are unrelated." + "reason": "Missing PyTorch import error is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope parameters, but one is reload persistence and the other is a JSON list type error in validation utility." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU arange placement bug vs flash-attention sink-less-model AttributeError." + "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both concern rope config, but one is reload persistence of rotary_pct and the other is type handling in validation." + "reason": "BEiT label reduction bug is unrelated to single-label-classification zero-loss behavior." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression across many models." + "reason": "Incorrect visual-encoder keys on save_pretrained is unrelated to wrong token IDs from AutoTokenizer." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and zero-loss sequence-classification bug are different layers of the stack." + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint save regression are different models and code paths." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is trust_remote_code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing." + }, + { + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 checkpoint serialization regression are unrelated." + "reason": "Packed-weight loading in BitNet and Perceiver interpolation failure are unrelated." }, { "left": "issue:44466", "right": "issue:45005", + "accept": true, + "reason": "Both report the same v5 tied-weights/save_pretrained regression affecting lm_head serialization; one is the broader symptom, the other a concrete translation-model case." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load IndexError and trainer.evaluate() after train() are different failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id unexpected keys and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model regression." + "reason": "Aux-loss normalization bug is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft pair, issue:44466 vs issue:45005, is well-supported by the titles as the same v5 tied-weights / save_pretrained serialization regression, with 44466 as the broader anchor. The other pair verdicts stay conservative and do not overstate similarity from the packet evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7668,275 +7729,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:29159", "issue:33357", "issue:38175", - "issue:41762", "issue:42898", "issue:43295", "issue:43452", "issue:43525", "issue:43531", - "issue:43643", + "issue:43577", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", "issue:43761", "issue:43819", + "issue:43927", "issue:43994", "issue:44361", "issue:44442", - "issue:44493", + "issue:44464", + "issue:44479", "issue:44568", + "issue:44625", + "issue:44743", "issue:44811", + "issue:44821", "issue:44843", "issue:44857", "issue:44898", - "issue:44936", - "issue:45200", + "issue:44991", "issue:45356", "issue:45372", - "issue:45375", "issue:45542", "issue:45701", "issue:45704", - "issue:46050", "issue:46170", "issue:46178", "issue:46402", - "issue:46463", "issue:46491", "issue:46701", + "issue:46821", "issue:46829", "issue:46832", "issue:46932", - "issue:47000" + "issue:47000", + "issue:47013" ], "soft_pairs": [ - "issue:43720|issue:44898", - "issue:45200|issue:46463", - "issue:43643|issue:45375", - "issue:41762|issue:44936", - "issue:44493|issue:46050", - "issue:43688|issue:43749", - "issue:44361|issue:44442", "issue:38175|issue:43295", - "issue:43653|issue:44361", "issue:43452|issue:44843", - "issue:43819|issue:44811", + "issue:44361|issue:44442", + "issue:43653|issue:44361", "issue:43761|issue:46829", + "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43531|issue:43742", "issue:46832|issue:46932", "issue:43525|issue:46701", + "issue:43295|issue:45356", "issue:29159|issue:33357", "issue:45542|issue:46178", - "issue:43295|issue:45356", "issue:43653|issue:44568", "issue:43688|issue:45704", "issue:43688|issue:45701", "issue:43646|issue:43749", "issue:43756|issue:46402", - "issue:42898|issue:46491" + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:44821|issue:46821" ], - "prepared_review_unit_hash": "da287bbb9b47d086873098f0b0d0922d1552273516c45b394227b08b6c1a7c72", + "prepared_review_unit_hash": "d9539a1102b76dd4533ad356ce6c9ee018e3e0298516aa5d0b5a822893f79f51", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35452, - "estimated_input_tokens": 8863, - "estimated_eval_tokens": 17982 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly contains distinct model/tokenizer/runtime regressions rather than true duplicates. The common thread is transformer version-related behavior changes, especially in tokenization/loading paths, but none of the soft pairs look like the same underlying bug.", - "confidence": 0.46, - "canonical_issue_reason": "issue:45701 is the broadest and most central tokenizer-regression report in the set, with the strongest cross-reference signal and the best fit for the cluster\u2019s shared theme.", + "summary": "This cluster is a loose mix of tokenizer, model-loading, and forward-pass regressions. The soft candidate pairs mostly share broad subsystems but not the same concrete bug, so I rejected all of them.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and is the most reasonable umbrella representative for the tokenizer-related complaints here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most umbrella-like issue and the closest representative of the tokenization/version-regression subset.", + "best_issue_reason": "issue:45701 is the most cluster-representative issue: it is broad, regression-oriented, and closer to the common tokenizer theme than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Different models and different failure modes; no shared code path." + "reason": "Different models and failure modes: zero probabilities in SigLIP vs processor/tokenizer regression in custom model code." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Gemma 4 input defaults vs T5 decoder validation error message; not the same bug." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config fields, but one is AutoConfig/trust_remote_code and the other is a specific vision config field loss." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash vs trainer lifecycle failure; unrelated code paths." - }, - { - "left": "issue:44493", - "right": "issue:46050", - "accept": false, - "reason": "Unexpected key warnings vs sinq quantized save/load breakage; not the same issue." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU/RAM-efficient loading regression; different subsystems." + "reason": "Both affect loading, but one is gguf handling for model/tokenizer load and the other is an offline-mode Mistral regex patch issue." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Two different tokenizer-loading failures with different tokenizers and error types." - }, - { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "SigLIP2 output anomaly vs processor/tokenizer regression in custom multimodal code; distinct bugs." + "reason": "Both are tokenizer load errors, but they target different tokenizer classes and likely different code paths." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer-specific failures; no evidence of a shared underlying defect." + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are unrelated bugs." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "gguf_file loading breakage and offline mistral-regex network access are separate from_pretrained regressions." + "reason": "Both mention hidden_states, but one omits them in CLIPVisionModel and the other mislabels outputs in VideoPrism classification." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens handling; unrelated." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both touch hidden_states, but in different vision models and different incorrect outputs." + "reason": "Completely different areas: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsense outputs vs Perceiver interpolation failure; different model behaviors." + "reason": "Both are image-model inference problems, but they affect different models and different failure mechanisms." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import dependency issue vs Windows/ROCm torch.distributed dependency problem." + "reason": "One is a Gemma/mistral_common import regression; the other is a Windows/ROCm torch.distributed dependency issue." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different RT-DETR loss crashes with different error conditions; not the same bug." + "reason": "Both are DETR loss crashes, but the specific losses and root causes differ." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding window issue and MobileLLM key error are unrelated." + "reason": "Unrelated issues: Qwen3-MoE sliding_window behavior vs MobileLLM loading KeyError." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR forward shape mismatch vs Gemma4 dtype casting for quantized embedders; different fixes." + "reason": "RT-DETR feature-level mismatch and Gemma4 dtype casting are different bugs." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4 config attribute error vs DiffusionGemma pipeline failure; unrelated." + "reason": "Different models and code paths: config pad_token_id missing vs DiffusionGemma pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer access in custom model code and the other is Kimi-K2.5 codec/reg-ex handling." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error in CLIP are different problems." + "reason": "Generic tokenizer inconsistency vs a MacOS bus error in CLIP model loading; not the same bug." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-dependency issues, but they concern different optional backends and different failure paths." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions in different models; no direct duplicate evidence." + "reason": "Both involve backend availability, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token bugs, but on different tokenizers and different symptoms." + "reason": "Both concern special tokens, but the affected tokenizers and symptoms differ." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug vs Apex RMSNorm memory leak; unrelated." + "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Training loss normalization bug vs broad tokenization regression; different code paths." + "reason": "Aux-loss normalization is not a tokenization regression." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage vs FSDP loading regression; not the same issue." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different failures." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE layer drop bug vs missing text encoder weights; distinct model-specific problems." + "reason": "Smollm3 RoPE-layer loading and Sam3 text encoder weights missing are separate model-specific issues." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior change vs CodeLlama leading-space round-trip regression; related area but not the same underlying bug." + "reason": "Both are tokenizer behavior changes, but clean_up_tokenization_spaces and CodeLlama leading-space stripping are different regressions." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both relate to generation/state handling, but the compiled-forward chunking issue is not the same as Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and EMBEDDIA tokenizer load failure are different tokenizer-loading bugs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model families and output-shape bugs; no shared concrete code path." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird and save/load token-id loss in DiaConfig are different tokenization/config bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models and Qwen3.5 num_labels propagation are not the same change." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." } ] }, @@ -7958,7 +8027,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:32090", "issue:33666", @@ -7968,22 +8037,23 @@ "issue:43262", "issue:43278", "issue:43295", - "issue:43452", + "issue:43493", "issue:43504", + "issue:43525", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43611", "issue:43643", - "issue:43653", "issue:43688", "issue:43720", - "issue:43761", "issue:43782", + "issue:43825", "issue:43927", + "issue:44361", "issue:44464", "issue:44466", - "issue:44479", "issue:44484", "issue:44514", "issue:44554", @@ -7992,36 +8062,28 @@ "issue:44625", "issue:44704", "issue:44734", - "issue:44743", - "issue:44821", - "issue:44843", + "issue:44964", "issue:44977", - "issue:44991", "issue:45290", + "issue:45405", "issue:45440", "issue:45491", + "issue:45584", + "issue:45823", "issue:46002", "issue:46050", + "issue:46209", + "issue:46365", "issue:46612", "issue:46693", - "issue:46821", - "issue:46846", - "issue:47013" + "issue:46846" ], "soft_pairs": [ - "issue:44464|issue:44743", - "issue:43452|issue:43577", - "issue:44843|issue:44991", - "issue:43761|issue:47013", - "issue:43653|issue:43927", - "issue:44479|issue:44625", - "issue:44821|issue:46821", "issue:33666|issue:36010", "issue:44484|issue:44704", "issue:44466|issue:46050", "issue:32090|issue:33666", "issue:43688|issue:45440", - "issue:45491|issue:46002", "issue:44734|issue:46612", "issue:44977|issue:46693", "issue:41720|issue:44464", @@ -8030,224 +8092,239 @@ "issue:43278|issue:43688", "issue:43504|issue:43720", "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43262|issue:43295", "issue:33666|issue:36331", "issue:43611|issue:46846", - "issue:43262|issue:43295", "issue:43577|issue:44554", "issue:43720|issue:43927", - "issue:43606|issue:43927", "issue:44514|issue:45290", + "issue:43606|issue:43927", "issue:43504|issue:44610", - "issue:43643|issue:44561" + "issue:43643|issue:44561", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "cec5df568abc45c3380ce1650a39c52441797ceeedb6331c16879d34195d7345", + "prepared_review_unit_hash": "8b7ac29e49a8c17a8b2291c68ba384b2ab987a947fe96318ffb8ab66bf278b2d", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36461, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "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 bug reports across loading, generation, training, vision, audio, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical duplicate: the items are heterogeneous and span different subsystems, models, and failure modes.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: training API breakages, config/load regressions, model-specific generation bugs, and performance/device-mapping problems. None of the soft pairs looks like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43611 is the broadest cross-cutting regression in the set (v5 loading breakage around base_model_prefix) and is the closest thing to a representative anchor, but the overall cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44704 is the best broad representative because it targets a core `from_pretrained` loading path that could plausibly sit near several loader-related reports, but it still does not subsume the others.", + "best_issue_reason": "43611 is the best representative issue because it has the widest blast radius and is a clear version-wide regression, unlike the other highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both concern generation/cache behavior, but one is about compiled forward producing inconsistent chunked generation and the other about recurrent states resetting in xLSTM; different code paths and bugs." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "One is a `gguf_file` loading regression for tokenizer/model creation; the other is a dtype mismatch in BLIP2. Same broad loading area, but not the same bug." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading failures, but one is an offline `model_info()` call in `_patch_mistral_regex` and the other is an `est-roberta` tokenizer regression in v5; distinct causes." - }, - { - "left": "issue:43761", - "right": "issue:47013", - "accept": false, - "reason": "Both mention state/return values, but one is CLIPVision hidden states and the other is xLSTM train-mode unpacking; unrelated model internals." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "One is a tokenizer special-token registration bug; the other is config persistence losing custom token IDs. Related area, different underlying defect." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is `num_labels` propagation into text config; not the same change." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "One is AutoImageProcessor URL loading; the other is a TimesFM `window_size` attribute error. No shared bug path." - }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import failure are completely different issues." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are different failures in different subsystems." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "One questions the default shard size in `save_pretrained`; the other is `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`. Different API surfaces and failures." + "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs forwarding bug are unrelated." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both affect save/load behavior, but one is tied-weight serialization varying by device and the other is sinq quantization persistence. Not the same bug." + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different root causes." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both touch distributed training, but one is a NoneType broadcast error in Trainer and the other is Qwen2-VL multi-GPU training setup. Different root causes." + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as a Qwen2-VL multi-GPU training issue." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote DeepSeekV3MoE divergence. Not mergeable as one fix." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both report NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init. Different triggers and code paths." + "reason": "Auxiliary-loss normalization and DeepSeekV3/DeepseekV3MoE divergence affect different model math paths." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation cache handling, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder being skipped for specific model families. Distinct bugs." + "reason": "KV-cache continuation indexing in serve is a different bug from beam-search cache reorder skipping." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both mention flash attention / long-context generation, but one is a Qwen3.5 correctness regression and the other is a performance regression after 5.2.0. Not the same underlying issue." + "reason": "Qwen3.5 flash-attention generation correctness and a long-context FA2 performance regression are not the same issue." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "One is an auto-device-mapping CUDA assert for Qwen3; the other is compiled-forward chunked generation inconsistency. No direct overlap." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and compiled-forward chunked-generation inconsistency are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "One is about compiled-forward inconsistency in chunked generation; the other is a flash-attention generation regression in Qwen3.5. Different failure modes." + "reason": "Chunked generation with compiled forward is a different failure mode from Qwen3.5 flash-attention generation." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "A legacy-field load failure for Beit segmentation and a torch.compile SDPA issue in Bamba-9B-v2 are unrelated." + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure are separate model bugs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Both touch dtype/loss behavior, but one is embedding dtype drifting from BF16 to FP32 and the other is auxiliary-loss normalization in MoE models. Different bugs." + "reason": "Embedding dtype drift during train/eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit preset loading with a legacy field and BitNet packed-weight unpacking during accelerate loading are separate model-loading failures." + "reason": "Beit pretrained preset loading and BitNet packed-weight unpacking are different code paths." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL `weight_only=True` load errors and an FA2 long-context performance regression are different problems." + "reason": "Qwen3VL weight_only load failure and FA2 long-context performance regression do not share a concrete bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and classification-head NaNs after checkout/init are different symptoms and likely causes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor.tokenizer/image-handling regression are distinct processor bugs." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training on Qwen2-VL and a `compute_loss` signature change in CustomTrainer are unrelated trainer issues." + "reason": "Qwen2-VL multi-GPU training and a Trainer compute_loss signature mismatch are different training issues." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "One is a base-model-prefix loading regression in v5.0; the other is missing `linear_attn` tensor-parallel plan entries for Qwen3.5. Different code paths." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "One is an audio processor sampling-rate default bug; the other is a processor/tokenizer regression in v4.57.5. No shared defect." + "reason": "A broad v5 loading regression is not the same as Qwen3.5 tensor-parallel plan omissions causing OOM/shape errors." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype handling and an MPS attention correctness issue are unrelated." + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated model/runtime problems." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token ID persistence are different persistence/config bugs." + "reason": "BitNet packed-weight loading and DiaConfig token-id persistence are different serialization/config bugs." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "CPU offload device mismatch in bark-small and DiaConfig token ID loss after save/load do not share a code path." + "reason": "Both involve chat templates, but one is batched padding=False handling and the other is tool-call messages with no content; not the same bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both are `apply_chat_template` crashes, but one is batched input with `padding=False` and the other is assistant tool-call messages without content; too different to treat as the same bug." + "reason": "CPU offload device mismatch in Bark and DiaConfig token-id loss are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated vision-model issues." + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model image-size mismatch are different issues." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve `trust_remote_code`, but one is missing config fields from `AutoConfig.from_pretrained` and the other is v5 removal of `is_torch_fx_available`. Different regressions." + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in shape but not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and a not-yet-released peft version bump are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError on tasks are different problems." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different model/runtime failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq quantized save/load breakage are different bugs." } ] }, @@ -8269,296 +8346,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:39692", "issue:42796", + "issue:43257", "issue:43278", "issue:43295", + "issue:43299", + "issue:43334", "issue:43452", "issue:43493", - "issue:43525", + "issue:43504", "issue:43572", "issue:43575", + "issue:43606", "issue:43646", + "issue:43653", "issue:43701", - "issue:43720", "issue:43824", - "issue:43825", "issue:43844", "issue:43927", "issue:43994", + "issue:44291", "issue:44361", "issue:44451", "issue:44466", "issue:44488", - "issue:44554", + "issue:44493", "issue:44568", "issue:44589", - "issue:44625", "issue:44792", "issue:44843", "issue:44849", - "issue:44964", "issue:44977", "issue:45245", "issue:45357", "issue:45405", - "issue:45584", + "issue:45520", + "issue:45759", "issue:45812", - "issue:45823", - "issue:46050", "issue:46192", "issue:46209", - "issue:46365", + "issue:46285", "issue:46489", "issue:46710", "issue:46821", "issue:46832" ], "soft_pairs": [ - "issue:43525|issue:43572", - "issue:44964|issue:45405", - "issue:43720|issue:44361", - "issue:43493|issue:43825", - "issue:44625|issue:45584", - "issue:44977|issue:46209", - "issue:44554|issue:46365", - "issue:45823|issue:46050", "issue:28218|issue:33357", "issue:43452|issue:44451", "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:43493|issue:43844", "issue:39692|issue:43295", + "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:46209|issue:46710", + "issue:44849|issue:46209", "issue:43646|issue:44466", "issue:44568|issue:46489", - "issue:44849|issue:46209", "issue:43278|issue:43701", - "issue:33357|issue:33666", "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44488|issue:44843", "issue:44792|issue:45405", "issue:43927|issue:44361", - "issue:44488|issue:44843", - "issue:43575|issue:45405", "issue:44849|issue:45357", "issue:43824|issue:44589", + "issue:43575|issue:45405", "issue:46821|issue:46832", - "issue:45245|issue:46710" + "issue:45245|issue:46710", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "01623108cdafca42d705b14fc6031ba389d2578bf6f2fce1c669dfc4135e7ee5", + "prepared_review_unit_hash": "ef3090333c9821018aae2a99161786a24410276e8225db2c12798ba7534d50db", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36101, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not look like a true duplicate set. Most items are unrelated model/config/loading regressions; the closest common thread is tokenizer-related bugs, with issue 45812 the best representative if one must be chosen.", - "confidence": 0.8, - "canonical_issue_reason": "Issue 45812 is the strongest representative: a concrete, high-impact tokenizer regression with broad scope. The cluster itself is heterogeneous, so there is no true duplicate hub.", + "summary": "The set is mostly a grab bag of unrelated bug reports; none of the soft pairs appears to be the same underlying issue or change.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 45812 is the clearest broad, user-visible regression with a concrete symptom and wide model impact, making it the strongest anchor issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best standalone issue to keep because it is specific, reproducible, and broadly relevant; most other items are unrelated model/config/loading bugs.", + "best_issue_reason": "Issue 45812 is the most generally useful issue to keep as the representative report: it is specific, high-impact, and describes a clear regression path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are config attribute errors after v5, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`) with no shared code path." - }, - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "One is a model-loading failure for Phi-4 multimodal, the other is a dependency version bump for PEFT; different problems and fixes." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "BitNet packed-weight loading with accelerate and MLukeTokenizer task-attribute errors are unrelated failures." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 output mismatch and a pipeline translation-task error message are unrelated bugs." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 label propagation and Whisper empty-transcription handling after special-token alignment are different code paths." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Flash-attention generation for Qwen3.5 and FP8 inference on B200 are distinct runtime issues." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness and Trainer import failing because of datasets are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Gemma4 device-map mismatch and sinq save/load breakage are different bugs in different flows." - }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are not the same underlying issue." + "reason": "Tokenizer spacing bug vs. MacOS CLIP bus error; different symptoms, models, and failure modes." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both mention model loading, but one is a `gguf_file` path bug in `from_pretrained` and the other is a specific model repo load failure." + "reason": "Both concern loading models, but one is a gguf/from_pretrained breakage and the other is a specific BERT model compatibility problem." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs and `return_tensors` being ignored when `text_kwargs` is passed are unrelated." + "reason": "SigLIP2 inference quality issue vs. ignored return_tensors handling; not the same code path." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are separate problems." + "reason": "Tokenizer BPE-marker handling vs. Qwen3.5 flash-attention generation; unrelated bugs." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "A SigLIP2 implementation discrepancy and a DeepSpeed gradient blow-up are not the same bug." + "reason": "Documentation example errors vs. regression in processor.tokenizer/image passing behavior; different scope and root cause." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Documentation example errors and a processor/tokenizer regression in custom model code are unrelated." + "reason": "SigLIP2 implementation mismatch vs. ZeRO-3 gradient growth; different model and training-path issues." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." + "reason": "Dtype drift in evaluation vs. gradient instability under DeepSpeed; no shared bug." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression after upgrade do not describe the same defect." + "reason": "FP8 inference failure on B200 vs. accuracy regression after upgrade; different problem classes." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs. FP8/B200 inference failure; unrelated functionality." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are different regression types." + "reason": "Custom model initialization regression vs. serialization of lm_head.weight; different code paths." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "These are both tokenizer regressions, but they affect different models and different behaviors (`add_special_tokens` vs BPE markers / token IDs)." + "reason": "Both tokenizer-related, but one is BOS/EOS insertion for mDeBERTa and the other is DeepSeek-Coder output correctness; not the same bug." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8 inference on B200 are unrelated." + "reason": "Training/eval dtype mismatch vs. resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "BF16-to-FP32 dtype change and resume-from-checkpoint key mismatch are different issues." + "reason": "Different tokenizer regressions affecting different models and behaviors; no evidence they share a single root cause." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error in CLIP and a Qwen2-VL multi-GPU training request are not the same underlying bug." + "reason": "MacOS bus error on CLIP vs. Qwen2-VL multi-GPU training request; unrelated." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion for mdeberta while the other is wrong token IDs for Granite models; different code paths and models." + "reason": "Model loading failure vs. offline-mode regression in Mistral regex patch; different triggers." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus test and a PEFT minimum-version bump are unrelated." + "reason": "Janus test failure vs. PEFT minimum-version bump; no shared underlying bug." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig losing custom token IDs and MLukeTokenizer task attribute errors are separate bugs." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "A specific model load failure and an offline-mode regression caused by `model_info()` in `_patch_mistral_regex` are different loading problems." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "Tensor-parallel OOM while loading Qwen2-57B and a PEFT version bump have no shared bug path." + "reason": "Save/load token ID loss in DiaConfig vs. MLukeTokenizer AttributeError; different components." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and incorrect visual-encoder keys during save are different regressions." + "reason": "Hidden-states bug vs. incorrect visual encoder keys on save_pretrained; unrelated Qwen3.5 issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5 VL import failure and missing Float8 storage type are unrelated errors." + "reason": "Import error for a missing class vs. float8 storage type lookup failure; unrelated runtime failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs. PEFT version pinning issue; not the same problem." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM `window_size` attribute errors and RT-DETR forward shape/type errors are separate model bugs." + "reason": "AttributeError in TimesFM vs. RT-DETR forward TypeError; different model-specific failures." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "A category-cardinality runtime error and a DeepSeek accuracy regression after upgrade are not the same issue." + "reason": "Category cardinality runtime limit vs. accuracy regression after upgrade; no common root cause." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after 5.0 update vs. unexpected init argument with init_empty_weights; both version-related but distinct bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs. incorrect unwrap of text_config in composite multimodal configs; related area, but different defects." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field prevents BEiT loading vs. CPU offload device mismatch in bark-small; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs. flash_attn key error on Python 3.13; different compatibility problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-field regressions, but they affect different models and fields; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE conversion/loading path vs. Qwen3VL MOE model loading/import path; related family, but different breakages." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs. CLIP text-model structure inconsistency; different model families and failures." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained loading with a legacy field vs. BigBirdTokenizer special-token registration/empty decode bug; unrelated." } ] }, @@ -8580,7 +8658,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:15354", "issue:28218", @@ -8589,29 +8667,29 @@ "issue:30333", "issue:32090", "issue:34567", + "issue:37428", "issue:38175", + "issue:41720", "issue:42490", "issue:43065", - "issue:43257", - "issue:43299", - "issue:43334", - "issue:43504", - "issue:43572", + "issue:43493", "issue:43606", - "issue:43653", "issue:43696", + "issue:43701", "issue:43844", "issue:43873", "issue:43937", + "issue:43957", "issue:43994", "issue:44112", - "issue:44291", + "issue:44423", "issue:44464", "issue:44493", "issue:44554", - "issue:44589", + "issue:44734", "issue:44869", "issue:44964", + "issue:44977", "issue:45072", "issue:45084", "issue:45200", @@ -8619,27 +8697,18 @@ "issue:45446", "issue:45520", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", - "issue:46285", "issue:46369", "issue:46399", "issue:46424", "issue:46701", + "issue:46710", "issue:46752", "issue:46832", "issue:46846" ], "soft_pairs": [ - "issue:43504|issue:43606", - "issue:43572|issue:44291", - "issue:43334|issue:45759", - "issue:44589|issue:45520", - "issue:44493|issue:46285", - "issue:43334|issue:43572", - "issue:43257|issue:43299", - "issue:43504|issue:43653", "issue:46399|issue:46846", "issue:43606|issue:44112", "issue:45072|issue:46832", @@ -8649,9 +8718,9 @@ "issue:43994|issue:44493", "issue:43937|issue:46701", "issue:44869|issue:46752", - "issue:45229|issue:45823", "issue:45588|issue:46050", "issue:45200|issue:45229", + "issue:45229|issue:45823", "issue:29159|issue:32090", "issue:29942|issue:30333", "issue:42490|issue:43696", @@ -8659,234 +8728,231 @@ "issue:28218|issue:34567", "issue:43065|issue:46369", "issue:15354|issue:38175", - "issue:44554|issue:45446" + "issue:44554|issue:45446", + "issue:44977|issue:46701", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:44977|issue:46710", + "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "196f5e2d8f93390ffce928017821f983c3ec674dcf7a33612e624c9c440eb2fc", + "prepared_review_unit_hash": "beafc55f5dded26c8c51e716734783f271c8afc01892e9be5a9329e513e1ebab", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36157, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34904, + "estimated_input_tokens": 8726, + "estimated_eval_tokens": 17708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items only share broad theme-level similarity (mostly loading/config/tokenizer/runtime regressions), but they span different models, code paths, and failure modes. None of the soft pairs should be merged as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This set is a heterogeneous grab-bag of unrelated transformer/model bugs (tokenization, loading, quantization, device mapping, attention, serving). None of the proposed soft pairs look like the same underlying defect or fix.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue here, so it is the best representative anchor if one is needed; however, this cluster does not contain a true duplicate issue group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the clearest, most self-contained load-time regression in the set (init_empty_weights / transformers>=5.0.0rc0) and is the best representative of the loading-compatibility subgroup.", + "best_issue_reason": "issue:43873 is the most representative single issue in the set because it is broad, active, and has the most inbound references; it is still only a loose thematic anchor, not a duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Both are load-time bugs, but one is a legacy-field model load failure and the other is a CPU-offload device mismatch; different code paths and fixes." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Both involve loading failures after a version change, but the missing pad_token_idx issue and the unexpected _is_hf_initialized argument are distinct incompatibilities." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is an AutoModel.from_config text_config unwrapping bug." - }, - { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Different failures: one is a missing Float8 storage object, the other is a flash_attn import KeyError on Python 3.13." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Both mention structural/key regressions, but the unexpected position-id keys and the CLIP text model structure change are unrelated bugs." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Both are config-attribute loading problems, but they affect different fields, models, and failure modes." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both are Qwen3 MOE-loading regressions, but one is accelerate+deepspeed weight conversion and the other is a transformers dev-version attribute breakage." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "One is a BEiT legacy-field load bug; the other is a tokenizer special-token registration problem. Same broad area, different underlying issue." - }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen3.5 attention/kernel plumbing, but one is a missing decorator on kernel registration and the other is a missing TP-plan entry causing OOM/shape errors." + "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM issue; different code paths and fixes." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "The first is a real device mismatch during CPU offload; the second is a stale CI test failure, not the same bug." + "reason": "Different models and failure modes: CPU offload device mismatch vs a stale GraniteSpeech CI test." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different model/runtime failures: dtype mismatch in bfloat16 inference versus RT-DETR feature-level shape/type handling." + "reason": "One is a bfloat16 dtype mismatch in inference; the other is an RT-DETR backbone/feature-level shape issue." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both relate to generation/cache behavior, but compiled-forward inconsistency and max_cache_length handling for quantized cache are distinct problems." + "reason": "Chunked compiled generation inconsistency and cache max length handling are related to generation, but they are not the same bug or fix." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "One is offloading not working with quantization; the other is quantized save/load breakage after from_pretrained. Related area, not same fix." + "reason": "Quantization/offloading runtime behavior vs broken save_pretrained/from_pretrained serialization; distinct problems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a model-load failure are different classes of bugs." + "reason": "ZeRO-3 gradient growth during training is unrelated to a model load failure for Phi-4 multimodal." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs versus unexpected position-id keys." + "reason": "SigLIP2 output correctness and unexpected position-id keys are different symptoms with different likely causes." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "A GenerationConfig validation error is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are unrelated model-specific issues." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are edge-case decode crashes, but one is Whisper trailing replacement-character handling and the other is apply_chat_template on an empty list." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both concern Gemma4 runtime problems, but OOM in multi-GPU inference and device mismatch in forward are not the same bug." + "reason": "Whisper timestamp decode crash and empty-chat-template crash affect different tokenizer utilities and code paths." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention s_aux=None crash and sinq save/load breakage are unrelated issues." + "reason": "Flash-attention s_aux handling is unrelated to quantized model save/load corruption." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for mm_token_type_ids; the other is a multi-GPU OOM. Different root causes." + "reason": "Gemma4 text-only token-type defaults and Gemma4 multi-GPU OOM are different bugs, not one shared fix." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an OOM and the other is a device mismatch in PLE forward execution." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLflow reporting on failed jobs are different subsystems and bugs." + "reason": "Flash Attention 2 test failures and MLflow failure-reporting behavior are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning is not the same as a CUDA OOM." + "reason": "A trailing-slash import warning and CUDA OOM on GPT-oss-20b are not the same underlying issue." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compiler/template-node failure and flash_attn import KeyError are separate code paths." + "reason": "Template-node compilation failure and Python 3.13 flash_attn import key error are distinct implementation bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token-count updates are unrelated." + "reason": "Added-token spacing behavior and TrainerState token counting are unrelated tokenizer/training concerns." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3-litetext memory overflow are not the same bug." + "reason": "SAM3 pixel decoder dummy layer and SAM3-litetext memory overflow are only loosely model-related, not the same defect." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "GeneratorExp torch.jit.script export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version-check import bug do not share 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": 26, - "review_unit_index": 29, - "review_unit_count": 62, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are different concerns." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model/code-path problems." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume checkpoint key mismatch are different kinds of bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are both serve-related, but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation issue in Qwen3.5 and DeepSeek regression after upgrade are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import error and meta-device loading breakage are separate compatibility/loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:28218", "issue:29870", "issue:29942", + "issue:35141", "issue:37428", "issue:39692", - "issue:41720", "issue:42490", + "issue:42915", "issue:43232", + "issue:43278", "issue:43295", "issue:43450", "issue:43493", @@ -8894,20 +8960,18 @@ "issue:43550", "issue:43572", "issue:43575", - "issue:43701", "issue:43824", "issue:43844", + "issue:43856", "issue:43873", - "issue:43957", + "issue:43975", "issue:44186", - "issue:44423", "issue:44466", "issue:44521", "issue:44554", "issue:44610", - "issue:44734", + "issue:44737", "issue:44849", - "issue:44977", "issue:44987", "issue:45072", "issue:45127", @@ -8925,17 +8989,10 @@ "issue:46178", "issue:46192", "issue:46209", - "issue:46701", - "issue:46710", - "issue:46821" + "issue:46821", + "issue:46894" ], "soft_pairs": [ - "issue:44977|issue:46701", - "issue:41720|issue:46710", - "issue:43493|issue:43701", - "issue:44423|issue:44734", - "issue:44977|issue:46710", - "issue:37428|issue:43957", "issue:45406|issue:46121", "issue:43295|issue:43450", "issue:45072|issue:45198", @@ -8948,228 +9005,233 @@ "issue:43295|issue:44610", "issue:43550|issue:43844", "issue:45200|issue:45823", - "issue:43450|issue:43575", "issue:45520|issue:46178", + "issue:43450|issue:43575", "issue:29870|issue:29942", "issue:43572|issue:44987", "issue:37428|issue:43824", "issue:43232|issue:44849", "issue:39692|issue:46192", "issue:42490|issue:43493", - "issue:44554|issue:45356", "issue:44521|issue:45290", + "issue:44554|issue:45356", "issue:43295|issue:43493", "issue:45381|issue:46209", - "issue:44466|issue:45127" + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "a6633b9f664a8180486027ca7d63953241781d3066df33f30bbb222ecaeaff69", + "prepared_review_unit_hash": "65faf0d68474511ce5730f61b37f35903cf9979c96762d22c737bea74731b135", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37335, - "estimated_input_tokens": 9334, - "estimated_eval_tokens": 18924 + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a tight duplicate set: the items span many unrelated Transformers bugs across generation, multimodal processors, tokenization, serving, and loading. I found no soft-edge pair that looks like the same underlying bug or fix.", - "confidence": 0.73, - "canonical_issue_reason": "There is no clearly canonical duplicate here because the cluster is heterogeneous. If one issue must anchor the cluster, #44521 is the strongest representative: it is open, has multiple inbound refs, and concerns a broad multimodal chat-template failure.", + "summary": "This cluster is a grab bag of unrelated issues across tokenization, generation, multimodal processors, import paths, quantization, and dtype/device behavior. None of the soft pairs look like the same underlying bug, and there are no PRs to consolidate.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; the cluster spans many unrelated failures, so there is no single underlying bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best single issue to represent the cluster because it is user-facing, actively discussed, and likely to affect multiple multimodal workflows.", + "best_issue_reason": "No issue is a strong global representative; the soft edges are all false positives across different subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attn generation vs DiffusionGemma image-text-to-text pipeline." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "Unrelated symptoms and code paths: A800 device-mapping cuda assert vs DeepSeek accuracy regression." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a resume_from_checkpoint key mismatch." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve crashes, but the concrete bugs differ: string .to() crash vs KV-cache tensor indexing." - }, - { - "left": "issue:44977", - "right": "issue:46710", - "accept": false, - "reason": "Different model families and different failure classes: flash-attention generation bug vs accuracy regression." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "ImportError for a flash-attn helper is not the same as meta-device loading breakage." - }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to rope validation type handling." + "reason": "Gemma4Processor missing `_tokenizer` and rope-validation TypeError are unrelated failures." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are multimodal-processing issues, but one is a processor/tokenizer regression and the other is batched video shape handling." + "reason": "Processor/tokenizer regression vs batched video-shape bug; different code paths." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different subsystems and failures: dtype mismatches in inference vs save_pretrained/tokenization failure." + "reason": "bfloat16 inference dtype mismatch is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling is unrelated to AutoModelForCausalLM config unwrapping." + "reason": "Flash-attention sink-less crash and `AutoModelForCausalLM` text_config unwrapping are different bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is not the same as missing default mm_token_type_ids in Gemma 4." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantized offloading behavior are different bugs." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same defect." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to return_tensors being ignored with text_kwargs." + "reason": "LayoutLMv2 NER/batching crash vs `return_tensors` being ignored; different failure modes." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as TimesFM window_size AttributeError." + "reason": "StableLmConfig `pad_token_idx` regression is unrelated to TimesFM `window_size` AttributeError." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch is unrelated to return_tensors precedence." + "reason": "Gemma4 PLE device mismatch and `return_tensors`/`text_kwargs` handling are distinct issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different processors and different model expectations; these are not the same bug." + "reason": "Custom processor/tokenizer regression vs OmDet input-size mismatch; not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure on Bamba is unrelated to ZeRO-3 gradient inflation." + "reason": "Bamba SDPA `torch.compile` failure is unrelated to ZeRO-3 gradient inflation." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting multimodal token IDs and Gemma4 PLE device placement are distinct issues." + "reason": "Defaulting `mm_token_type_ids` to zeros is different from Gemma4 PLE device placement." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Batched video shape handling is unrelated to tensor-parallel OOM while loading a large model." + "reason": "Python 3.13 `flash_attn` import KeyError and TensorFlow Text backend mapping error are unrelated." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Different import/backend lookup failures: flash_attn key error vs tensorflow_text backend mapping error." + "reason": "Batched video-shape bug and Qwen2-57B TP OOM are not the same problem." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate() UnboundLocalError is not the same as failing Flash Attention 2 tests." + "reason": "Bart `generate()` decoder mask error and Flash Attention 2 test failures are different issues." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad token regression and loading physical-intelligence/fast are unrelated." + "reason": "StableLmConfig missing pad token index and a model load failure are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Two import errors, but for different symbols and models; not the same underlying bug." + "reason": "Missing flash-attention helper import vs Qwen2.5-VL class import error; different symbols and causes." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "sync_gpus generation kwarg handling and Qwen3.5 output_hidden_states behavior are different generation paths." + "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 `output_hidden_states` behavior." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and return_tensors precedence are unrelated." + "reason": "SigLIP2 docs/example errors are unrelated to `return_tensors` handling." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local-path warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Trailing-slash local model warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero multimodal assistant masks and tool-call/no-content crashes are distinct chat-template bugs." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue has no clear relation to Kimi-K2.5 tokenizer regression." + "reason": "MPS attention value-head dim bug and Kimi tokenizer codec regression are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Both involve apply_chat_template, but one is wrong assistant masks and the other is a tool-call/no-content crash." + "reason": "Processor/tokenizer regression and SigLIP2 JAX parity discrepancy are different code paths." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are distinct." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head.weight serialization inconsistency is a different problem from LoRA merge collapse with extended vocab." + "reason": "Serialization of tied weights and LoRA merge collapse are not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU tensor creation bug and CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra tokenizer spacing after added tokens and post-init reinitialization of output embeddings are different behaviors." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek Coder detokenization regression do not share a concrete cause." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." } ] }, @@ -9191,17 +9253,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:28218", - "issue:35141", + "issue:28282", + "issue:33357", + "issue:37428", + "issue:38175", "issue:41720", - "issue:42915", "issue:43262", - "issue:43278", "issue:43334", "issue:43335", "issue:43388", + "issue:43425", "issue:43450", "issue:43452", "issue:43525", @@ -9210,46 +9273,40 @@ "issue:43606", "issue:43653", "issue:43819", - "issue:43824", "issue:43827", - "issue:43856", "issue:43901", "issue:43950", - "issue:43975", "issue:44112", + "issue:44206", "issue:44442", "issue:44561", "issue:44610", - "issue:44737", "issue:44792", "issue:44857", "issue:44898", - "issue:44995", "issue:45083", "issue:45198", "issue:45200", "issue:45325", "issue:45412", "issue:45563", + "issue:45584", "issue:45593", + "issue:45759", "issue:46192", "issue:46209", "issue:46234", "issue:46285", + "issue:46424", "issue:46512", + "issue:46821", "issue:46858", - "issue:46894", "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:42915|issue:43824", - "issue:28218|issue:35141", - "issue:44737|issue:46894", - "issue:43278|issue:43856", - "issue:43824|issue:43975", - "issue:43653|issue:44112", "issue:43452|issue:46512", + "issue:43653|issue:44112", "issue:43262|issue:43450", "issue:43950|issue:46285", "issue:43334|issue:43525", @@ -9261,222 +9318,241 @@ "issue:44792|issue:45563", "issue:45200|issue:45325", "issue:43819|issue:44112", - "issue:43335|issue:43550", "issue:41720|issue:46209", + "issue:43335|issue:43550", "issue:44561|issue:46234", "issue:43827|issue:43901", - "issue:43819|issue:45083", "issue:44610|issue:44857", + "issue:43819|issue:45083", "issue:43388|issue:43526", "issue:43606|issue:45083", "issue:44857|issue:45593", - "issue:44995|issue:46858" + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357" ], - "prepared_review_unit_hash": "63090011b872bf900326e0bd576a174674979d1117f1032997d3c9fd4bb4a2f8", + "prepared_review_unit_hash": "d6701344f6ad445a83cb9624f26376f91fdfb7c6e8549c9d0e438a1a0e5494c4", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36471, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "soft_pair_count": 30, + "serialized_chars": 37087, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: almost all soft edges connect unrelated bugs across different models, processors, caches, docs, and hardware paths. I would not merge any of the candidate pairs.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the linked items are mostly unrelated false-positive similarities rather than duplicates.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, cache paths, docs, and environment failures. I don\u2019t see any soft edge that looks like the same underlying bug/change, so no pair should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "#43950 is the broadest core regression in the set (a generic `from_pretrained()` load-path corruption issue) and is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good cluster representative because the soft links do not converge on one underlying bug or code path.", + "best_issue_reason": "#43950 is the most globally useful issue to anchor the cluster because it describes a cross-cutting, high-impact regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Different failures in different model families: Qwen3MoE FP8 config vs Qwen2.5-VL import error." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing bug vs embedding resize/post-init reinitialization; unrelated code paths." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "XLNet device placement bug vs CohereASR training-loss shift bug; unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Dtype drift in evaluate vs memory usage in Qwen3 MoE training; not the same bug." - }, - { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Import failure for Qwen2.5-VL vs incorrect detokenization for DeepSeek Coder; different subsystems." + "reason": "Different failure modes: GGUF loading vs stale `config.dtype` after `from_config(dtype=...)`." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration vs a GraniteSpeech CI test/device override issue; unrelated." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file loading regression vs from_config dtype/config staleness; different lifecycle stages and bugs." + "reason": "Tokenizer special-token decoding bug vs CI stale device-override test; unrelated code paths." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video shape handling; unrelated processor bugs." + "reason": "Audio chat template sampling-rate default vs batched video processor output shape; not the same bug." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP text-model structure inconsistency; different issues." + "reason": "Both touch model loading/structure, but one is a generic buffer-corruption regression and the other is CLIP text-model API inconsistency." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they are separate model configs and not one concrete shared bug." + "reason": "Same symptom class (`pad_token_id` missing), but different model configs and separate fixes." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting vs unsafe dtype casting in quantized multimodal embedders; distinct failures." + "reason": "Gemma4 text-only multimodal token IDs vs Gemma4 4-bit quantized embedder dtype casting; distinct bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization regression; unrelated." + "reason": "Tokenizer loading failure vs save/tokenization failure in a different model family." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Different Gemma4 multimodal bugs: missing default token type IDs vs quantized embedder dtype casting." + "reason": "Input-token defaults vs quantized vision/audio embedder casting; same model family but different underlying defect." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure vs RT-DETR memory release issue; no shared code path." + "reason": "Perceiver resolution handling vs RT-DETR memory-release behavior; unrelated." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored with text_kwargs; unrelated." + "reason": "Different processor bugs: label reduction vs `return_tensors` being ignored." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs paged generate warning regression; not the same bug." + "reason": "Janus image-generation test failure vs stale `num_return_sequences` warning in paged generate; unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 text-only token-type defaults vs Qwen2.5-VL temporal position_id scaling; unrelated." + "reason": "Different multimodal issues: Gemma4 token-type defaults vs Qwen2.5-VL temporal position scaling." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch vs GraniteSpeech CI device override test; unrelated." + "reason": "DAC latent mismatch vs CI stale device-override test; not the same code-path problem." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Bamba SDPA torch.compile failure; different model/runtime problems." + "reason": "Both are hardware/runtime failures, but one is auto device mapping on A800 and the other is FP8 inference on B200." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert vs FP8 inference failure on B200; different hardware/model bugs." + "reason": "SwitchTransformers config construction bug vs Bamba torch.compile/SDPA failure; unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of one import-utils helper breaking trust_remote_code vs a missing different import-utils symbol; unrelated." + "reason": "Both involve missing utility helpers, but they are different symbols with different breakages and fixes." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they concern different pipeline docs and different outdated parameters." + "reason": "Both are docs issues about pipelines, but they concern different APIs and regressions." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different cache/feature bugs: DAC from_latents mismatch vs qwen3_omni_moe length helper behavior." + "reason": "Different vision-model bugs: processor input size mismatch vs AMP crash in loss computation." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "OmDet processor/model size mismatch vs LwDetrImageLoss AMP crash; unrelated vision issues." + "reason": "DAC STE mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Trainer gather_for_metrics label truncation vs image-processor reduce_labels behavior; different layers and failures." + "reason": "Both mention labels, but one drops elements in metric gathering while the other reduces labels incorrectly in an image processor." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe feature-length helper; unrelated." + "reason": "CPU offload device mismatch vs feature-length helper arithmetic; unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss vs D-FINE auxiliary-loss logic when denoising is off; different bugs." + "reason": "Different detection-model problems: float16 AMP crash vs missing auxiliary losses." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward vs static-cache seq_length tensor arithmetic on non-CUDA backends; not the same underlying issue." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null + "reason": "Stale `config.dtype` vs `window_size` attribute error; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor arg validation vs Whisper empty-transcription generation failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping bug vs CLIP text-model structural inconsistency; different code paths." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache configuration coverage issue vs static-cache seq-length tensor arithmetic bug; distinct defects." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBird tokenizer special-token registration bug; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific import error for `_flash_supports_window_size` vs a broad torch-version incompatibility report; not the same change or bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError vs MacOS bus error loading a CLIP model; completely different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null }, { "label": "issue", @@ -9489,27 +9565,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:28282", + "issue:26413", + "issue:28218", "issue:29127", "issue:29942", + "issue:31501", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42490", "issue:43278", "issue:43335", - "issue:43425", "issue:43504", "issue:43526", "issue:43550", + "issue:43606", "issue:43611", - "issue:43653", + "issue:43720", "issue:43819", "issue:43825", "issue:43854", @@ -9522,44 +9598,35 @@ "issue:44514", "issue:44521", "issue:44743", + "issue:44779", "issue:44855", + "issue:44857", "issue:45083", "issue:45290", - "issue:45412", + "issue:45310", + "issue:45478", "issue:45520", - "issue:45584", "issue:45588", "issue:45593", - "issue:45759", + "issue:45823", "issue:45859", "issue:46170", - "issue:46285", "issue:46326", - "issue:46424", - "issue:46512", - "issue:46821", - "issue:46858" + "issue:46431", + "issue:46566" ], "soft_pairs": [ - "issue:44206|issue:45584", - "issue:46512|issue:46821", - "issue:45759|issue:46285", - "issue:38175|issue:45412", - "issue:46424|issue:46858", - "issue:43335|issue:43653", - "issue:37428|issue:43425", - "issue:28282|issue:33357", "issue:29942|issue:32090", "issue:43611|issue:44466", "issue:43335|issue:43504", - "issue:43550|issue:44112", "issue:44855|issue:45083", + "issue:43550|issue:44112", "issue:45520|issue:46170", "issue:44448|issue:44743", - "issue:43335|issue:45083", "issue:45290|issue:46326", "issue:37428|issue:44351", "issue:44514|issue:44521", + "issue:43335|issue:45083", "issue:43335|issue:45593", "issue:43335|issue:44112", "issue:43278|issue:43825", @@ -9568,211 +9635,229 @@ "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:43819|issue:44493", - "issue:39692|issue:43526" + "issue:46431|issue:46566", + "issue:39692|issue:43526", + "issue:43720|issue:44112", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "a6d071150639c4fc4c9c28892520e6b793f233d914611d9457dc1029cb6b12cd", + "prepared_review_unit_hash": "c034b1a8432e9bc54ca1c647d7268a11d3c4aa2f2d4e27d7404a2162d3eb8a2d", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36520, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a noisy similarity bucket of mostly unrelated Transformers bug reports. None of the soft pairs appear to be the same underlying bug/change, so all are rejected. If forced to pick a canonical issue anchor, issue 43335 is the least-bad choice because it is the most centrally connected item in the cluster, but the overall cohesion is weak.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43335 is the most central node in this noisy cluster and participates in several soft-similarity links, so it is the best available anchor despite the lack of a true common bug theme.", + "summary": "Most soft links are false positives across unrelated model-specific regressions. The only clear duplicate pair is issue:45310 / issue:45478, which report the same Qwen3.5 MoE from_pretrained failure with identical wording.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report of the exact-match duplicate pair with the same title and broader inbound context.", "canonical_pr_reason": null, - "best_issue_reason": "43335 has the highest apparent connectivity and is a concrete reproducible bug report, making it the most plausible representative issue in this set.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this set: it is a clean exact duplicate target, while the rest of the pairings are mostly unrelated near-matches.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Different failures: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty-transcription generation after special-token alignment." - }, - { - "left": "issue:46512", - "right": "issue:46821", - "accept": false, - "reason": "Related to model/cache configuration, but one is stale `config.dtype` after `from_config`, the other is `window_size` causing an AttributeError in TimesFM 2.5." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Both involve model config structure, but one is `from_config` unwrapping `text_config` and the other is inconsistent CLIP text model class structure." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Unrelated bugs: zero probabilities in SigLIP2 vs RT-DETR models not releasing memory on deletion." - }, - { - "left": "issue:46424", - "right": "issue:46858", - "accept": false, - "reason": "Both touch cache logic, but one is about `max_cache_length` only applying to quantized cache while the other is a static-cache slice arithmetic bug under `torch.compile`." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Different subsystems: sparse-layer creation in SwitchTransformers config vs BigBird tokenizer special-token registration." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Both are version/import issues, but one is a missing flash-attn helper import and the other is torch 2.10 incompatibility." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Same broad area of model loading/runtime, but one is missing PyTorch in the environment and the other is a Mac bus error with a community CLIP model." - }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Both are failures, but one is Flash Attention 2 test breakage and the other is a Trainer broadcast NoneType error; different bugs and code paths." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both concern model loading/serialization behavior, but one is `base_model_prefix` loading and the other is tied `lm_head.weight` serialization depending on device." + "reason": "Both mention v5/loading behavior, but one is about base_model_prefix loading and the other about lm_head.weight serialization; not the same defect." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "One is a SwitchTransformers sparse-layer config bug; the other is a Beit preset load failure from a legacy field." + "reason": "Completely different model families and failures: SwitchTransformers sparse layer config vs BEiT legacy field loading." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different concrete bugs: Bamba torch.compile + SDPA failure vs GraniteSpeech stale device override CI failure." + "reason": "Python parsing/import issue in DebertaV2 vs a qwen3_omni_moe helper behavior issue; unrelated code paths." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "One is a Python 3.13 `@torch.jit.script` parsing problem; the other is a helper-function output-length behavior bug in qwen3_omni_moe." + "reason": "One is a torch.compile/SDPA failure for Bamba, the other is a CI test stale device override in GraniteSpeech; not duplicates." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/runtime issues, but one is a Python 3.13 flash_attn key error and the other is a Windows ROCm torch.distributed dependency problem." + "reason": "Different import/runtime environments and root causes: flash_attn lookup on Python 3.13 vs torch.distributed dependency on Windows ROCm." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different bugs: output drift between Transformers v4/v5 for Pegasus vs recurrent states resetting in modular_qwen3_5 cache handling." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Different model families and failure modes; SwitchTransformers sparse-layer config is unrelated to qwen3_omni_moe helper length behavior." + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is recurrent state reset in modular_qwen3_5; different models and mechanisms." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template related, but one crashes on assistant messages with tool calls and no content, while the other concerns `continue_final_message` for mistral_common tokenizers." + "reason": "Both involve chat templating, but one is tool-call/tokenize crash and the other is continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different import errors: missing flash-attn helper name vs missing `HybridCache` symbol." + "reason": "Different import errors for different symbols (_flash_supports_window_size vs HybridCache); no shared underlying bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same API family, but different symptoms and triggers: batched `apply_chat_template(..., padding=False)` crash vs all-zero assistant masks for multimodal inputs." + "reason": "Both are apply_chat_template issues, but one crashes on batched padding=False input and the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config creation in SwitchTransformers is unrelated to D-FINE not using auxiliary losses when denoising is off." + "reason": "SwitchTransformers configuration bug and D-FINE auxiliary-loss bug are unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different issues: SwitchTransformers sparse layer creation vs stale device override test failure in GraniteSpeech." + "reason": "SwitchTransformers config and GraniteSpeech CI stale device override are unrelated issues." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Both involve regressions, but one is embedding dtype drifting from BF16 to FP32 and the other is a pipeline error message wrongly implying translation is supported in v5." + "reason": "Embedding dtype mismatch during evaluate is unrelated to a pipeline translation-task error message regression." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Different subsystems and symptoms: LayoutLMv3 error-message clarity vs Trainer GPU broadcast NoneType failure." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different code paths: flash_attention integration crashing on `s_aux=None` vs Qwen3_5Moe rotary embedding not handling CPU offload." + "reason": "Both are attention/offload related, but one is flash_attention.py s_aux handling and the other is Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "One is a local-path trailing-slash import warning; the other is a unit-test failure loading `zai-org/GLM-4.7-Flash`." + "reason": "A trailing-slash import warning for local paths is unrelated to GLM-4.7 Flash model loading failures in tests." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are model-behavior regressions, but one is Llama 3.2 Vision model loading and the other is token-embedding resizing reinitializing output embeddings." + "reason": "Different failure modes: Llama 3.2 Vision loading regression vs output embedding reinitialization after resizing token embeddings." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent conversion mismatch is unrelated to unexpected `position id` key warnings during model loading." + "reason": "DAC from_latents/STE mismatch and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat template support, the other is weights left on meta with device_map='auto'; different loading paths." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to BeitImageProcessorFast `reduce_labels` returning only one label." + "reason": "Documentation example errors for SigLIP2 and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and GraniteSpeech CI stale override are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to the LwDetrImageLoss AMP float16 crash." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained regression; these are clear duplicates." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4-v5 tokenizer/model regressions, but they affect different models and distinct behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to unexpected position-id key errors." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb SLM training not starting are different training issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: LaserFeatureExtractor center-arg regression vs Gemma4 PLE device mismatch during forward." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet. The duplicate pair issue:45310 / issue:45478 is an exact title match and the earlier issue is correctly chosen as canonical. The soft-edge rejects are appropriately conservative and the reasons generally track the issue titles without overstating evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9787,71 +9872,62 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:10000", "issue:15354", - "issue:26413", "issue:27957", - "issue:28218", "issue:29870", "issue:29942", - "issue:31501", "issue:32090", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", - "issue:39692", + "issue:40444", + "issue:42175", "issue:42490", "issue:43278", "issue:43329", + "issue:43381", + "issue:43526", "issue:43550", "issue:43575", - "issue:43606", "issue:43701", - "issue:43720", - "issue:44112", - "issue:44206", + "issue:43927", + "issue:44360", "issue:44448", "issue:44493", + "issue:44561", "issue:44617", - "issue:44779", "issue:44855", - "issue:44857", "issue:44977", "issue:45083", "issue:45127", + "issue:45229", "issue:45245", "issue:45290", - "issue:45310", "issue:45381", "issue:45459", - "issue:45478", "issue:45593", - "issue:45823", + "issue:45698", + "issue:45920", + "issue:46192", "issue:46234", "issue:46399", - "issue:46431", - "issue:46566", + "issue:46421", "issue:46655", "issue:46697", + "issue:46858", "issue:47000" ], "soft_pairs": [ - "issue:46431|issue:46566", - "issue:43720|issue:44112", - "issue:43606|issue:44857", - "issue:45310|issue:45478", - "issue:44448|issue:44779", - "issue:39692|issue:44493", - "issue:28218|issue:32090", - "issue:26413|issue:31501", "issue:45127|issue:45245", - "issue:44206|issue:45823", - "issue:45459|issue:46234", - "issue:43701|issue:45083", "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:45459|issue:46234", "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:45593|issue:47000", @@ -9861,212 +9937,219 @@ "issue:29942|issue:35141", "issue:45290|issue:45381", "issue:29870|issue:32090", - "issue:43278|issue:43329", "issue:10000|issue:15354", + "issue:43278|issue:43329", "issue:44448|issue:44977", "issue:45290|issue:46655", - "issue:44855|issue:46399" - ], - "prepared_review_unit_hash": "60416543dd3f2945535fdb280927e35c874f5a3801cb975a3d6d0f77860843d0", - "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35894, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858" + ], + "prepared_review_unit_hash": "721f7b298fb8d315920a105884e95dacc29c608aa9ccc5119c0c6bad715a646b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across different models and subsystems. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478).", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier, fuller report for the same Qwen3.5 MoE from_pretrained failure and has inbound discussion/references.", + "summary": "This is a noisy set of mostly unrelated Transformers bug reports. The soft-similarity pairs are false positives: they share broad subsystems at most, but not the same concrete bug or fix path. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the strongest standalone report: it describes a broad tokenizer regression affecting multiple model families and has the highest signal for a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest cluster anchor: it describes a concrete reproducible bug and is the exact duplicate target of 45478. The rest of the cluster is unrelated noise.", + "best_issue_reason": "issue:45920 is the best cluster anchor overall because it is the most broadly impactful and well-supported issue in an otherwise heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46431", - "right": "issue:46566", - "accept": false, - "reason": "Different subsystems and failures: missing chat template vs device_map='auto' meta-device loading bug." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Different problems: packed-weight loading in BitNet vs a stale device-override CI failure in GraniteSpeech." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Different code paths and symptoms: CPU offload device mismatch vs AMP/CUDA crash in a loss function." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same underlying bug: identical Qwen3.5 MoE from_pretrained regression report, with 45478 clearly duplicating 45310." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Different models and regressions: Pegasus v4/v5 output drift vs Deepseek tokenizer correctness in v5." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Different failures: SigLIP2 doc/example mismatch and quantization issue vs unexpected position-id keys across many models." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing bug vs trainer GPU broadcast NoneType error; not the same bug." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Both are training-related, but one is resume_from_checkpoint/epoch_iterator and the other is FineWeb startup; different root causes." - }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Unrelated: LoRA/extended-vocab collapse vs a categories cardinality runtime limit." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Different models and failures: unsupported center argument in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + "reason": "Different failure modes: LoRA/extended-vocab collapse vs category-count overflow; not the same bug." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Different import-utils/tokenizer behaviors: protobuf error masking vs missing availability helper symbol." + "reason": "One is a CUDA OOM report, the other is an image padding bug in Swin2SR; unrelated code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Different bugs: resume_from_checkpoint key mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch and multimodal token-length helper behavior are distinct issues." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "OOM in Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "Tokenizer protobuf error handling vs a missing import_utils availability symbol are separate bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different runtime failures: NoneType broadcast error vs MacOS bus error on a CLIP model." + "reason": "Trainer broadcast of NoneType and MacOS bus error in CLIP are unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen2 tp OOM." + "reason": "Local-path import warning and tensor-parallel OOM are different problems." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + "reason": "Both are detection losses, but they are different models and different failure mechanisms; not mergeable as one fix." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper issue." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length arithmetic." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero probabilities is not the same as unexpected position-id keys." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are distinct inference/model-loading issues." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model loading are different code paths." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are different bugs." + "reason": "Flash-Attn test failures and embedding reinitialization after resize are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template/tool-call crash vs qwen2.5-vl video position-id bug; different code paths." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are separate multimodal bugs." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to the trainer broadcast NoneType error." + "reason": "BART generate() decoder mask bug and distributed broadcast NoneType error are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Eval dtype drift is unrelated to undefined video-token helper variables in multimodal token counting." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure do not describe the same bug." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "German DistilBertModel issue and ViT torch.jit.script generator-expression failure are unrelated." + "reason": "Embedding dtype drift in eval and undefined video-branch helpers are different issues." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift across versions is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat template crash is unrelated to SmolVLM video padding logic." + "reason": "Chat-template crashes and video padding miscalculation are both multimodal, but not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import is a different bug from Qwen3.5 kernel registration missing decorator." + "reason": "Python 3.13 torch.jit parsing/indentation failure and a missing decorator on rotary-pos-emb registration are not the same fix." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time BART bug and a DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing import symbol and packaging/backend selection under pip extras are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image fine-tuning failure and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and multi-GPU OOM in Gemma4 are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change and gradient-checkpointing-in-eval-mode are separate behaviors." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache recompilation with chunked prefill and device-tensor seq_length arithmetic on non-CUDA backends are different cache issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative: the one accepted pair (45310/45478) is strongly supported by the identical Qwen3.5 MoE from_pretrained titles and the inbound reference, while the rest of the soft-edge links are reasonably marked false as cross-model or cross-subsystem mismatches. The canonical issue choice and summary are also supported by the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -10081,296 +10164,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:25251", "issue:29127", "issue:29870", + "issue:29942", + "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", "issue:34689", - "issue:37428", "issue:39692", - "issue:40444", "issue:41720", - "issue:42175", "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", "issue:43278", "issue:43381", - "issue:43526", "issue:43575", "issue:43611", + "issue:43653", "issue:43701", + "issue:43756", "issue:43873", - "issue:43927", "issue:43976", + "issue:43994", "issue:44186", - "issue:44360", + "issue:44206", "issue:44361", + "issue:44442", "issue:44448", "issue:44466", + "issue:44479", "issue:44561", "issue:44568", + "issue:44743", "issue:44779", "issue:44871", "issue:44977", "issue:45198", "issue:45229", + "issue:45372", "issue:45440", "issue:45491", "issue:45563", "issue:45588", - "issue:45698", "issue:45803", "issue:45823", - "issue:45920", - "issue:46121", - "issue:46192", - "issue:46421", - "issue:46858" + "issue:46121" ], "soft_pairs": [ - "issue:45920|issue:46192", - "issue:44360|issue:44561", - "issue:29870|issue:33290", - "issue:37428|issue:42175", - "issue:40444|issue:43526", - "issue:43278|issue:43381", - "issue:44977|issue:45229", - "issue:43927|issue:45698", - "issue:32090|issue:33290", - "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", "issue:43976|issue:45440", "issue:44448|issue:44466", "issue:25251|issue:32090", - "issue:29127|issue:34567", - "issue:44871|issue:44977", "issue:44568|issue:45491", - "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:29127|issue:34567", "issue:44561|issue:44779", + "issue:43381|issue:43701", "issue:33357|issue:39692", - "issue:45198|issue:45803", "issue:45588|issue:45823", + "issue:45198|issue:45803", "issue:43278|issue:43575", "issue:41720|issue:45229", "issue:44977|issue:45563", "issue:44186|issue:45198", - "issue:44361|issue:45198", "issue:43611|issue:46121", - "issue:29870|issue:34689" + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45372|issue:45588", + "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "c3f0c773819f19f6c7e874a474005f34e9b57246b4dd1eac166a34c9dbd07a95", + "prepared_review_unit_hash": "2f8f3431bcd11095f513da10e6f01dfb8b296bf0eb90c7f74d21d467d6d6dd6d", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36372, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items are separate Transformers bugs/regressions across tokenization, trainers, model loading, cache, and docs. None of the soft pairs look like the same underlying change, so all soft edges should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: the suggested soft pairs mostly share broad ecosystem terms (quantization, generation, tokenizer, model loading) but not the same concrete bug or fix path. No pair looks safe to merge as a duplicate, and there is no true cluster-wide canonical duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the closest thing to a cluster anchor because it is relatively central/active, but it is not a real umbrella duplicate for the rest of these unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the broadest, most representative report in the set (a multi-model tokenizer regression), but the cluster is too mixed for it to serve as a true duplicate canonical.", + "best_issue_reason": "43873 is the best issue only as a triage anchor; it has the strongest centrality, but the surrounding issues do not describe the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Both are tokenizer API regressions, but one is wrong token IDs across multiple models while the other is `return_tensors`/`text_kwargs` handling." + "reason": "Both involve memory/offloading themes, but one is quantization offloading behavior and the other is Gemma4 multi-GPU OOM; different symptom and code path." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different problems: DSA indexer ReLU discussion vs removal of `is_torch_fx_available` breaking `trust_remote_code` models." + "reason": "Local-path import warning vs quantization/offloading failure; unrelated behaviors." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "`generate()` decoder mask bug and DeepSpeed/Adafactor OOM are unrelated failure modes." + "reason": "Python/version compatibility issue vs DeepSeekV3 implementation divergence; not the same defect." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Import error for a flash-attention helper is unrelated to TensorFlow missing from the `.[torch]` extra." + "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is lm_head serialization/tied-weights behavior." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast `reduce_labels` bug are different code paths." + "reason": "Pipeline top_k nesting bug vs trainer broadcast NoneType error; entirely different code paths." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are distinct issues." + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings with sliding-window attention; unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU CUDA OOM are not the same bug." + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure; different models and failure modes." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Both involve loading/saving, but one loses custom token IDs and the other loads the wrong custom module after save." + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counting not updating; not the same bug." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to optimizer memory blow-up in DeepSpeed." + "reason": "Removal of a utility breaking trust_remote_code vs Deepseek tokenizer regression; separate breakages." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Both mention cache behavior, but one is spurious recompilation from lazy init while the other is device-tensor arithmetic in `_prefill`." + "reason": "Eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." + "reason": "MacOS bus error on CLIP model loading vs SigLIP2 documentation example issues; not the same underlying bug." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Trailing-slash import warning and quantization offloading failure are unrelated." + "reason": "Flash-attention s_aux=None crash vs Gemma4 device-map mismatch; both Gemma4-adjacent but distinct code paths." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are separate issues." + "reason": "Wav2Vec2 save/tokenization failures vs a bare-except bug in Fuyu tensor conversion; unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Both are v5 regressions, but one is output mismatch for Pegasus and the other is serialization of tied weights." + "reason": "Training/evaluate dtype mismatch vs tensor-parallel OOM on Qwen2-57B; different issues." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Pipeline `top_k` nesting and Trainer GPU broadcast errors are unrelated." + "reason": "Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM; both are GPU issues but not the same bug." }, { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 error messaging and `num_input_tokens_seen` not updating are different Trainer/model concerns." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma eos-token config mismatch and Qwen3.5 flash-attention generation failure are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings have different symptoms and code paths." + "reason": "Qwen3.5 flash-attention generation regression vs stale num_return_sequences warning in paged generate; unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "One is a restriction on gradient checkpointing in eval; the other is a checkpoint key mismatch." + "reason": "LayoutLMv2 tokenizer crash vs Wav2Vec2 save/tokenization failure; different tokenizers and failure modes." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Helper removal breaking `trust_remote_code` and DeepSeek tokenizer regression are separate compatibility bugs." + "reason": "base_model_prefix loading breakage vs rope-parameter dict conversion TypeError; unrelated." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "MacOS bus error in model loading and SigLIP2 doc-example errors are not the same underlying issue." + "reason": "MLukeTokenizer attribute error vs Wav2Vec2 save/tokenization failures; not the same defect." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare `except:` bug are unrelated." + "reason": "BART generate unbound variable vs Llama 3.2 vision model-loading breakage; unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Flash-attention crash on `s_aux=None` and Gemma4 PLE device mismatch are different failures." + "reason": "BigBirdTokenizer special-token registration vs Qwen3_5 recurrent-state reset with cache; different subsystems." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Eval dtype change and tensor-parallel OOM are not the same bug." + "reason": "Laser feature extractor center-arg regression vs Qwen multimodal video-input regression; unrelated." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Qwen3 auto device-map assertion and Gemma4 OOM are distinct model/runtime problems." + "reason": "Flash Attention 2 test failures vs image processor void-segmentation-map handling; both test regressions but not the same bug." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Flash-attention generation bug and stale warning for `num_return_sequences` are unrelated." + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; both quantization-related but different operations." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Different tokenizer/model families and different failure modes; not a duplicate." + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence; different models and implementations." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task error and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Tokenizer special-token bug vs AutoTokenizer failing to load a speech tokenizer; unrelated." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Base-model-prefix loading break and rope-validation type error are different code paths." + "reason": "Gemma4 processor import error vs flash-attention s_aux=None crash; same model family, different failure layers." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "BART generation mask bug and Llama 3.2 Vision loading regression are unrelated." + "reason": "Sam3 pixel-decoder dummy Conv2d vs SigLIP2 nonsensical outputs with AutoModel/pipeline; unrelated." } ] }, @@ -10392,16 +10462,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:27957", "issue:29127", - "issue:29942", - "issue:30064", + "issue:33290", "issue:33357", + "issue:34689", "issue:35141", "issue:42490", "issue:42915", - "issue:42994", "issue:43065", "issue:43066", "issue:43381", @@ -10409,23 +10479,22 @@ "issue:43421", "issue:43526", "issue:43575", - "issue:43653", "issue:43701", - "issue:43756", "issue:43824", + "issue:43931", "issue:43994", - "issue:44206", + "issue:44186", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", - "issue:44479", - "issue:44743", + "issue:44857", "issue:45072", "issue:45198", "issue:45245", + "issue:45250", "issue:45372", "issue:45406", "issue:45412", @@ -10439,26 +10508,19 @@ "issue:45712", "issue:45834", "issue:46369", + "issue:46640", "issue:46693", "issue:46701" ], "soft_pairs": [ - "issue:43653|issue:44743", - "issue:44206|issue:44479", - "issue:29942|issue:30064", - "issue:43756|issue:45440", - "issue:42915|issue:42994", - "issue:43653|issue:44442", - "issue:45372|issue:45588", - "issue:43065|issue:43994", - "issue:44265|issue:45198", - "issue:43412|issue:45588", "issue:43065|issue:45412", + "issue:43412|issue:45588", + "issue:44265|issue:45198", "issue:45491|issue:46693", - "issue:45459|issue:45712", "issue:29127|issue:33357", "issue:43575|issue:43701", "issue:45245|issue:45563", + "issue:45459|issue:45712", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45440|issue:45593", @@ -10466,236 +10528,251 @@ "issue:43994|issue:45412", "issue:43421|issue:45491", "issue:45406|issue:46701", - "issue:45372|issue:45459", "issue:45412|issue:46369", "issue:43066|issue:44462", + "issue:45372|issue:45459", "issue:43575|issue:44387", "issue:44442|issue:45072", "issue:44464|issue:45584", "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", "issue:43824|issue:44279", - "issue:43526|issue:46693" + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44857|issue:45588", + "issue:43526|issue:44186", + "issue:45250|issue:46640" ], - "prepared_review_unit_hash": "69cffdb22fd019af4559da3a4b643c9802d390cb244334f29be3ad6f73747a1d", + "prepared_review_unit_hash": "91bf480a175a9a7d9c0e7281ba90f02a60e942a624a931cec22cf9cec159c0be", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36674, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "soft_pair_count": 33, + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates stand out in this set; the soft-similarity pairs mostly share a subsystem or model family but describe different concrete failures. I would not merge any of the proposed soft edges.", - "confidence": 0.78, - "canonical_issue_reason": "The collection is heterogeneous, so there is no clear duplicate cluster. If one issue must serve as the representative, issue 45406 is the most concrete and actionable runtime crash report with a specific failing code path (`Gemma4Processor` / missing `_tokenizer`).", + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific bugs, and the soft pairs look like similarity false positives rather than true duplicates. There is no strong single duplicate set, but the Flash Attention 2 performance-regression issue is the closest thing to a representative anchor.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, #46693 is the most concrete and discussion-heavy FA2-related bug; the rest of the items mostly do not describe the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45406 is the strongest single representative: it is specific, reproducible, and tied to a clear crash surface, whereas most others are broader or less directly actionable.", + "best_issue_reason": "#46693 is the most actionable representative among the mostly disconnected entries because it states a specific failure mode and code-path context, unlike the very generic FA2 titles.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Different models and failures: BigBirdTokenizer decode/special-token handling vs Qwen3_5 recurrent-state reset." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unrelated regressions: unsupported `center` arg in LASR feature extraction vs Qwen VL video-input behavior." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "FlashAttention test failures and void-segmentation-map processing are different bugs." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Different model-implementation correctness issues with no shared code-path or symptom." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "One is a FineGrainedFP8 load failure; the other is quantized saving failure." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBird tokenizer decode issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 import/dependency failure vs flash-attention crash on `s_aux=None`; different failures." - }, { "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Dummy SAM3 pixel decoder class and SigLIP2 bad outputs are unrelated." - }, - { - "left": "issue:44265", - "right": "issue:45198", + "right": "issue:45412", "accept": false, - "reason": "Export failure from `torch_compilable_check` is not the same as Wav2Vec2 save/tokenization failure." + "reason": "Different problems: a dummy Conv2d placeholder in Sam3PixelDecoder vs an RT-DETR memory-leak/deallocation issue." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export guards/`erfinv` support and flash-attention sinkless crash are different bugs." + "reason": "Different code paths: executorch export guards/erfinv support vs flash_attention handling of s_aux=None." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Dummy Conv2d placeholder issue is unrelated to RT-DETR memory not being released." + "reason": "Unrelated failures: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2, but one is NaN embeddings in Gemma3 and the other is a performance regression; not the same bug." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking vs leftover dummy classes are separate cleanup/behavior issues." + "reason": "Both mention FA2/attention, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + "reason": "Completely different models and symptoms: LayoutLMv3 error messaging vs a MacOS bus error with CLIP." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B and resume checkpoint key mismatch are different code paths." + "reason": "OOM on loading a large Qwen model is not the same issue as resume_from_checkpoint key mismatch." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and stale paged-generate warning are unrelated." + "reason": "Category cardinality RuntimeError is unrelated to a stale generate() warning." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local-model warning is not the same as gradient-checkpointing eval-mode incompatibility." + "reason": "Local-path import warning and gradient-checkpointing-in-eval are different behaviors in different subsystems." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to token-embedding reinitialization after resize." + "reason": "Error-message clarity for LayoutLMv3 boxes does not match token-embedding reinit after resize." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time missing-attribute crash." + "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing attribute in serve." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory retention are unrelated symptoms." + "reason": "Siglip2 inference nonsense and RT-DETR memory release are unrelated bugs." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor updates and Gemma3 NaN embeddings are different bug classes." + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaNs." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 processor attribute crash is not the same as DiffusionGemma image-text-to-text pipeline failure." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." + "reason": "Gemma4 processor serve crash and DiffusionGemma image-text pipeline failure are different concrete issues." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but RT-DETR object cleanup and sam3-litetext overflow are distinct problems." + "reason": "Both are memory-related, but one is a leak on deletion and the other is an overflow when calling sam3-litetext." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type mismatch and ignoring `tokenizer.json` are different loading bugs." + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json during AutoTokenizer loading." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure from mistral_common is unrelated to protobuf-error masking in tokenizer code." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM is unrelated to the int4 quantization memory regression." + "reason": "Large-model TP OOM and int4 quantization reserved-memory regression are different memory problems." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure after special-token alignment." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index error are different bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "reduce_labels behavior is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2_5_VL import error and a generic dependency issue are not the same underlying problem." + "reason": "Missing Qwen2_5_VL import symbol is not the same as a generic dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 inference errors do not match sam3-litetext memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/deepspeed OOM and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "These are separate issues: optimizer OOM vs model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43526", - "right": "issue:46693", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer padding/NER crashes are different components." + }, + { + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Beit label handling and FA2 long-context performance regression are unrelated." + "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or code path." } ] }, @@ -10717,271 +10794,268 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:27957", - "issue:29127", "issue:29870", - "issue:33290", - "issue:34689", - "issue:35141", "issue:42175", "issue:42490", - "issue:42915", "issue:43262", "issue:43316", "issue:43334", "issue:43381", "issue:43493", "issue:43525", - "issue:43526", "issue:43531", + "issue:43643", "issue:43646", "issue:43720", + "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", - "issue:43994", + "issue:44062", "issue:44077", - "issue:44186", "issue:44206", "issue:44442", "issue:44479", "issue:44514", "issue:44743", "issue:44811", - "issue:44857", + "issue:44855", + "issue:44871", "issue:44898", + "issue:44913", "issue:44977", "issue:45003", + "issue:45137", "issue:45245", - "issue:45250", + "issue:45325", "issue:45381", "issue:45440", "issue:45588", + "issue:45759", "issue:45859", + "issue:45907", "issue:46121", "issue:46234", - "issue:46369", "issue:46399", - "issue:46640", + "issue:46697", "issue:46821" ], "soft_pairs": [ - "issue:27957|issue:33290", - "issue:27957|issue:29127", - "issue:43994|issue:46369", - "issue:42915|issue:43931", - "issue:44857|issue:45588", - "issue:33290|issue:35141", - "issue:33290|issue:34689", - "issue:43526|issue:44186", "issue:43334|issue:43531", - "issue:45250|issue:46640", "issue:46121|issue:46399", "issue:43381|issue:43873", "issue:45588|issue:46821", "issue:44514|issue:45381", "issue:43646|issue:44077", - "issue:43761|issue:45859", "issue:44977|issue:45245", + "issue:43761|issue:45859", "issue:44743|issue:44811", "issue:43262|issue:44206", "issue:44442|issue:44898", "issue:42490|issue:44743", "issue:42175|issue:46234", - "issue:43720|issue:44442", "issue:45003|issue:45440", + "issue:43720|issue:44442", "issue:27957|issue:29870", + "issue:43316|issue:43525", "issue:44077|issue:44479", "issue:43493|issue:43827", - "issue:43316|issue:43525" - ], - "prepared_review_unit_hash": "a449e883f8872733adcfcd63147a5376b77f81b5a703f54a3864d5123b078737", - "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36017, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "aa53702bc564a29006aec3be94490b3d81f1964ca564666f85c5e53a8ed06d00", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates are evident in this set. The soft pairs mostly share broad subsystem keywords (Qwen, Flash Attention, tokenizer/loading, vision/audio) but describe different models, code paths, or failure modes.", - "confidence": 0.92, - "canonical_issue_reason": "There is no clear canonical duplicate issue here because the candidate pairs are heterogeneous and do not describe the same underlying bug.", + "summary": "This cluster is mostly a set of superficially similar but distinct transformer bug reports. The soft links are driven by shared terms like config, loading, offload, vision/video, and model families, but the underlying code paths and fixes differ enough that none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most central item here: it is open, has the most discussion/inbound references, and concerns a widely impactful offloading/quantization regression rather than a narrow model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most active open issue in the set and is broad enough to be a representative tracking item, but it is not a duplicate of the others.", + "best_issue_reason": "issue:43873 is the strongest representative issue for the cluster because it has the highest engagement and the most general user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "Different problems: XLM-RoBERTa Flash Attention support vs DeepSpeed/Adafactor OOM." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Unrelated models and failures; Flash Attention support vs LayoutLMv3 box validation messaging." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "Different model families and symptoms: SigLIP2 bad outputs vs SAM3-LiteText memory overflow." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen-related, but one is FineGrainedFP8Config failure and the other is a Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py s_aux handling." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "OOM in DeepSpeed/Adafactor is unrelated to embedding resize/post_init reinitialization." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Different bugs: optimizer memory usage vs Llama 3.2 Vision model loading regression." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "Different components and failures: BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash." - }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen, but one is missing pad_token_id and the other is a sliding_window bug." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Same broad Flash Attention 2 theme, but too generic and not the same concrete bug." + "reason": "Different failures: missing pad_token_id on Qwen3-VL config vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Different failures: rope validation TypeError vs Qwen3.5 use_kernels registration/decorator crash." + "reason": "Unrelated regressions: rope validation TypeError vs missing decorator for apply_rotary_pos_emb registration." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + "reason": "Different code paths: gradient checkpointing in eval mode vs offloading with quantization." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Different issues: flash_attention.py s_aux=None crash vs TimesFM window_size AttributeError." + "reason": "One is a flash_attention sink-less crash on s_aux=None; the other is a TimesFM window_size attribute error." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Related Qwen2.5-VL area, but batched chat-template padding crash is not the same as incorrect vision_position_ids in video input." + "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding handling and the other is video position ids/rope indexing." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage is unrelated to patchtsmixer post_init policy." + "reason": "Transformers 5.0 custom model init breakage is broader and different from patchtsmixer post_init policy." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different models and code paths: CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "Qwen3.5 flash-attention generation bug and category-count RuntimeError are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the categories > 2^24 runtime limit." + "reason": "Different model families and symptoms: CLIPVision hidden_states regression vs Qwen3_5Moe rotary embedding CPU offload incompatibility." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different areas: Qwen3_5 recurrent-state caching vs Whisper batch_decode skip_special_tokens handling." + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to LasrFeatureExtractor center-arg support." + "reason": "Audio processor sample-rate default mismatch is unrelated to LasrFeatureExtractor passing an unsupported center arg." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different subsystems: tokenizer loading vs Perceiver image-resolution handling." + "reason": "Different tokenizer/model loading problem for FastSpeech2ConformerTokenizer vs Perceiver interpolation failure on non-default resolution." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for trailing-slash local model paths is unrelated to Qwen3.5 recurrent state handling." + }, + { + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "BitNet packed-weights loading failure is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "Packaging/backend dependency issue and missing import_utils helper are not the same bug." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to tokenizer loading failure." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Different models and failures: XLM-RoBERTa Flash Attention support vs BART generate decoder_attention_mask bug." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to BART generate() decoder_attention_mask assignment error." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate config-model mismatches." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to the Qwen video-input regression." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model-specific issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to documentation still referencing pipeline()." + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Swin2SR over-padding are different preprocessing/model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading regression does not match Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Torch.jit parser IndentationError on Python 3.13 is unrelated to DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct reload regression are distinct config serialization issues." }, { "left": "issue:43316", - "right": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is different from Llama4Config missing pad_token_id." + "reason": "FSDP CPU RAM efficient loading breakage is a different loading path than Qwen3-VL weight shape mismatch." } ] }, @@ -11003,7 +11077,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:16998", "issue:22355", @@ -11017,332 +11091,352 @@ "issue:43295", "issue:43316", "issue:43388", + "issue:43452", "issue:43550", "issue:43575", "issue:43606", - "issue:43643", + "issue:43646", "issue:43701", + "issue:43716", "issue:43742", - "issue:43749", "issue:43761", "issue:43825", - "issue:43873", "issue:43931", - "issue:44062", + "issue:44077", "issue:44079", "issue:44188", "issue:44190", "issue:44442", + "issue:44464", "issue:44496", - "issue:44855", + "issue:44534", "issue:44871", "issue:44913", "issue:44987", - "issue:45137", "issue:45216", - "issue:45325", "issue:45584", "issue:45698", - "issue:45759", "issue:45803", - "issue:45907", + "issue:46050", "issue:46178", "issue:46234", "issue:46291", + "issue:46365", + "issue:46421", "issue:46506", - "issue:46697", + "issue:46821", "issue:46829", "issue:46932" ], "soft_pairs": [ - "issue:43873|issue:44871", - "issue:44062|issue:45907", - "issue:45325|issue:46697", - "issue:44855|issue:45137", - "issue:43643|issue:44913", - "issue:43316|issue:45759", - "issue:43749|issue:43931", "issue:44987|issue:46178", - "issue:44442|issue:45803", "issue:44190|issue:44496", "issue:43232|issue:43388", + "issue:44442|issue:45803", "issue:43931|issue:45216", "issue:43761|issue:44079", - "issue:43761|issue:44188", "issue:43701|issue:46506", - "issue:42617|issue:43575", + "issue:43761|issue:44188", "issue:46829|issue:46932", + "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43575|issue:43742", "issue:27957|issue:32090", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:42907|issue:45698", - "issue:16998|issue:22355", "issue:43295|issue:43825", + "issue:16998|issue:22355", "issue:43295|issue:44871", "issue:44871|issue:45584", - "issue:46234|issue:46291" + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365" ], - "prepared_review_unit_hash": "c6e0c9dd3063296063b0f874476f8784c2b31d6e5e15aff26d0ffc4494564811", + "prepared_review_unit_hash": "74470f264836aa2d03c32d8ceda8bf0af05b206df288c2d75ab7be30c865915a", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36194, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "soft_pair_count": 29, + "serialized_chars": 36304, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft links look like false positives: the items span unrelated bugs across loading, generation, config, preprocessing, distributed training, and tooling. No true duplicate cluster is evident.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly heterogeneous cluster, but the ModelOutput/output-field bug class appears in more than one issue: #44079 is the generic key-assignment report, and #43761 plus #46829 are concrete downstream misassignment/field-confusion symptoms. So this is better described as one small output-container subcluster plus many unrelated reports, not a one-off singleton.", + "confidence": 0.71, + "canonical_issue_reason": "#44079 is still the clearest canonical issue because it states the underlying generic ModelOutput key-assignment defect directly, while #43761 and #46829 read as model-specific symptoms of that same output-field confusion.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#44079 is the best cluster representative because it captures the broad root-cause bug class rather than a single model\u2019s manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Both concern model behavior, but one is about quantization/offloading and the other is a Gemma-3 EOS token config mismatch; different bugs and code paths." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "One is a tokenizer construction error, the other is a hub API regression around forwarding `revision`; unrelated failure modes." - }, - { - "left": "issue:45325", - "right": "issue:46697", - "accept": false, - "reason": "Both touch image/video preprocessing, but one is rope/position-id scaling in Qwen2.5-VL and the other is over-padding in Swin2SR; not the same bug." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "`trust_remote_code` missing-fields behavior in config loading is different from `rotary_pct` being lost on reload." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is `from_config` unwrapping for composite Qwen multimodal configs; not the same concrete defect." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are separate loading issues with different root causes." - }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading failure for a specific repo is unrelated to a missing backend registration for `tensorflow_text`." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "AutoTokenizer failing on FastSpeech2ConformerTokenizer is not the same as Fuyu's broad exception swallowing in tensor conversion." + "reason": "Different failure modes: a transformers>=5.1.0 loading regression vs a missing tensorflow_text backend mapping." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A local dataset script issue and an unrecognized model config error are different subsystems and bugs." + "reason": "Unrelated paths: local dataset loading in a training script vs model config recognition/loading." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwarg syncing after `sync_gpus` is unrelated to `gather_for_metrics` dropping tuple labels." + "reason": "Generation state handling after sync_gpus is not the same bug as gather_for_metrics truncating tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except in Fuyu tensor conversion are separate issues." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both concern Qwen models, but one is a load-time shape mismatch and the other is incorrect `save_pretrained` serialization; different defects." + "reason": "Both involve Qwen/VL model loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression." }, { "left": "issue:43761", "right": "issue:44079", + "accept": true, + "reason": "Yes: CLIPVisionModel returning hidden_states=None fits the same ModelOutput key-assignment bug class described by #44079." + }, + { + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "A CLIPVisionModel regression returning `hidden_states=None` is not the same as generic `ModelOutput` key assignment logic." + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are different problems." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states regression in a vision model and divergent attention kernels under `torch.compile` are unrelated." + "reason": "ModelOutput assignment is unrelated to torch.compile attention branching." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Checkpoint resume key mismatch does not match a CPU/CUDA output divergence bug." + "reason": "VideoPrism output-field confusion and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Running `3d_parallel.py` and tensor-parallel OOM while loading a Qwen model are different distributed-training problems." - }, - { - "left": "issue:46829", - "right": "issue:46932", - "accept": false, - "reason": "Misassigned `hidden_states` in VideoPrism output is unrelated to Gemma4 dtype casting for quantized embedders." + "reason": "3d_parallel.py launch failure and tensor-parallel OOM are different distributed-runtime issues." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "`torch.compile` + SDPA failure in Bamba-9B-v2 is unrelated to a resume-from-checkpoint key mismatch." + "reason": "torch.compile + SDPA behavior is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM are separate load failures." + "reason": "Tensor-parallel OOM and config/key loading errors are distinct load-time failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Flash Attention 2 support and NoneType broadcast errors are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different issue from resume-from-checkpoint key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are separate failures." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline `top_k` changing output shape and missing PyTorch for AutoModel are unrelated." + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch in the environment." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load behavior, but one is about saving dequantized models and the other about loading the wrong custom module after `save_pretrained`; different causes." + "reason": "Both are serialization-adjacent, but dequantized save/load breakage is not the same bug as wrong custom-module loading." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a misleading pipeline error message are different issues." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A DeBERTa-V3 `model_max_length` question is unrelated to a missing `transformers.onnx` module import error." + "reason": "A model_max_length question is unrelated to the transformers.onnx import error." }, { "left": "issue:43295", - "right": "issue:43825", + "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to a v5 pipeline translation-task error message." - } - ] - }, - "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": 26, - "review_unit_index": 37, - "review_unit_count": 62, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", - "nodes": [ - "issue:43065", - "issue:43316", + "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency are different regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 version/revision requirements are different dependency issues." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation, but incorrect outputs and spurious recompilation are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer junk in v5 are separate release regressions." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage and GPTNeoX rotary_pct reload reversion are different configuration bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading issues are different from an unrecognized config missing model_type." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu's bare except swallowing errors is unrelated to Trainer import failure triggered by datasets." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main conclusion is a bit too strong. While the 43761\u219444079 pairing is plausible from the titles, the summary says this is the *only* issue that shares the ModelOutput bug class; issue:46829 also looks like the same kind of output-field misassignment problem (`hidden_states`/`last_hidden_state` confusion). So the cluster is not quite as clearly one-off/heterogeneous as summarized, and the evidence supports a more cautious statement." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", "issue:43352", "issue:43388", "issue:43404", "issue:43441", - "issue:43452", + "issue:43475", "issue:43504", + "issue:43525", + "issue:43531", "issue:43540", "issue:43572", - "issue:43646", "issue:43650", "issue:43673", "issue:43688", - "issue:43716", - "issue:44077", "issue:44162", + "issue:44190", "issue:44242", - "issue:44464", - "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", + "issue:44734", "issue:44743", "issue:44792", - "issue:44871", + "issue:44855", "issue:44913", + "issue:44964", "issue:44977", "issue:45127", "issue:45200", + "issue:45406", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:45803", - "issue:46050", "issue:46170", "issue:46178", "issue:46202", "issue:46234", - "issue:46365", "issue:46369", - "issue:46421", "issue:46424", "issue:46640", - "issue:46821", "issue:46894" ], "soft_pairs": [ - "issue:44464|issue:46421", - "issue:44077|issue:44534", - "issue:43316|issue:43716", - "issue:43316|issue:46821", - "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:43452|issue:44496", - "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44242|issue:46894", @@ -11350,9 +11444,9 @@ "issue:44610|issue:46369", "issue:43540|issue:44514", "issue:43065|issue:44617", + "issue:45542|issue:46234", "issue:45803|issue:46170", "issue:43650|issue:46202", - "issue:45542|issue:46234", "issue:43572|issue:46178", "issue:43504|issue:45698", "issue:44792|issue:45600", @@ -11360,192 +11454,193 @@ "issue:45127|issue:45200", "issue:43352|issue:46640", "issue:43673|issue:44743", - "issue:43388|issue:43688" + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "d9d34813850be10f9574c1a9404f2ff6a5d6c3e178835efb713a0c6e80d3271b", + "prepared_review_unit_hash": "4ab173e85904a4c9fe837933de0f7f2814e45a11f5c9d600ae8b16e2b8fc52f3", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35323, - "estimated_input_tokens": 8831, - "estimated_eval_tokens": 17918 + "soft_pair_count": 25, + "serialized_chars": 35156, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft-similarity links mostly connect unrelated bug reports that share only broad themes like loading, cache, or attention. I found no convincing duplicate pairs, and there are no PRs in this set.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 45698 is the strongest representative: it has high discussion/inbound references and a concrete, reproducible save_pretrained/from_pretrained regression affecting custom modules.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best standalone issue here because it is specific, well-documented, and broad enough to matter beyond one model family.", - "best_pr_reason": null, + "summary": "No single duplicate cluster emerges here: the soft pairs are mostly broad textual matches across unrelated models, processors, cache paths, and training bugs. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and fixes, so treating any one as the cluster representative would be misleading.", + "canonical_pr_reason": "No PRs are present in the provided cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not one underlying problem; if forced, any choice would be arbitrary.", + "best_pr_reason": "No PRs are present in the provided cluster.", "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:46421", - "accept": false, - "reason": "Both are cache/generation-adjacent, but one is inconsistent compiled generation output and the other is spurious recompilation from lazy cache init; different bugs." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "PatchTSMixer post_init API behavior and non-persistent buffer junk are unrelated regressions." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct issues." - }, - { - "left": "issue:43316", - "right": "issue:46821", - "accept": false, - "reason": "A config API mismatch is not the same bug as a TimesFM window_size AttributeError." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Both involve config/reload behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are different root causes." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma EOS token config mismatch and sinq quantization roundtrip failure are separate loading/config bugs." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "gguf_file handling and missing model_type in config.json are both loading failures, but not the same code-path problem." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import issues from datasets are unrelated." - }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and a janus image-generation test failure do not describe the same bug." + "reason": "ESM2 model breakage and a Janus image-generation test failure are unrelated bugs with different code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying and FlashAttention-2 support errors are different Mistral/Ministral problems." + "reason": "One is a tied lm_head weight bug in Mistral3; the other is a Flash Attention support error in Ministral-3." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both mention loss terms, but load-balancing loss omission and ASR double-shift training loss are different defects." + "reason": "Load-balancing loss gating and ASR training-loss double-shift are different loss-calculation bugs." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collision for local models and max_cache_length only applying to Quantized Cache are unrelated cache semantics bugs." + "reason": "A local trust_remote_code cache-path collision is unrelated to max_cache_length handling in quantized cache." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor image-size mismatch and sam3-litetext memory overflow are not the same failure mode." + "reason": "OmDet-Turbo image-size mismatch and SAM3 LiteText memory overflow are different model-specific problems." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Qwen2_5_VL batched chat-template padding crash affect different preprocessing paths." + "reason": "These are different multimodal processor crashes with different inputs and failure points." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are unrelated." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same issue as a video OOM in Sam3Video." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend install handling and a missing import_utils symbol are unrelated." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "A swallowed KeyboardInterrupt in Fuyu conversion is unrelated to Windows/ROCm import dependency errors." + "reason": "Bare except swallowing errors in Fuyu is unrelated to the Windows ROCm torch.distributed import issue." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The noisy 'ADD THE DATA' issue and the Gemma pipeline roundtrip bug are not duplicates." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling and a missing import_utils symbol are separate packaging/import issues." + "reason": "The noisy/unclear ADD THE DATA report is not the same as Gemma pipeline roundtrip failure." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx regression and tensorflow_text backend mapping errors are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset-field loading for BEiT and wrong custom module selection after save/load are different model-loading bugs." + "reason": "Both involve loading, but one is a legacy field in BEiT presets and the other is wrong custom-module resolution after save/load." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and stale Sam3LiteText auto-mappings are unrelated." + "reason": "A Janus generate-images test failure and stale Sam3LiteText auto_mappings references are different bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus generation-image test breakage and Qwen3.5 flash-attention generation issues are different model paths." + "reason": "Janus image-generation failure and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab and Gemma4 mm_token_type_ids defaults are different configuration/weighting problems." + "reason": "LoRA vocab merge collapse with tied embeddings is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A specific NemotronHForCausalLM FlashAttention-2 failure is not the same as a generic flash-attention issue." + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic FA2 issue report." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache lazy-init and recurrent-state reset with cache are both cache-related but describe different mechanisms." + "reason": "Chunked-prefill cache missing and recurrent states resetting with cache are both cache-related but distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute are different SAM/video bugs." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are unrelated training/evaluation bugs." + "reason": "Gather-for-metrics label dropping and auxiliary loss normalization are separate training bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and rotary_pct not preserved on reload are different serialization/config issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and a trailing-slash import warning are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 parser/IndentationError and an s_aux=None flash_attention crash are unrelated failures." } ] }, @@ -11567,43 +11662,41 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:25251", "issue:27957", "issue:29870", "issue:35141", + "issue:39692", "issue:41720", - "issue:41950", - "issue:42490", + "issue:43065", "issue:43335", - "issue:43475", - "issue:43525", - "issue:43531", "issue:43550", "issue:43644", "issue:43673", "issue:43827", + "issue:43854", "issue:43931", "issue:43994", "issue:44060", "issue:44077", "issue:44190", "issue:44242", - "issue:44534", + "issue:44479", + "issue:44610", "issue:44617", "issue:44734", + "issue:44792", "issue:44855", "issue:44869", "issue:44877", "issue:44913", "issue:44933", - "issue:44964", "issue:45072", "issue:45245", "issue:45362", "issue:45381", - "issue:45406", "issue:45563", "issue:45584", "issue:45588", @@ -11612,241 +11705,241 @@ "issue:46369", "issue:46421", "issue:46617", + "issue:46655", "issue:46697", "issue:46832", "issue:46858", "issue:46897", - "issue:46932" + "issue:46932", + "issue:47013" ], "soft_pairs": [ - "issue:41950|issue:43475", - "issue:43525|issue:43531", - "issue:44534|issue:44913", - "issue:44190|issue:44964", - "issue:35141|issue:42490", - "issue:44734|issue:45406", - "issue:44855|issue:45588", "issue:45072|issue:46932", "issue:44869|issue:46832", "issue:45245|issue:46858", "issue:45632|issue:46617", - "issue:43827|issue:43994", "issue:43673|issue:46421", "issue:46082|issue:46697", + "issue:43827|issue:43994", "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:43931|issue:44060", "issue:43644|issue:44913", + "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:44242|issue:46897", - "issue:25251|issue:27957", "issue:44933|issue:45362", "issue:44077|issue:44877", - "issue:45563|issue:45584", "issue:45381|issue:46369", + "issue:45563|issue:45584", "issue:43550|issue:44190", - "issue:41720|issue:45245" + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:43854|issue:44792", + "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "1d11f96ace997f696bc085e22ee48717ebb4623f37f9ffcf76b9eb12646b35c9", + "prepared_review_unit_hash": "dcc1bf1ccb3d630333028bddd485eff93f98d3aa606f7eda08ffc7c6392da45a", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35871, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 28, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are false positives: they share only broad Transformer-related themes, not the same underlying bug. The only plausible duplicate is the trust_remote_code cache-loading pair.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45632 is the best issue candidate because it states the likely root cause most clearly (cache-path collision for local models sharing a leaf directory), which also explains the downstream cache-loading failure reported in issue:46617.", + "summary": "No soft edge looks like a true duplicate: the cluster is heterogeneous, spanning unrelated model bugs, config issues, docs regressions, and runtime crashes. If a single representative issue is needed, #47013 is the strongest anchor, but not a duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical duplicate target: the items do not share one underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the strongest representative issue in this set: specific, actionable, and closest to a concrete root cause rather than a symptom.", + "best_issue_reason": "#47013 is the best representative issue: it is open, concrete, and has multiple inbound references with a clear failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Different features and failures: video-classification processor lookup vs SAM3 vision encoder attribute access." + "reason": "Different dtype problems in different model paths; not the same bug." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Unrelated model/config bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Whisper timestamp decoding crash vs RT-DETR forward type error; unrelated." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Different config/runtime problems: non-persistent buffers junk vs GPTNeoXConfig reload losing rotary_pct." + "reason": "Category-count limit vs cache-length tensor arithmetic; different failures." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Different loading paths and error classes: local dataset script failure vs model loading for Phi-4 multimodal." + "reason": "Cache path collision vs FileNotFoundError loading from cache; not the same root cause." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "No shared bug: embedding reinit on resize vs import warning from trailing slash in local path." + "reason": "Chunked-prefill cache missing vs lazy-init recompilation; related theme, different bug." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Head-dim config validation vs image over-padding; unrelated." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue is unrelated to flash_attention s_aux=None crash." + "reason": "Docs reference cleanup vs bad SigLIP2 outputs; not the same issue." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Not the same concrete issue; 45072 is a bfloat16 dtype mismatch, while 46932 is a Gemma4 quantized embedder fix referencing another issue." + "reason": "Decoder attention mask UnboundLocalError vs embedding reinit on resize; different code paths." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Whisper timestamp decoding and RT-DETR feature-level mismatch are unrelated." + "reason": "SAM3 video OOM vs Whisper empty-transcription crash; unrelated." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Different bugs: category cardinality limit vs cache.get_seq_length returning a device tensor." + "reason": "Weight-shape load mismatch vs incorrect tied-weights warning; different problems." }, { - "left": "issue:45632", - "right": "issue:46617", - "accept": true, - "reason": "Both point to trust_remote_code cache-loading failures; 45632 describes the underlying path-collision mechanism, and 46617 appears to be the resulting FileNotFoundError." + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs rotary_pct reload regression; not the same bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Docs referencing pipeline() and SigLIP2 nonsensical results with pipeline are not the same bug." + "reason": "Pipeline top_k nesting bug vs Flash Attention 2 support issue; unrelated." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy init causing recompilation; different failure modes." + "reason": "Sparse-layer config bug vs Python 3.13 IndentationError; different failures." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." + "reason": "Missing load-balancing loss vs Florence2 double-shift training bug; not the same code path." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to embedding resize reinitialization." + "reason": "Missing import error vs Qwen3.5 chat crash; unrelated." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation crash." + "reason": "Optional post_init policy change vs strict config loading failure; different issues." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Weight shape mismatch for Qwen3-VL is unrelated to a tied-weights warning in Qwen3-Next." + "reason": "Wrong vision_position_ids vs SAM3 memory overflow; unrelated." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Non-persistent buffers junk and config reload dropping rotary_pct are distinct issues." + "reason": "Stale warning bug vs empty-transcription generation crash; different behavior." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and DebertaV2 import parsing are unrelated." + "reason": "torch.compile/SDPA model crash vs local dataset loading script failure; unrelated." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different MoE/training bugs." + "reason": "Auto device-mapping cuda assert vs category-cardinality limit; different bugs." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta with Flash Attention 2." + "reason": "Dummy Conv2d in pixel decoder vs processor/model input-size mismatch; not the same issue." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Missing image_utils import and Qwen3.5-35B chat crash are unrelated." + "reason": "Video-input regression vs KV-cache continuation crash in serve; different paths." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Optional post_init restriction and strict config loading for granite_speech are not the same failure." + "reason": "Flash-attention auxiliary-state crash vs xLSTM unpacking bare tensor; unrelated." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Paged generate warning behavior is unrelated to Whisper empty transcription crash." + "reason": "Both are memory-related, but in different models with different causes." }, { "left": "issue:45381", - "right": "issue:46369", + "right": "issue:46655", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and SAM3-litetext memory overflow are unrelated." + "reason": "Wrong video position ids vs incorrect video padding calculation; different processor bugs." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to local dataset loading in a training script." + "reason": "Model-loading unit-test failure vs Janus image-generation test failure; unrelated." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert is unrelated to the categories cardinality runtime error." + "reason": "SigLIP2 docs/example problems vs local dataset loading script issue; different areas." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The conclusions are grounded in the packet and stay conservative. The only accepted soft-edge pair, issue:45632 and issue:46617, is well-supported by their titles and the stated cache-path / cache-loading linkage. The false-pair rejections are also appropriately cautious and avoid overclaiming duplicates from broad thematic similarity." - }, - "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 }, @@ -11861,37 +11954,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:25251", + "issue:27957", "issue:29870", - "issue:39692", - "issue:43065", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", "issue:43295", - "issue:43335", + "issue:43404", "issue:43526", "issue:43540", "issue:43643", "issue:43673", "issue:43854", "issue:44112", - "issue:44190", "issue:44246", + "issue:44279", "issue:44462", "issue:44464", - "issue:44479", "issue:44496", "issue:44521", - "issue:44610", - "issue:44617", "issue:44734", "issue:44737", "issue:44779", - "issue:44792", "issue:44938", "issue:44964", "issue:45003", "issue:45127", + "issue:45216", "issue:45276", "issue:45290", "issue:45357", @@ -11899,549 +11995,553 @@ "issue:45542", "issue:45563", "issue:45584", - "issue:45588", "issue:45600", + "issue:45632", "issue:45803", "issue:45907", - "issue:46369", + "issue:46234", "issue:46489", - "issue:46655", "issue:46697", "issue:46752", - "issue:46858", - "issue:47013" + "issue:46858" ], "soft_pairs": [ - "issue:44479|issue:44734", - "issue:43065|issue:44610", - "issue:43335|issue:44190", - "issue:45588|issue:47013", - "issue:43854|issue:44792", - "issue:44617|issue:46369", - "issue:39692|issue:44190", - "issue:45381|issue:46655", - "issue:44464|issue:45563", "issue:45127|issue:45357", + "issue:44464|issue:45563", "issue:43295|issue:45276", - "issue:43540|issue:44734", "issue:44779|issue:46489", - "issue:45290|issue:46752", + "issue:43540|issue:44734", "issue:44521|issue:45381", + "issue:45290|issue:46752", "issue:44112|issue:45600", "issue:45276|issue:45584", "issue:43526|issue:46697", - "issue:44737|issue:45803", "issue:25251|issue:29870", "issue:44462|issue:45907", + "issue:44737|issue:45803", "issue:44938|issue:45542", "issue:43673|issue:46858", - "issue:43854|issue:44964", "issue:43643|issue:44496", + "issue:43854|issue:44964", "issue:44246|issue:45003", - "issue:44964|issue:45600" + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "557a67bdaf25ff9a202b1271af8e5ed6c0af0e9298e31a39ade621f5f1260d4c", + "prepared_review_unit_hash": "8dea7f4e9846c196f9b8249c0fe043b5069b8a86cd7a6ed73bb3c0a3567faa34", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35519, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated issue reports. The soft-similarity pairs share broad themes like generation, multimodal processing, or tokenizer behavior, but they describe different concrete failures and code paths, so none should be deduplicated together.", - "confidence": 0.86, + "summary": "The set is a loose collection of unrelated Transformers issues; the soft-similarity pairs share broad themes but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative for triage: it is open, has inbound references, and describes a concrete, user-visible multimodal masking bug with clear reproduction impact.", + "best_issue_reason": "No true canonical duplicate stands out; if one issue must represent the cluster, issue 44521 is the most active and well-scoped report with the strongest discussion/inbound reference signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Both involve generation/video-related regressions, but one is about video input handling in Qwen VL models and the other is a KV-cache continuation tensor indexing crash; different bugs and fix paths." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Different components and failures: a dummy Conv2d in Sam3PixelDecoder versus a processor/model input-size mismatch in OmDet-Turbo." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and local dataset loading in an example script are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:47013", - "accept": false, - "reason": "Flash-attention handling of s_aux=None is a separate code-path bug from xLSTM train-mode return shape unpacking." - }, - { - "left": "issue:43854", - "right": "issue:44792", - "accept": false, - "reason": "Different models and failures: GLM-4.7 load issues in unit tests versus a janus image-generation test failure." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both mention memory problems in SAM3-family models, but one is CUDA OOM in Sam3Video and the other is memory overflow in sam3-litetext; insufficient evidence of the same bug." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 documentation errors and a local dataset loading issue are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Both are video-processing bugs, but they affect different models and different calculations: vision_position_ids versus padding." + "reason": "Both concern Qwen3.5/save_pretrained behavior, but they describe different failures: LoRA+extended-vocab collapse vs incorrect visual encoder keys." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different problem from a stale warning about num_return_sequences." + "reason": "Both mention generation, but one is about inconsistent outputs with compiled forward while the other is a stale warning in paged generate; different bugs." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys during save_pretrained are distinct regression paths." + "reason": "Both involve resizing/token embeddings, but the regressions are different: processor/tokenizer access breakage vs Gemma4 embeddings not updating." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Processor/tokenizer access regression and Gemma4 embedding resize propagation are not the same underlying bug." + "reason": "Both are DeepSeek tokenizer complaints, but they target different tokenizer regressions and likely need different fixes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different failures." + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Both concern DeepSeek tokenizers on v5+, but one is a broad tokenizer regression and the other is a specific DeepSeek-Coder v1 gap; not enough evidence they share the exact same code-path bug." + "reason": "Both are multimodal/chat-template related, but one is assistant_masks for multimodal inputs and the other is video vision_position_ids." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Assistant messages with tool calls/no content and an empty chat list trigger different input-shape edge cases." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "apply_chat_template assistant-mask logic and Qwen video vision_position_ids are separate multimodal issues." + "reason": "Same API area, but not the same bug: tool-call assistant messages with no content vs empty-input IndexError." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale CI test on GraniteSpeech and broken auto_mappings references for Sam3LiteText are unrelated." + "reason": "CI failures from unrelated causes: stale device-override test vs auto_mappings referencing removed configs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty transcription handling are different feature areas and failures." + "reason": "Resize-token-embeddings bug and Whisper empty-transcription failure are unrelated code paths." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are distinct image-processor bugs." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet device placement in positional encoding and a bare-except swallowing KeyboardInterrupt in FuyuBatchFeature are unrelated." + "reason": "Different image-processor bugs: label reduction returns one label vs over-padding divisible images." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting behavior and Bart generate decoder_attention_mask initialization are different generation bugs." + "reason": "Pipeline top_k nesting and Bart generate decoder mask assignment are unrelated bugs." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/API bugs." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/client issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor placement bug and Fuyu broad exception handling are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend detection are different environment/configuration issues." + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different dependency problems." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both touch generation cache internals, but one is missing cache in chunked_prefill while the other is a device-tensor arithmetic issue in static cache with torch.compile." + "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked_prefill and the other is a device-tensor arithmetic bug in _prefill." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Different model-loading failures for different models; no evidence of a shared root cause." + "reason": "Both are config/loading problems, but they concern different mechanisms: trust_remote_code field loss vs unrecognized model_type." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Missing fields with trust_remote_code and missing model_type in config.json are separate config-loading failures." + "reason": "Both involve model loading, but one is a unit-test load failure for GLM-4.7-Flash and the other is Phi-4 multimodal loading." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are different issues, even if both affect import-time behavior." + "reason": "Import slowness and unsafe sys.modules access are not the same failure." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and stale Sam3LiteText config references are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 26, - "review_unit_index": 40, - "review_unit_count": 62, - "status": "reviewed", - "reason": null, + "reason": "Different problems: model loading failure vs CI breakage from stale auto_mappings references." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and output-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both are utility/API export issues, but the missing cache path collision and missing falcon_mamba availability helper are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device override test and model-loading regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package dependency/backend composition issue and generic dependency issue are too broad and not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportErrors, but they expose different missing symbols from different modules." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization bug are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen3.5-style save/load behavior, but one is tied to lm_head weight tying and the other to saved checkpoint correctness." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but for different missing names and unrelated modules." + } + ] + }, + "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": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:27957", - "issue:32090", - "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", "issue:41950", - "issue:42175", - "issue:42796", "issue:42907", "issue:43295", "issue:43381", - "issue:43404", "issue:43441", + "issue:43479", "issue:43526", "issue:43531", "issue:43582", "issue:43650", "issue:43673", + "issue:43824", "issue:43901", "issue:43976", "issue:44016", - "issue:44112", + "issue:44062", "issue:44220", "issue:44279", "issue:44295", + "issue:44327", "issue:44336", "issue:44496", "issue:44521", "issue:44683", "issue:44792", - "issue:44964", + "issue:44933", "issue:44987", "issue:45042", "issue:45083", - "issue:45216", "issue:45335", + "issue:45375", "issue:45446", + "issue:45584", + "issue:45588", "issue:45593", "issue:45600", - "issue:45632", "issue:45759", "issue:46082", "issue:46121", - "issue:46234", + "issue:46123", + "issue:46369", "issue:46424", "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", "issue:46932" ], "soft_pairs": [ - "issue:27957|issue:35141", - "issue:45632|issue:46234", - "issue:44112|issue:44964", - "issue:42796|issue:44521", - "issue:42175|issue:44279", - "issue:36246|issue:41628", - "issue:32090|issue:35141", - "issue:43404|issue:45216", - "issue:36246|issue:38617", "issue:46082|issue:46121", "issue:43531|issue:45600", - "issue:41950|issue:44016", "issue:44295|issue:46506", + "issue:41950|issue:44016", "issue:43673|issue:46424", - "issue:43650|issue:44220", "issue:43295|issue:45335", "issue:43582|issue:46932", "issue:45083|issue:46506", "issue:43976|issue:44987", "issue:44016|issue:44220", - "issue:43673|issue:44336", "issue:44496|issue:45042", + "issue:43673|issue:44336", "issue:43526|issue:43901", "issue:43901|issue:44496", - "issue:44683|issue:45446", "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43650|issue:44220", "issue:43381|issue:45593", "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43441|issue:45588", "issue:43976|issue:44279", - "issue:44792|issue:46424" + "issue:44521|issue:46693", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:46123|issue:46369", + "issue:45335|issue:45584", + "issue:44327|issue:46752" ], - "prepared_review_unit_hash": "93b6aad5fcf09149ba7cabaecd0f8a4d5732dd59a550d849af51f9ebe914ed88", + "prepared_review_unit_hash": "f5381e3e152c860f845d564285f0d10f50721af7ed1ddcdb74f826c2a2f17441", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36693, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs, regressions, and docs issues. None of the soft-similarity pairs look like the same underlying change or bug, so I would not merge any pair.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #44521 is the strongest representative bug report in this set: it is a concrete, user-facing multimodal regression with active references and enough detail to be actionable.", + "summary": "The cluster is mostly a set of unrelated issue reports with only loose topical overlap in a few multimodal/cache/flex-attention areas. I would keep issue 44521 as the representative issue, but I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, well-discussed, has inbound references, and describes a concrete core multimodal bug with clear reproduction and impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44521 is the best issue to keep as the representative one because it is specific, reproducible, and currently relevant to users.", + "best_issue_reason": "Issue 44521 is the best anchor for the cluster because it is the most active and actionable report, while the rest of the items are largely disjoint regressions or doc/test issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Different problems: FlashAttention 2 support for XLMRoberta vs token embedding resize reinitialization when weights are untied." + "reason": "Different config-validation bugs: Llama head_dim rules vs rope key parsing from JSON lists." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "One is a local-model cache path collision; the other is a missing import_utils availability symbol." + "reason": "Unrelated areas: Qwen3-MoE sliding window behavior vs removed Sam3LiteText auto-mappings." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "CI device-override test failure in GraniteSpeech is unrelated to a model-loading failure for Phi-4 multimodal." + "reason": "Different failures: position_ids buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different code paths and different bugs." + "reason": "Video-classification processor lookup bug vs a notebook syntax error; not the same change." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Missing TensorFlow in the torch extra is a packaging/extra-deps issue, not the same as a general dependency problem." + "reason": "Both involve cache, but one is a missing GenerationMixin cache in chunked prefill and the other is max_cache_length handling for quantized cache only." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both are import errors, but for different public symbols and different modules; not the same fix." + "reason": "Separate regressions: processor/tokenizer image handling vs t5gemma resize_token_embeddings propagation." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Trainer broadcast NoneType failure is unrelated to embedding reinitialization after resize." + "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is a different defect from incorrect checkpoint saving for Qwen3.5." + "reason": "Different helper bug vs cross-device numerical mismatch; no shared concrete code path." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying bug is evident." + "reason": "Python version support issue vs loading a specific model failing; unrelated root causes." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Head-dim validation logic and rope-parameter JSON/list conversion are separate validation paths." + "reason": "Notebook syntax fix vs audio feature extraction error; not the same bug." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to stale auto_mappings references breaking CI." + "reason": "Model auto-detection failure vs PIL image processor dependency issue; different subsystems." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + "reason": "Generation cache bug vs ANSI escape output in loading_report; unrelated." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is not the same as CPU/CUDA output divergence." + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Generation cache missing during chunked prefill is distinct from max_cache_length being honored only for quantized cache." + "reason": "Docs behavior mismatch vs unrecognized-model config loading; separate issues." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "The first issue is placeholder/low-signal, while the second is a specific fbank feature extraction bug." + "reason": "Same model family, but save/dequantization failure is distinct from FlashAttention inference failure." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Processor.tokenizer regression with image inputs is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both are flex_attention-related, but compiled kernel failure and AuxRequest import/version guard are separate fixes." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "No overlap beyond being issues; unrelated requests/data text vs fbank feature extraction." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Qwen3-Omni-MoE feature-length helper behavior is a different bug from CPU/CUDA numerical differences." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Python version compatibility failure is not the same as a specific model-loading failure in transformers>=5.1.0." + "reason": "Model recognition failure vs composite multimodal config unwrapping; different code paths." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Notebook syntax error and audio feature helper failure are unrelated." + "reason": "Janus image-generation test failure vs cache-length config semantics; not the same bug." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Generation cache behavior and ANSI output in loading_report are unrelated subsystems." + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Both mention flash attention, but Ministral-3 FlashAttention failure and sink-less s_aux=None crash are distinct bugs." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "BEiT image processor label reduction bug is not the same as a documentation mismatch for text classification pipelines." + "reason": "Python support regression vs dependency issue; too broad and not the same concrete problem." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "Docs wording mismatch and an unrecognized-model error are different issues." + "reason": "Both are generation-related, but assistant_masks bug and FA2 long-context performance regression are different issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Compiled flex_attention failing on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." + "reason": "Both are import errors, but for different missing symbols/modules and different code paths." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral-3 are separate concrete bugs." + "reason": "Dependency issue with transformers vs torch 2.4.1 incompatibility; separate root causes." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated behaviors." + "reason": "Different multimodal config bugs affecting different models and fields." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Missing model_type in config and failure to unwrap text_config in composite multimodal configs are different loading issues." + "reason": "Pipeline batch-finalization bug vs memory overflow in sam3-litetext; unrelated." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Python version support regression does not match a generic dependency issue." + "reason": "Resize-token-embeddings propagation and Whisper empty transcription are unrelated." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length semantics." + "reason": "QA top-k bounds crash vs empty-chat-template IndexError; different failure modes and code paths." } ] }, @@ -12463,8 +12563,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -12473,61 +12574,52 @@ "issue:43381", "issue:43441", "issue:43479", + "issue:43525", "issue:43577", "issue:43650", "issue:43653", - "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", "issue:44075", + "issue:44242", "issue:44279", - "issue:44327", + "issue:44291", "issue:44351", "issue:44368", + "issue:44462", "issue:44466", - "issue:44521", + "issue:44683", "issue:44779", - "issue:44933", "issue:45020", + "issue:45081", + "issue:45200", "issue:45216", "issue:45276", "issue:45278", - "issue:45335", "issue:45357", - "issue:45375", "issue:45405", - "issue:45584", + "issue:45542", "issue:45588", "issue:45593", + "issue:45656", "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", "issue:46082", - "issue:46123", "issue:46209", - "issue:46369", "issue:46399", "issue:46512", - "issue:46515", - "issue:46693", - "issue:46752", "issue:47000" ], "soft_pairs": [ - "issue:43441|issue:45588", - "issue:44016|issue:44062", - "issue:43824|issue:44933", - "issue:44521|issue:46693", - "issue:44279|issue:46515", - "issue:43479|issue:45375", - "issue:45335|issue:45584", - "issue:46123|issue:46369", - "issue:44327|issue:46752", "issue:43299|issue:45216", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:42796|issue:43650", + "issue:39692|issue:43901", "issue:46082|issue:46399", "issue:44075|issue:44368", "issue:43577|issue:45216", @@ -12539,199 +12631,222 @@ "issue:44466|issue:45276", "issue:43299|issue:45357", "issue:43381|issue:47000", + "issue:43650|issue:46209", "issue:43653|issue:45593", - "issue:43650|issue:46209" + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:43441|issue:45834" ], - "prepared_review_unit_hash": "cc04ec44296f7524711dff0d7ee25741cc77ed4a5b9622916f0f953fb7f211d1", + "prepared_review_unit_hash": "51f7c456b3292e6334eac0dad2810a586373bab38156bc9839b2b2560abd5350", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35242, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated standalone issues. None of the soft pairs look like the same underlying bug or change, so all proposed duplicate links should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; none of the soft pairs look like the same concrete bug/change, so I rejected them all. I used issue:43299 as the best anchor only because it is a clear regression report with a specific, reproducible loading failure.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43299 is a clear regression-style bug report with concrete symptoms and version context, and is the most actionable standalone anchor in this otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43299 has the strongest bug-report quality among the issues here: specific failure mode, explicit regression framing, and a well-defined code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both involve FlashAttention crashes, but they affect different code paths and failure modes: Ministral-3 model support vs sink-less `integrations/flash_attention.py` handling." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "A notebook syntax error and an `AddedToken(..., special=...)` constructor regression are unrelated bugs." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import-related, but one is a missing Qwen2.5-VL model class export and the other is a bad `image_utils` import; different symbols and likely different fixes." - }, - { - "left": "issue:44521", - "right": "issue:46693", - "accept": false, - "reason": "Multimodal `apply_chat_template` assistant-mask generation and a long-context FA2 performance regression are different problems." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "A generic dependency issue and a specific torch 2.4.1 incompatibility are not the same underlying bug." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Both concern multimodal configs, but one is default-init behavior for `None` and the other is a missing vision field dropped by strict serialization." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "`resize_token_embeddings` not updating embeddings and Whisper empty-transcription failure after token alignment are unrelated code paths." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "A batching logic bug in `MaskGenerationPipeline` is unrelated to SAM3 LiteText memory overflow." - }, - { - "left": "issue:44327", - "right": "issue:46752", - "accept": false, - "reason": "A QA span-selection `top_k` bounds error and `apply_chat_template` failing on an empty list are different crashes in different APIs." - }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE model loading and Qwen3.5 checkpoint serialization are separate regression surfaces." + "reason": "Both involve Qwen/Qwen-like regression wording, but one is a processor/tokenizer loading issue and the other is incorrect save_pretrained key serialization; different code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A dependency problem and a version bump to an unreleased PEFT minimum are not the same issue." + "reason": "One is a general dependency problem with transformers, the other is a PEFT minimum-version bump issue; unrelated causes and fixes." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a processor/tokenizer API break for multimodal custom code and the other is incorrect Deepseek tokenization output." + "reason": "Different model families and failures: processor.tokenizer/image-handling regression vs Deepseek tokenization output regression." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both are documentation issues, but they target different docs and behaviors: SigLIP2 example errors vs `TextClassificationPipeline` deprecation mismatch." + "reason": "Tokenizer BPE-marker bug versus a vague data request; not the same underlying issue." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "A tokenizer BPE-marker bug and a placeholder issue titled \"ADD THE DATA\" are clearly unrelated." + "reason": "Both are docs-related, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline API/docs mismatch." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Llama config validation and a missing decorator for `apply_rotary_pos_emb` registration are different model-initialization bugs." + "reason": "LlamaConfig validation around head_dim is unrelated to a Qwen3.5 kernel-registration crash." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and a tied-embeddings warning in Qwen3.5 fine-tuning are unrelated." + "reason": "SGD arguments being ignored is a training-optimizer bug; the other is a config warning about tie_word_embeddings." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are different regression classes." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained key serialization are different bugs in different models." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific `HybridCache` import failure is not the same as a broad set of import errors after upgrading versions." + "reason": "A specific HybridCache import error may be one symptom, but the second issue is a broad collection of import failures; not the same concrete defect." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor resolution and remote_code compatibility breaks are different issues." + "reason": "Video-classification processor selection and remote_code breakage are separate loading paths." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased PEFT minimum are unrelated dependency/versioning problems." + "reason": "Python version compatibility and an unreleased PEFT dependency are unrelated release issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different incorrect outputs; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation for `head_dim` and stale `model.config.dtype` after `from_config(dtype=...)` are distinct configuration bugs." + "reason": "Head-dim validation is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights and `resize_token_embeddings` not updating nested embeddings are different weight-management problems." + "reason": "Serialized lm_head.weight depends on device versus resize_token_embeddings not propagating in Gemma4; different behaviors and fixes." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 MoE loading and incorrect visual encoder keys in `save_pretrained` are separate Qwen regressions." + "reason": "One is a processor/tokenizer access regression and the other is incorrect visual-encoder key saving; both Qwen3.5-related but not the same bug." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetr loss infeasible-cost-matrix crashes are unrelated." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime problems." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder/data request is not the same as an FP8 inference failure on B200." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off is different from Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 PLE device placement are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Processor/tokenizer regression for custom model code is unrelated to GLM-4.7-Flash loading failures in tests." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex-patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlexAttention compilation on torch>=2.9 is unrelated to a tensorboard/TensorFlow backend packaging issue." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention auxiliary-state crash and RTDetrLoss cost-matrix infeasibility are different model-path failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id absence are separate config bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; different defects." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated repository/API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "A placeholder issue and an FP8 inference failure on B200 are clearly unrelated." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input indexing are different model-specific bugs." } ] }, @@ -12753,21 +12868,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:33290", - "issue:41950", "issue:42175", + "issue:42796", "issue:42994", - "issue:43299", "issue:43317", "issue:43441", - "issue:43479", "issue:43525", + "issue:43643", "issue:43673", "issue:43723", "issue:43761", - "issue:43854", + "issue:43824", "issue:43881", "issue:43901", "issue:43976", @@ -12775,261 +12888,270 @@ "issue:44162", "issue:44186", "issue:44188", - "issue:44242", "issue:44246", "issue:44261", "issue:44263", - "issue:44291", + "issue:44297", "issue:44336", - "issue:44462", + "issue:44373", + "issue:44496", + "issue:44589", "issue:44623", "issue:44671", - "issue:44683", "issue:44749", "issue:44779", - "issue:45081", + "issue:44987", + "issue:45083", "issue:45103", - "issue:45200", + "issue:45325", + "issue:45362", "issue:45372", "issue:45397", "issue:45542", - "issue:45588", "issue:45600", - "issue:45656", "issue:45712", "issue:45823", - "issue:45834", "issue:45859", - "issue:45907", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", "issue:46851", "issue:47000" ], "soft_pairs": [ - "issue:44242|issue:45200", - "issue:41950|issue:45823", - "issue:43299|issue:43854", - "issue:44462|issue:45081", - "issue:44016|issue:44291", - "issue:44683|issue:45542", - "issue:45588|issue:47000", - "issue:33290|issue:45656", - "issue:43479|issue:43525", - "issue:45081|issue:45907", - "issue:43441|issue:45834", "issue:44336|issue:46851", "issue:42994|issue:43317", - "issue:45103|issue:45372", - "issue:45859|issue:46851", "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:45103|issue:45372", "issue:44261|issue:44263", - "issue:42175|issue:43976", "issue:44623|issue:45397", + "issue:42175|issue:43976", "issue:45600|issue:45712", "issue:43901|issue:44246", "issue:44671|issue:44779", "issue:43673|issue:43761", "issue:43525|issue:43881", "issue:43723|issue:44162", - "issue:44188|issue:44336", "issue:44016|issue:45823", - "issue:44186|issue:47000" + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44297|issue:45397" ], - "prepared_review_unit_hash": "7663ad0f4d0cc70b9d3f85787fb26df08f4442af1f86f3e5b52e428c5f1ff158", + "prepared_review_unit_hash": "0e5750a3167d698f63ddd20e9008f5d3269add33f1d2273def5cfa1e1e8443de", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 29, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific loading/behavior bugs. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44623 is the broadest and most infrastructure-oriented bug here (processor.save_pretrained missing files), making it a reasonable representative for the cluster's save/load regression theme.", + "summary": "This cluster is mostly a loose embedding match across unrelated Transformers issues; I did not find any soft-edge pair that clearly describes the same underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "No true canonical duplicate anchor stands out because the issues span different subsystems; if one must be chosen, 46851 is the closest concrete anchor due to its reproducible position_ids regression and stronger issue signal than the more generic reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44623 is the most generally actionable issue in the set and sits closer to reusable library behavior than the many model-specific reports.", + "best_issue_reason": "46851 is the strongest standalone issue: it has a clear model-specific repro, a concrete failure mode, and the most direct path to a fix among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Both involve MoE/training-related losses, but one is router loss gating and the other is Gemma 4 text-only fine-tuning inputs; different bugs." + "reason": "ANSI color handling in loading_report is unrelated to Qwen3.5 position_ids behavior." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Video pipeline processor selection and Gemma4 device placement are unrelated code paths." + "reason": "Saving quantized models and loading dequantized models on offloaded devices are different code paths and failure modes." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both are model-loading reports, but they target different models and failure modes." + "reason": "processor.save_pretrained missing artifacts is unrelated to the data-filtering slowdown regression." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer repository resolution vs a Mistral regex patch crash are distinct tokenizer bugs." + "reason": "Both mention Qwen3.5, but CPU-offload rotary embedding compatibility is a different bug from variable-length position_ids handling." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + "reason": "auto_docstring future-annotations crash is unrelated to Gemma 4 processor loading and ReasoningEffort import issues." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "FlexAttention/torch.compile failure and missing TensorFlow backend wiring are unrelated." + "reason": "A q_a_layernorm RMS epsilon precision issue is not the same as a torch.split return-value bug in GlmMoeDsaIndexer." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Flash attention s_aux handling and RTDetr loss infeasibility are different subsystems and symptoms." + "reason": "Missing save_pretrained files and a Zero3 from_pretrained load failure are distinct bugs." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Both mention DeepSpeed optimizer behavior, but OOM with Adafactor is not the same as a double optimizer.step bug." + "reason": "TensorFlow backend packaging and Python version incompatibility are unrelated setup issues." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Different config classes and different attribute/default initialization failures." + "reason": "Broken auto_mappings references and leftover dummy classes are both maintenance problems, but not the same underlying defect." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Tokenizer regex patching and repo file listing revision forwarding are unrelated." + "reason": "Pipeline docs drift is unrelated to intermittent import-time performance." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Different models, different inputs, and different crash conditions." + "reason": "CamemBERT masked-LM output regression and Deepseek tokenizer misbehavior are separate model/tokenizer bugs." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "ANSI output formatting and variable-length position_ids behavior do not share a code path." + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to CLIPVisionModel hidden_states being None." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Both are quantization/load issues, but saving failure and GPU+CPU dequantized load/offload are different bugs." + "reason": "A missing pad_token_id attribute on Llama4Config is not the same as a glm-4v-9b load failure." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + "reason": "Tokenizer loading in v5 and ESM2 breakage are different failures with different model surfaces." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Same model family, but CPU offload incompatibility is not the same as variable-length position_ids handling." + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Processor save_pretrained file loss and a Chinese performance regression are unrelated." + "reason": "torch.compile attention-kernel branching has nothing to do with ANSI codes in loading_report." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Different GLM/MoE code paths: rms_norm_eps precision mismatch vs torch.split return handling." + "reason": "Ministral tokenizer BPE handling and FlashAttention failure are both model-family issues but not the same bug." }, { - "left": "issue:42175", + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crashes are unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Backend packaging omission and Python version compatibility are distinct environment issues." + "reason": "Missing Qwen2_5_VL import and Python 3.9/3.10 compatibility are unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Processor file saving and Gemma-4 zero3 from_pretrained loading are different bugs." + "reason": "Physical-Intelligence model loading failure is unrelated to the TensorFlow/tensorboard backend mismatch." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Auto-mapping stale config references and dummy class cleanup are separate maintenance issues." + "reason": "Missing pad_token_id on a specific config class is not the same as trust_remote_code dropping fields from AutoConfig." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Docs mismatch for return_all_scores and slow import time are unrelated." + "reason": "Terminal color output and a wrong docstring are unrelated." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both are v5 regressions, but one affects CamemBERT MLM predictions and the other DeepSeek tokenizer output." + "reason": "Missing Float8 storage type and a Qwen3.5 chat crash are not the same issue." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Chunked prefill cache handling and CLIP vision hidden_states regression are unrelated model behaviors." + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling for images while the other is Qwen3.5 variable-length input handling." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Different loading failures on different configs/models; no shared underlying bug is evident." + "reason": "SmolVLM video padding math and AutoProcessor backend detection are separate processor issues." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "AutoTokenizer loading and ESM2 model breakage are separate issues." + "reason": "A kernels dependency/version import failure is different from a Qwen3.5 rotary-pos-emb registration crash." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Torch.compile attention branching and ANSI code emission have nothing in common." + "reason": "Slow imports and an unrecognized model/config error are unrelated." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + "reason": "Qwen3_omni_moe feature-length computation is a different position_ids bug than Qwen3.5 variable-length inputs." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are different subsystems." + "reason": "Tokenizer metadata saved incorrectly and Gemma-4 Zero3 loading failure are unrelated." } ] }, @@ -13051,38 +13173,39 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:36246", "issue:41628", + "issue:41950", "issue:42491", - "issue:42796", + "issue:42757", "issue:42886", + "issue:43257", "issue:43299", - "issue:43441", - "issue:43525", "issue:43526", "issue:43531", "issue:43540", - "issue:43643", + "issue:43550", "issue:43784", - "issue:43824", + "issue:43901", "issue:43976", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", - "issue:44297", "issue:44336", - "issue:44373", + "issue:44351", + "issue:44451", "issue:44485", "issue:44496", - "issue:44589", + "issue:44779", "issue:44871", - "issue:44987", "issue:45003", "issue:45072", - "issue:45083", "issue:45103", - "issue:45325", + "issue:45137", + "issue:45292", "issue:45362", "issue:45397", "issue:45542", @@ -13091,257 +13214,242 @@ "issue:45588", "issue:45593", "issue:46132", - "issue:46291", "issue:46399", + "issue:46506", "issue:46614", "issue:46655", "issue:46665", - "issue:46726", "issue:46752", "issue:46821", "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:43824|issue:43976", - "issue:42796|issue:43441", - "issue:44987|issue:45542", - "issue:43525|issue:43643", - "issue:44336|issue:44373", - "issue:45325|issue:46851", - "issue:44589|issue:45362", - "issue:46655|issue:46726", - "issue:46291|issue:46399", - "issue:44246|issue:44496", - "issue:45083|issue:46851", - "issue:44297|issue:45397", "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:46399|issue:46851", "issue:45561|issue:45563", + "issue:43540|issue:46752", "issue:43526|issue:45003", "issue:45103|issue:46399", - "issue:43540|issue:46752", "issue:45072|issue:46829", - "issue:45588|issue:46851", + "issue:46614|issue:46665", + "issue:44295|issue:45397", "issue:43531|issue:45362", + "issue:45588|issue:46851", "issue:44246|issue:44871", - "issue:44295|issue:45397", - "issue:46614|issue:46665", "issue:42491|issue:43299", "issue:44336|issue:44485", "issue:45003|issue:46821", "issue:44242|issue:45593", - "issue:42886|issue:46132" + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:44451|issue:46752", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003" ], - "prepared_review_unit_hash": "b5ae24dd661848ac06706c24c5ad4673c7546d34743138517feaf4623d33389c", + "prepared_review_unit_hash": "4778a3de040f2e179206f63364615df55af71d46f4cee2ad5c94fa808bd8dc38", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36733, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "soft_pair_count": 28, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster, not a true duplicate set: most items are distinct Transformers regressions spanning different models, backends, and utilities. I rejected every soft edge because the paired artifacts do not describe the same concrete bug/change. The best representative issue is the Qwen3VL MoE loading regression, since it is a concrete version-breakage and sits near the center of the cluster\u2019s main theme.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43299 is the most representative anchor: it is a concrete, reproducible Transformers v5 loading regression on a Qwen3 MoE path, which matches the cluster\u2019s dominant pattern of version-specific model breakages.", + "summary": "This cluster is heterogeneous: import/export regressions, several unrelated Qwen/MoE model-loading issues, tokenizer/pipeline bugs, and a few utility/test complaints. None of the soft pairs look like the same underlying bug or change, so I\u2019d keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:42491 is the strongest anchor in the set: it is the most substantial and best-discussed item, and it matches the recurring Qwen3 MoE version-compatibility theme better than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "43299 is the strongest global representative because it is specific enough to triage, clearly regression-oriented, and closer to the cluster\u2019s main model-loading theme than the more one-off tokenizer/import/docstring bugs.", + "best_issue_reason": "issue:42491 is the best single issue to represent the cluster only in the sense that it is the broadest and most central of the qwen-related regressions; it is not a true duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", + "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Different failure classes: missing Qwen2.5-VL class export vs Python version compatibility. No shared code-path or fix." - }, - { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Both are Ministral-related, but one is tokenizer BPE-marker handling and the other is FlashAttention inference failure. Distinct bugs." + "reason": "Both are import failures, but one is a missing image-processor symbol and the other is a Python-version compatibility problem; different root causes." }, { - "left": "issue:44987", + "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Unrelated subsystems: model loading on transformers>=5.1.0 vs missing TensorFlow backend when only tensorboard is installed." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Both involve config fields, but one is a missing pad_token_id on Llama4Config and the other is trust_remote_code dropping fields in AutoConfig. Different root causes." + "reason": "Both involve import-time backend issues, but one is a missing nn symbol in sentence-transformers and the other is a TensorFlow/tensorboard backend error." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Loading-report ANSI output and a position_ids docstring typo are unrelated." + "reason": "Same model family, but different code paths: kernel registration/decorator failure versus variable-length position_ids handling." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Both mention position_ids in Qwen vision/text models, but one is a rope-index scaling bug for Qwen2.5-VL and the other is variable-length input handling in Qwen3.5. Not the same bug." + "reason": "Completely different areas: xdist file-race in testing utils versus a stale generate() warning." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Float8 storage deserialization and Qwen3.5 chat crashes are different code paths and different symptoms." + "reason": "Different features and failures: Qwen3OmniMoe video input processing versus empty chat-template input handling." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both are vision-related, but one is video padding math in SmolVLM and the other is AutoProcessor missing backend handling. Not mergeable as one fix." + "reason": "Unrelated bugs in different subsystems: BEiT image label reduction versus sys.modules access in modeling_utils." }, { - "left": "issue:46291", + "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Kernels import/version enforcement and Qwen3.5 apply_rotary_pos_emb registration are separate failures." + "reason": "Docstring/annotation parsing crash versus Qwen3.5 kernel registration failure; no shared code path." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Import performance issue vs unrecognized-model/config parsing error; no common bug." + "reason": "Different model families and symptoms: dtype mismatch in inference versus wrong tensor returned in output dataclass." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both involve Qwen and sequence math, but one is a helper-function length bug in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5. Different concrete issues." + "reason": "Tokenizer backend caching bug versus inconsistent from_pretrained behavior inside Python classes; not the same defect." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma-4 zero3 from_pretrained are unrelated." + "reason": "Position_ids buffer access bug is unrelated to gemma-4 ZeRO3 from_pretrained behavior." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Missing AutoImageProcessor export and Python 3.9/3.10 support are unrelated." + "reason": "Both are Qwen-related, but one is a sliding_window bug in Qwen3-MoE and the other is a chat-loading crash in Qwen3.5." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "sentence-transformers import NameError from latest transformers is unrelated to missing TensorFlow backend handling." + "reason": "Flash-attention sink handling and variable-length position_ids are different failures in different paths." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:44242", + "right": "issue:44871", "accept": false, - "reason": "Same model family, but different bugs: decorator/registration failure for kernels vs variable-length position_ids handling." + "reason": "Load-balancing loss computation and Gemma eos_token_id config mismatch are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "pytest-xdist race on captured_info.txt and a stale warning in generate() are unrelated test/runtime issues." + "reason": "Both mention Qwen3 MoE/version changes, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not the same concrete bug." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "BEiT image-processor label reduction and unsafe sys.modules access in modeling_utils are not the same underlying bug." + "reason": "ANSI output formatting bug versus GLM-5 RoPE implementation discussion; no shared underlying issue." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failure." + "reason": "Sys.modules access bug and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are different call sites and fixes." + "reason": "Both mention missing auxiliary loss behavior, but they affect different models and different mechanisms." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Dtype mismatch in SwitchTransformers/TimmWrapperModel and VideoPrism output-field confusion are unrelated." + "reason": "Offline cache loading and AttentionInterface.register behavior are separate concerns." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "FlashAttention s_aux=None crash and Qwen3.5 variable-length position_ids are different failures." + "reason": "Different models, platforms, and failure modes: torch.compile/SDPA crash versus CPU/CUDA output mismatch." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are distinct problems." + "reason": "Tokenizer correctness regression versus embedding resize propagation bug; different code paths." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Import latency and Gemma-3 eos_token_id inconsistency do not share a concrete fix." + "reason": "Both are import errors, but for different packages and symbols, so they are not the same bug." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "position_ids buffer access error and Gemma-4 zero3 loading issue are unrelated." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import-name regressions." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Stale phonemizer language backend and from_pretrained behavior inside Python classes are different bugs." + "reason": "Documentation mismatch for a pipeline option versus a low-level sys.modules access bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Both are Qwen MoE-related regressions, but one is LoRA compatibility across HF4/HF5 and the other is base-model loading on Qwen3VL MoE. Similar theme, not the same concrete bug." + "reason": "Model loading failure for ScandiBERT is unrelated to empty chat-template handling." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Qwen3 MoE weight conversion/loading and a DeepSpeed ZeRO3 deque error are different loader failures." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code paths." + "reason": "Video-classification pipeline misrouting to image processors is unrelated to fbank feature extraction." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Load-balancing loss gating and D-FINE auxiliary-loss suppression are separate model-training issues." + "reason": "Both involve video processors, but they are different models and different bugs: input-processing ValueError versus bad padding calculation." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are not the same bug." + "reason": "Unrecognized model config and unsafe sys.modules access are not the same issue." } ] }, @@ -13363,40 +13471,39 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:29870", + "issue:30333", "issue:36246", - "issue:41950", - "issue:42757", - "issue:43257", + "issue:42199", "issue:43262", "issue:43295", + "issue:43352", "issue:43475", "issue:43526", - "issue:43540", - "issue:43550", "issue:43596", - "issue:43901", + "issue:43653", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", - "issue:44351", - "issue:44451", + "issue:44368", "issue:44466", "issue:44479", - "issue:44496", "issue:44623", "issue:44749", - "issue:44779", "issue:44857", "issue:44877", + "issue:44977", "issue:44987", "issue:45003", "issue:45137", "issue:45200", + "issue:45250", "issue:45292", "issue:45335", "issue:45375", @@ -13410,23 +13517,14 @@ "issue:46506", "issue:46655", "issue:46726", - "issue:46752", + "issue:46851", + "issue:46894", "issue:46897", "issue:47000" ], "soft_pairs": [ - "issue:43550|issue:46506", - "issue:44779|issue:45292", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43901|issue:45003", - "issue:43257|issue:45137", - "issue:41950|issue:44220", - "issue:44451|issue:46752", - "issue:43540|issue:46655", - "issue:44496|issue:45003", - "issue:43262|issue:44246", "issue:45375|issue:45759", + "issue:43262|issue:44246", "issue:44479|issue:46655", "issue:45003|issue:45561", "issue:44162|issue:45200", @@ -13439,214 +13537,203 @@ "issue:36246|issue:43596", "issue:44466|issue:45335", "issue:44623|issue:46726", - "issue:44242|issue:44857", "issue:44877|issue:45375", + "issue:44242|issue:44857", "issue:43526|issue:46897", "issue:44038|issue:46506", - "issue:44987|issue:45459" + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "defc2b3b74b518ac92158b877b9dbbae2e3f485e47a7e2cde09f957c68aa8195", + "prepared_review_unit_hash": "033e9db7f60bd7cf3f70e9d6883adb9502fc384aa0531f31767521c576000777", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36450, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "soft_pair_count": 26, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are unrelated import, config, model, or processor regressions. None of the soft pairs look like true duplicates; several are only superficially similar because they involve Qwen, video, or strict-config handling. If a single anchor is needed, issue 44479 is the best representative because it is the broadest concrete multimodal/video regression in the group.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression here, spanning multiple Qwen video-input variants with a clear shared code-path, while the rest are mostly isolated bugs in different subsystems.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across models, processors, training, logging, and performance. None of the soft pairs looks like the same underlying defect, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue stands out because the items are not duplicates of one another; if forced to anchor the cluster, issue 45561 is the most actionable report due to its clear reproduction and discussion history.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest representative issue: it is user-facing, specific, and broad enough to anchor the multimodal/video subgroup better than the narrower one-off reports.", + "best_issue_reason": "Issue 45561 is the best single anchor only because it is a well-scoped, reproducible bug with inbound references and active discussion, but it does not represent the rest of the mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "Different bugs: one is a torch.compile/SDPA failure in Bamba-9B-v2, the other is a CPU/CUDA output mismatch in PPDocLayoutV3." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are unrelated issues." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to missing huggingface_hub.is_offline_mode." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and different packages: Qwen2_5_VLImageProcessor vs HybridCache." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is a different problem from unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same as the DeepSpeed ZeRO3 empty-deque crash." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features() are different code paths." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "ScandiBERT loading failure is unrelated to apply_chat_template crashing on an empty list." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding miscalculation are distinct model-specific bugs." - }, - { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Unrecognized-model loading failure and sys.modules access are unrelated failures." + "reason": "Both touch Qwen 3.5 multimodal config handling, but one is a missing config field under strict deserialization while the other is AutoModelForCausalLM.from_config not unwrapping text_config; different code paths." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to slow imports in transformers." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing deepstack_visual_indexes under strict config and failing to unwrap text_config are separate composite-config issues." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness in transformers." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video, but 44479 is a Qwen multimodal regression and 46655 is a SmolVLM padding bug." + "reason": "Both are video-related, but they affect different models and failures: Qwen video regression vs SmolVLM padding calculation." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated." + "reason": "Unsafe sys.modules access and an xdist race on captured_info.txt are separate bugs in different subsystems." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to the transformers data-filtering slowdown." + "reason": "Registering position_ids as a buffer causing read errors is not the same as a slowdown after upgrading transformers." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as the apply_rotary_pos_emb registration/decorator crash." + "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding incompatibility and a missing decorator for kernel registration are different concrete bugs." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "resize_token_embeddings output embedding bug and RTDetrLoss infeasible cost matrix are different failure modes." + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to RTDetrLoss crashing from an infeasible cost matrix." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque failure and Sam3LiteText auto_mappings cleanup are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated failures." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 video encoder missing attribute and sam3-litetext memory overflow are different bugs." + "reason": "A missing Sam3VisionEncoderOutput attribute is not the same as memory overflow in sam3-litetext." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer/image-passing regression is unrelated to resize_token_embeddings not affecting output embeddings." + "reason": "Custom processor.tokenizer/image handling regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import error and DeepSpeed ZeRO3 BertModel IndexError are unrelated." + "reason": "A missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel index error are different issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Device-dependent lm_head serialization and t5gemma decoder.embed_tokens resize behavior are different weight-tying issues." + "reason": "Tied-weight serialization depending on device is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing processor.save_pretrained files and AutoProcessor missing vision backend are different processor issues." + "reason": "Missing files in processor.save_pretrained and AutoProcessor's backend-missing error are different save/load problems." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are unrelated training failures." + "reason": "Both mention strict config, but one blocks granite_speech loading while the other silently drops a missing Qwen3_5MoeVisionConfig field; not the same bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Strict config blocking granite_speech and strict dropping deepstack_visual_indexes are separate config bugs." + "reason": "Missing load-balancing loss when router logits are off is unrelated to LWDetrImageLoss crashing under float16 AMP on CUDA." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and Florence2 double-shift training loss are different bugs." + "reason": "BEiT reduce_labels returning only one label is unrelated to Florence2's training-loss double-shift bug." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe loading regression and PPDocLayoutV3 CPU/CUDA differences are unrelated." + "reason": "A Qwen3-VL-Moe/transformers 5 issue is not the same as CPU-vs-CUDA differences in PPDocLayoutV3." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Physical-intelligence/fast loading failure and tokenizer protobuf error masking are different loading/tokenizer-path bugs." + "reason": "Model loading failure with transformers>=5.1.0 and protobuf error masking are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() unboundlocalerror and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for NemotronH is not the same as the generic Flash Attention 2.0 item." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated despite both being training/preprocessing bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "An incorrect tied-weights warning and a patchtsmixer post_init policy change are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tied-embeddings warnings and Qwen3.5 flash-attention generation failure are different concrete issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and ESM2 breakage are unrelated." } ] }, @@ -13668,66 +13755,59 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:29870", - "issue:30333", - "issue:42199", "issue:42886", "issue:43065", - "issue:43352", "issue:43408", "issue:43475", - "issue:43526", "issue:43540", - "issue:43653", + "issue:43646", + "issue:43701", "issue:43723", "issue:43906", "issue:43931", - "issue:44060", - "issue:44077", + "issue:43994", "issue:44162", "issue:44188", + "issue:44297", "issue:44361", "issue:44368", "issue:44479", "issue:44483", + "issue:44623", "issue:44749", + "issue:44871", "issue:44877", - "issue:44977", "issue:44995", "issue:45103", "issue:45200", "issue:45229", - "issue:45250", "issue:45397", "issue:45412", "issue:45563", "issue:45588", + "issue:45593", "issue:45656", "issue:45685", "issue:45987", "issue:46082", "issue:46123", + "issue:46132", "issue:46170", "issue:46202", "issue:46421", "issue:46431", "issue:46710", + "issue:46726", + "issue:46752", "issue:46832", - "issue:46851", "issue:46858", - "issue:46894" + "issue:47020", + "issue:47068" ], "soft_pairs": [ - "issue:29870|issue:30333", - "issue:42199|issue:46851", - "issue:43526|issue:46894", - "issue:43352|issue:45250", - "issue:44060|issue:44077", "issue:44479|issue:46170", - "issue:43653|issue:44162", - "issue:44368|issue:44977", "issue:45412|issue:46123", "issue:45397|issue:45656", "issue:42886|issue:45229", @@ -13736,272 +13816,292 @@ "issue:44877|issue:46170", "issue:43723|issue:46710", "issue:46170|issue:46832", - "issue:44368|issue:45563", "issue:43931|issue:44368", "issue:44188|issue:46202", + "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:44483|issue:46202", "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45987|issue:46082", "issue:44995|issue:45588", + "issue:45593|issue:47068", "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:44361|issue:44749", - "issue:43065|issue:46123" + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132" ], - "prepared_review_unit_hash": "5dd7a5dc621c579cc73f2b8217b244c0b4f4b7f7d0bad00a76314b7a25a9a174", + "prepared_review_unit_hash": "d09771b0ff156982d00cbcf844976505ce92d14fefde2021632870b9680a0c78", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36605, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous regression reports across unrelated models/subsystems. None of the provided soft pairs are true duplicates, so all soft edges should be rejected. The only coherent underlying theme is the cache/get_seq_length contract bug family, with issue 45987 as the best representative.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45987 is the clearest root-cause-style report in the set: `StaticCache.get_seq_length()` returning a tensor instead of an `int`. It best captures the actionable bug shape among these mostly unrelated reports.", + "summary": "This cluster is heterogeneous: most pairings only share a broad subsystem (tokenizers, vision/video, cache, compile, or upgrade regressions) and do not look like the same underlying bug. I would not merge any of the soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43723 is the closest umbrella candidate because it is the broadest tokenizer-loading regression in v5, but the cluster overall does not contain a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45987 is the most representative issue to anchor this cluster because it states the underlying contract violation directly and broadly, rather than a downstream symptom or model-specific failure.", + "best_issue_reason": "43723 is the best representative issue for this noisy group: it is high-signal, general enough to cover nearby tokenizer-loading reports, and more central than the highly specific model/path bugs elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29870", - "right": "issue:30333", - "accept": false, - "reason": "Unrelated failures: BART generation mask error vs MLflow job-status reporting after training failure." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "Different model families and bugs: DETR cardinality handling vs Qwen3.5 variable-length position_ids." - }, - { - "left": "issue:43526", - "right": "issue:46894", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs CohereASR training-loss double-shift; not the same code path." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Generic Flash Attention topic overlap only; one is Nemotron Flash-Attn2 support, the other is just a broad Flash Attention issue." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Different subsystems entirely: Qwen3-Next tied-weights warning vs patchtsmixer post_init behavior." - }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models vs Windows/ROCm torch.distributed import problem; no shared bug." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 being broken; only broad tokenizer/model scope overlaps." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3.5, but one is a LoRA tie_word_embeddings warning and the other is a flash-attention generation failure." + "reason": "Different problems: a video-input regression in specific Qwen models vs a Windows/ROCm import/dependency failure." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory-leak deletion issue vs MaskGenerationPipeline partial-batch dropping; unrelated behavior." + "reason": "RT-DETR memory not being released is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 loading vs deepspeed optimizer-step double call; different failures and code paths." + "reason": "Gemma-4 ZeRO/from_pretrained initialization and a deepspeed double optimizer step are different code paths and symptoms." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated symptoms and fixes." + "reason": "Tokenizer cache loading offline and Gemma4 multi-GPU OOM are unrelated failure modes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a config/type mismatch warning." + "reason": "Same SAM3 family, but one is a dummy Conv2d implementation detail and the other is a tracker/model-type warning; not the same bug." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 Video attribute error vs Qwen3OmniMoe video ValueError; no shared underlying bug." + "reason": "A missing attribute in SAM3 video output is not the same as Qwen3OmniMoe rejecting video inputs." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading problem vs Windows ROCm import dependency issue; different layers." + "reason": "Strict granite_speech config validation and a Windows/ROCm torch.distributed import issue are unrelated." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 vs accuracy regression after version upgrade; too broad to be the same bug." + "reason": "Tokenizer loading regression in v5 and an accuracy regression after upgrade are too different to be one bug." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Platform import/dependency failure vs RTDetrModel forward shape issue; unrelated." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A warning about tie_word_embeddings vs stale num_return_sequences warning in paged generate(); different generated-output issues." + "reason": "Import/dependency failure on Windows/ROCm versus RTDetr forward shape/feature-level mismatch are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; not the same defect." + "reason": "Qwen3-VL weight-shape mismatch and an MLukeTokenizer AttributeError do not share the same underlying defect." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip token issue; different mechanisms." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but the model config warning and stale num_return_sequences warning are different issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache vs Gemma4 mm_token_type_ids defaulting; unrelated bugs." + "reason": "Stale cache/indexer behavior in GlmMoeDsa is unrelated to Gemma4's missing mm_token_type_ids default." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API request rejection vs Gemma pipeline token roundtrip failure; not duplicates." + "reason": "Chat completions endpoint rejection and Gemma pipeline roundtrip failure are different request/processing paths." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of another issue vs Gemma pipeline roundtrip failure; reproduction target differs from the underlying bug." + "reason": "A reproduction of another issue is not itself the same bug as Gemma pipeline roundtrip failure." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Different cache/compile symptoms: attention-kernel divergence vs cache lazy-init recompilation." + "reason": "Both involve compile/runtime behavior, but one is attention-kernel branching and the other is cache lazy initialization causing recompilation." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; only both involve configuration/runtime semantics." + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are unrelated contract/config issues." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache in GlmMoeDsa vs flash_attention.py crash on s_aux=None; unrelated code paths." + "reason": "A stale indexer cache crash and a flash_attention None-attribute crash are different bugs." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary loss behavior and a deepspeed host-sync concern in compute_loss are not the same change or defect." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram int error in moe vs missing chat template processor error; no common underlying change." + "reason": "MPS histogram support for Int and missing chat template errors are unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotations crash vs cache.get_seq_length device-tensor arithmetic bug; unrelated." + "reason": "An annotation-processing crash is not the same as device-tensor cache-length arithmetic breaking under torch.compile." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks vs performance regression after upgrading Transformers; different bug classes." + "reason": "MLukeTokenizer task AttributeError and a major throughput regression after upgrade are unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 PixelDecoder Conv2d issue vs MaskGenerationPipeline partial-batch dropping; not the same change." - } - ] - }, - "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": 26, - "review_unit_index": 46, - "review_unit_count": 62, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", - "nodes": [ - "issue:28282", - "issue:30990", - "issue:39692", - "issue:41628", - "issue:42371", + "reason": "SAM3 pixel-decoder scaffolding and MaskGenerationPipeline batch-end handling are different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related only at a very broad serialization level." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend errors are different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a filtering slowdown regression are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template IndexError and XLMRobertaTokenizer Unigram type mismatch are distinct tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage and ESM2 being broken are too broad and different to merge." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer stepping do not share a code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered-function 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": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", "issue:42994", "issue:43232", "issue:43475", "issue:43482", "issue:43525", "issue:43643", - "issue:43646", "issue:43673", - "issue:43701", "issue:43723", + "issue:43784", + "issue:43873", "issue:43986", - "issue:43994", "issue:44038", - "issue:44162", "issue:44188", - "issue:44297", + "issue:44351", "issue:44373", "issue:44623", - "issue:44749", + "issue:44661", "issue:44869", - "issue:44871", "issue:44933", + "issue:44945", "issue:44964", "issue:45092", "issue:45137", @@ -14010,28 +14110,22 @@ "issue:45356", "issue:45375", "issue:45397", + "issue:45406", "issue:45478", - "issue:45656", - "issue:46132", + "issue:45561", + "issue:45753", + "issue:46202", "issue:46326", + "issue:46399", "issue:46463", "issue:46726", - "issue:46752", "issue:46821", "issue:46851", "issue:46877", "issue:47000", - "issue:47020" + "issue:47059" ], "soft_pairs": [ - "issue:44297|issue:44623", - "issue:43994|issue:46726", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:46752|issue:47020", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44871|issue:46132", "issue:45375|issue:45478", "issue:42994|issue:43482", "issue:44964|issue:45137", @@ -14043,226 +14137,251 @@ "issue:28282|issue:30990", "issue:43986|issue:46726", "issue:45230|issue:45397", - "issue:44373|issue:46851", "issue:45310|issue:45375", - "issue:41628|issue:44933", - "issue:46877|issue:47000", + "issue:44373|issue:46851", "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:41628|issue:44933", "issue:46463|issue:46877", - "issue:44869|issue:45356", "issue:42994|issue:43525", + "issue:44869|issue:45356", "issue:43723|issue:46326", - "issue:42371|issue:45092" + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44038|issue:45310" ], - "prepared_review_unit_hash": "0f8bf1ae6f48e88dba787eddabd724c320532c75f02563019440d99d503582d1", + "prepared_review_unit_hash": "e2fde61fdb216a42461795051a1231b707c1e2a03a08fdb6d733c9b088b1b86a", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35527, - "estimated_input_tokens": 8882, - "estimated_eval_tokens": 18020 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of Transformers regressions and model-specific breakages. There isn\u2019t enough evidence to treat any soft pair as the same underlying bug; the closest-to-canonical issue is the broad v5 regression report in 43646, but it\u2019s only a representative, not a true duplicate target.", - "confidence": 0.74, - "canonical_issue_reason": "43646 is the broadest, most central regression report in the set (Transformers v5 breaking model initialization) and best represents the cluster theme if one issue must be chosen.", + "summary": "This cluster is mostly a loose collection of Transformers issue reports centered on API regressions, model-loading failures, and missing/changed attributes. A few Qwen3.5 MoE reports and AutoProcessor backend-missing reports look duplicative, but most pairs are only superficially similar and should stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45310 is the clearest representative of the cluster\u2019s strongest duplicate-like thread: a Qwen3.5 MoE from_pretrained regression in Transformers>=5.4.0, with closely matching follow-ups around the same model/config failure.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most generally applicable issue among mostly narrower model/config/loading failures; it best summarizes the cluster\u2019s v5 breakage theme.", + "best_issue_reason": "issue:45310 has the best mix of specificity and duplicate linkage; it captures one of the few concrete recurring bugs in the set rather than a vague API/import complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both are save_pretrained serialization complaints, but one is tokenizer_class metadata and the other is missing processor files; different code paths and failure modes." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "Both mention processor/model loading, but 43994 is incorrect outputs from AutoModel/pipeline for SigLIP2, while 46726 is a missing-vision-backend error message for AutoProcessor." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "A performance regression after upgrading transformers is not the same bug as DeepSpeed causing optimizer.step() to run twice." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint key mismatches and a 10x slowdown after upgrade are unrelated symptoms and do not indicate the same underlying defect." - }, - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init type mismatch are distinct tokenizer bugs." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Both are broad breakage reports, but one is custom model initialization in v5 and the other is ESM2-specific model failure; too different to merge." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Processor save_pretrained file emission and a double optimizer step under DeepSpeed are unrelated." - }, - { - "left": "issue:44871", - "right": "issue:46132", - "accept": false, - "reason": "Gemma eos_token_id configuration inconsistency and AttentionInterface.register behavior changes are separate API bugs." - }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5-Moe related, but one is a missing config field silently dropped by @strict and the other is a generic from_pretrained error; not enough to prove the same fix." + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained/config regression; titles and symptoms line up closely enough to be one bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions of the model lifecycle and different code paths." + "reason": "Both involve quantization/serialization, but one is saving failure and the other is GGUF loading failure; different code paths." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque pop error are unrelated issues." + "reason": "Completely different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing attribute on Sam3VisionEncoderOutput is not the same as AutoConfig(trust_remote_code=True) dropping fields." + "reason": "Both mention missing fields/attributes, but they involve different models and different mechanisms (SAM output vs AutoConfig trust_remote_code)." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are different model/runtime bugs." + "reason": "Different bugs: torch.compile attention-kernel branching vs Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM 3 video encoder attribute loss and TimesFM window_size AttributeError are unrelated model-specific failures." + "reason": "Both are attribute errors, but on unrelated model internals and unrelated entry points." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but one is a kwargs update after sync_gpus and the other is missing cache state in chunked_prefill; not the same bug." + "reason": "Both touch generation internals, but one is sync_gpus kwargs update and the other is chunked_prefill cache exposure; not the same bug." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors for SigLIP2 and missing vision-backend behavior in AutoProcessor are unrelated." + "reason": "Doc example/model mismatch and quantization failure versus missing-vision-backend processor error; different underlying issues." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "A missing PyTorch ImportError and Sentence Transformers hanging on load are different installation/runtime problems." + "reason": "PyTorch-missing import error is unrelated to a loading hang in Sentence Transformers." }, { "left": "issue:43986", "right": "issue:46726", - "accept": false, - "reason": "Both involve AutoProcessor and vision dependencies, but one is a video-model crash without torchvision and the other is an unrecognized image processor error; different concrete failures." + "accept": true, + "reason": "Both report confusing AutoProcessor failures when the required vision backend is missing; same underlying missing-backend handling issue." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report and a gemma-4 zero3 from_pretrained issue do not describe the same underlying defect." - }, - { - "left": "issue:44373", - "right": "issue:46851", - "accept": false, - "reason": "Wrong docstring text for position_ids and a runtime failure on variable-length Qwen3.5 inputs are not the same issue." + "reason": "No concrete overlap: one is an empty bug report, the other is a ZeRO3/from_pretrained issue for Gemma-4." }, { "left": "issue:45310", "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers v5 regression; 45375 spells out the missing strict-field root cause behind the from_pretrained error." + }, + { + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Qwen3.5-Moe from_pretrained errors and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are related only at the family level, not enough to merge." + "reason": "Docstring typo for position_ids is unrelated to a runtime variable-length input bug." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Cannot import AutoImageProcessor and a non-existent image_utils import are different import surface bugs." + "reason": "Different areas: Qwen3-VL-Moe v5 bug versus processor.save_pretrained missing files." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time docstring lint output and RTDetrLoss cost-matrix infeasibility are unrelated." + "reason": "Doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are distinct problems." + "reason": "Both are import-related, but they are different missing symbols from different modules and likely different fixes." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout noise are unrelated." + "reason": "Incorrect T5 validation error message is unrelated to auto_docstring stdout diagnostics." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are separate tokenizer/model bugs." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are separate tokenizer bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer pathways." + "reason": "Tokenizer loading regression and mistral_common continue_final_message bug are different code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility are unrelated." + "reason": "TF32 settings deprecation and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist race in testing utils is unrelated to a CLI incompatibility with huggingface_hub." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import failure and Qwen3.5 kernel-registration crash are different failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different API breaks." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is unrelated to a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and RTDetrLoss infeasible cost matrix are unrelated runtime failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import breakage and AutoImageProcessor import breakage are separate missing-export issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration logic and CLI completion compatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen models on v5, but they are different model families and different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge verdicts are conservative enough. The strongest duplicate thread around Qwen3.5 MoE v5 regressions is well supported, and the AutoProcessor/backend pair is a plausible same-bug linkage rather than an overreach." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14277,14 +14396,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:36010", - "issue:41628", + "issue:39692", "issue:42175", "issue:42673", "issue:42831", @@ -14293,287 +14411,295 @@ "issue:43232", "issue:43479", "issue:43704", - "issue:43784", + "issue:43723", "issue:43824", - "issue:43873", "issue:43976", - "issue:44038", + "issue:44016", + "issue:44079", "issue:44222", - "issue:44351", "issue:44496", "issue:44568", - "issue:44661", + "issue:44623", + "issue:44743", + "issue:44779", "issue:44792", "issue:44857", + "issue:44869", "issue:44933", - "issue:44945", "issue:45081", "issue:45103", - "issue:45137", "issue:45310", "issue:45405", - "issue:45406", "issue:45561", "issue:45593", "issue:45600", "issue:45712", - "issue:45753", + "issue:45812", "issue:46077", "issue:46123", "issue:46202", - "issue:46399", + "issue:46231", + "issue:46693", "issue:46701", "issue:46829", "issue:46877", - "issue:47000", - "issue:47059" + "issue:46909", + "issue:47059", + "issue:47068" ], "soft_pairs": [ - "issue:43873|issue:44945", - "issue:45561|issue:47059", - "issue:43784|issue:46399", - "issue:41628|issue:44351", - "issue:44945|issue:45753", - "issue:45406|issue:46202", - "issue:45137|issue:47000", - "issue:36010|issue:41628", - "issue:44661|issue:47059", "issue:44857|issue:46877", - "issue:44038|issue:45310", "issue:45081|issue:45103", - "issue:46202|issue:46701", "issue:42994|issue:43824", - "issue:45593|issue:46877", + "issue:46202|issue:46701", "issue:44222|issue:45310", + "issue:45593|issue:46877", "issue:42673|issue:43704", "issue:43232|issue:44792", "issue:42831|issue:44222", - "issue:42175|issue:44933", "issue:44496|issue:45561", - "issue:45405|issue:46877", + "issue:42175|issue:44933", + "issue:44743|issue:47068", "issue:45561|issue:45600", + "issue:45405|issue:46877", "issue:43976|issue:44933", "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568", - "issue:42175|issue:45712", "issue:43479|issue:46829", - "issue:46077|issue:46123" + "issue:42175|issue:45712", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "e0c3e3b2c8c37971f70838b9cf0e1a998c521b9a23f3d62c8778ac2325823e84", + "prepared_review_unit_hash": "fbca7f91fb481cc82fd4ad6c77f5d0234b6e3945228619e03bb6f202a730cb9d", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36611, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "soft_pair_count": 31, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports with no single cluster-wide duplicate theme. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest are similar at the subsystem/title level but appear to be different bugs or regressions.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate by title (issue:43704) and appears to be the more established report for the same Qwen3ForCausalLM VRAM leak problem.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster: it is concrete, has the clearest duplicate match, and is the only pair here that clearly shares the same underlying bug.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Related to model execution/performance, but the symptoms are different: quantization/offloading behavior vs incorrect pipeline-parallel output." - }, - { - "left": "issue:45561", - "right": "issue:47059", - "accept": false, - "reason": "Both are test/CLI-related, but one is a pytest-xdist file race and the other is a huggingface_hub CLI attribute error." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Both are import/runtime failures, but they involve different modules and different root causes." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors from transformers, but they are for different symbols and likely different missing-export regressions." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output corruption is not the same bug as a Qwen3_5 image-specific infinite loop." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma-related, but one is a processor tokenizer attribute error and the other is a pipeline roundtrip/tokenization failure." - }, - { - "left": "issue:45137", - "right": "issue:47000", - "accept": false, - "reason": "Different training-time failures: DeepSpeed ZeRO3 deque error vs RTDetr cost-matrix infeasibility." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they affect different APIs and are not the same broken code path." - }, - { - "left": "issue:44661", - "right": "issue:47059", - "accept": false, - "reason": "Unrelated: model-registration logic vs CLI completion failure." - }, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated tokenizer, docs, config, generation, and CI problems. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42673 is the earlier and fuller report for the exact same Qwen3ForCausalLM VRAM leak described again in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue anchor because it is the clearest true duplicate target and has the more substantial discussion around the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Different areas entirely: CUDA AMP crash in a loss function vs noisy docstring diagnostics at import time." + "reason": "Different subsystems and failure modes: AMP/CUDA loss crash vs import-time doc-lint output." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Same model family, but different model versions and different failure descriptions; too broad to treat as one bug." + "reason": "Unrelated code paths: Mistral tokenizer regex patching vs auto_docstring annotation handling." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated code paths." + "reason": "Quantized save failure and a Qwen2.5-VL import error are different bugs." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both Gemma-flavored, but one is token roundtrip failure and the other is a pipeline output/type mismatch." + "reason": "Both mention Gemma, but one is a tokenizer roundtrip bug and the other is a pipeline/output-class failure." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated regressions." + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is from_pretrained/config loading; not the same bug." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Auxiliary-loss behavior in D-FINE is unrelated to docstring import-time logging." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Both mention MoE/FP8-ish model support, but one is save_pretrained behavior and the other is from_pretrained loading failure." + "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same reported bug and title: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Same title and same concrete symptom: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwarg update logic and Janus image generation test failure are different problems." + "reason": "Generation kwargs update after sync_gpus is unrelated to a Janus image-generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained bug." + "reason": "Different FP8 problems: accuracy regression vs model saving failure." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Backend installation/dependency issue vs a missing image_utils import; not the same bug." + "reason": "Unrecognized model/config.json issue and an xdist file-race bug are unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Model config recognition failure and xdist file-race behavior are unrelated." + "reason": "Missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "PEFT version pinning and docstring import-time diagnostics are unrelated maintenance issues." + "reason": "Recurrent-state reset in modular Qwen3_5 is unrelated to a deepspeed loss host-sync concern." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-worker file race vs stale auto_mappings references; different failure modes." + "reason": "Pytest-xdist capture-file race and broken auto_mappings references are separate CI issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A version pin bump and doc-lint stdout noise do not describe the same bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue vs missing import from image_utils; not the same underlying defect." + "reason": "Python version support breakage is unrelated to an import from image_utils." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting after failed training and Sentence Transformers loading are unrelated." + "reason": "MLFlow reporting on failed training and Adafactor OOM in DeepSpeed are different failures." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Model loading hang and token-embedding resize reinitialization are different code paths." + "reason": "Sentence-transformers loading hang and token-embedding resize reinit are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior regressions, but the specific symptoms and APIs differ." + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization and ImageClassifierOutput hidden_states mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Dependency/backend installation and leftover dummy class cleanup are unrelated." + "reason": "Missing TensorFlow backend and leftover dummy classes are separate packaging/CI problems." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Multimodal config initialization and classifier output field mix-up are unrelated." + "reason": "Missing processor save files is unrelated to Qwen3.5 MoE from_pretrained loading." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction and final-batch pipeline bookkeeping are different bugs." + "reason": "Bidirectional attention masking and partial-batch pipeline completion are different pipeline bugs." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Broken auto_mappings CI and a huggingface_hub CLI worker failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in threaded dataloader use is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic AutoTokenizer loading failure and mdeberta add_special_tokens behavior are different tokenizer bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig defaults and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Cleanup-space behavior changes and Granite token-id regression are separate tokenizer issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docs parameter-name mismatch are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation examples, but they concern different models and different failures." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen recurrent-state reset and deepspeed_sp_compute_loss host synchronization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different concrete symptoms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:42673 / issue:43704 with identical titles, and the other soft-edge rejections do not overclaim beyond the evidence in the titles/body summaries. Canonical selection of issue:42673 is also reasonable based on earlier creation and higher discussion activity." + "feedback": "The anchor choice is grounded: issue:42673 and issue:43704 have identical titles and the body lengths support 42673 as the fuller earlier report. The cluster summary stays conservative by describing the rest as heterogeneous and does not overclaim duplicates. The soft-edge verdicts also look appropriately cautious, with the only accepted pair being the clearly matching Qwen3ForCausalLM VRAM leak reports." }, "evaluator_used": true, "retried": false, @@ -14592,7 +14718,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:22355", "issue:27957", @@ -14600,281 +14726,281 @@ "issue:30333", "issue:34689", "issue:36331", - "issue:39692", + "issue:41628", "issue:42222", - "issue:42673", + "issue:42757", + "issue:42796", "issue:42831", "issue:42898", "issue:43116", "issue:43295", "issue:43479", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:44016", "issue:44060", "issue:44075", - "issue:44079", "issue:44190", "issue:44222", "issue:44295", "issue:44297", - "issue:44568", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", "issue:44623", "issue:44734", - "issue:44779", - "issue:44869", "issue:44933", "issue:45092", "issue:45103", "issue:45125", "issue:45200", + "issue:45245", "issue:45310", "issue:45356", "issue:45405", - "issue:45600", "issue:45656", "issue:45712", - "issue:45812", + "issue:46132", "issue:46231", - "issue:46693", - "issue:46909", - "issue:47059" + "issue:46710", + "issue:46762" ], "soft_pairs": [ - "issue:44623|issue:45310", - "issue:45600|issue:47059", - "issue:42673|issue:46693", - "issue:43479|issue:44869", - "issue:42898|issue:45812", - "issue:43723|issue:44568", - "issue:44016|issue:46231", - "issue:39692|issue:46909", - "issue:43479|issue:44079", - "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:42898|issue:43295", - "issue:43874|issue:45092", "issue:42222|issue:45200", - "issue:44734|issue:45103", + "issue:43874|issue:45092", "issue:44295|issue:45656", + "issue:44734|issue:45103", "issue:42898|issue:45356", "issue:30333|issue:36331", "issue:22355|issue:28282", - "issue:45405|issue:45712", "issue:44222|issue:44297", "issue:44075|issue:46231", + "issue:45405|issue:45712", "issue:43116|issue:44190", "issue:44060|issue:45125", - "issue:44933|issue:45712", "issue:42831|issue:44623", - "issue:44297|issue:45656" + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310" ], - "prepared_review_unit_hash": "2d4f238b74c2e71e9442ddf80a9ec23cf08d5980391eaa110e0af32744914462", + "prepared_review_unit_hash": "71004ef66e3a6b2215a386e9b7e9beb989f8e14279ac1f2daab59b3689b28aec", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35959, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 35727, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single issues across imports, tokenizers, multimodal configs, serving, training, docs, and optimizer behavior. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "If a single representative issue is needed, issue 45812 is the strongest candidate: it is a concrete, high-impact tokenizer regression with clear user-facing fallout and reproducible behavior across Granite models.", + "summary": "This set is heterogeneous: the soft pairs are mostly related by broad topic only (imports, tokenizers, multimodal models, training, save/load paths), but none look like the same concrete bug or change. I would reject every soft edge and treat these as distinct issues.", + "confidence": 0.83, + "canonical_issue_reason": "No single cluster-wide canonical issue stands out, but issue 44297 is the strongest representative candidate because it is the most concrete, self-contained, and reproducible bug report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best overall representative of the set because it is a specific, broad-impact regression rather than a narrow documentation or environment problem.", + "best_issue_reason": "Issue 44297 is the best issue to anchor on: it has a specific failure mode and a narrow fix surface, unlike the broader or more ambiguous reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Processor save_pretrained file export failure and Qwen3.5 from_pretrained/model-load error are different code paths." + "reason": "Different missing symbols and different dependency surfaces; these are both import errors, but not the same bug." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "auto_mappings CI/reference cleanup is unrelated to the hub CLI attribute error." + "reason": "Flash Attention behavior for XLMRoberta is unrelated to failed-job MLflow reporting." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both mention performance, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context regression." + "reason": "One is about MLflow not closing a failed training run, the other is a model-loading regression." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Default config initialization bug is unrelated to Whisper timestamp decode crashing on a trailing replacement character." + "reason": "Both involve v5 behavior changes, but one is tokenization cleanup and the other is processor/tokenizer image-passing regression." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer cleanup behavior change and wrong Granite token IDs are different failures with different likely fixes." + "reason": "Both are multimodal/model-setup problems, but they affect different models and different code paths." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are distinct tokenizer issues." + "reason": "Missing an image-processor method is not the same as old remote-code checkpoints failing under meta initialization." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + "reason": "A buffer-read AttributeError and a double optimizer-step under deepspeed are distinct runtime bugs." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "These are separate broken doc examples for different models and failure modes." + "reason": "Serving KV-cache indexing and auto_docstring annotation handling are unrelated failures." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Multimodal config defaults do not match a ModelOutput key assignment bug." + "reason": "Both are tokenizer regressions, but the specific symptoms and affected logic differ." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "clean_up_tokenization_spaces regression is different from Deepseek tokenizer incorrect output." + "reason": "MLflow reporting on failure is unrelated to the Trainer compute_loss signature mismatch." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Importing sentence-transformers and missing Qwen2_5_VL export are unrelated import errors." + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different import/dependency problems." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Flash Attention model support and MLflow reporting on failed training jobs are unrelated." + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "A training-reporting bug is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same issue." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer cleanup semantics and processor.tokenizer/image-passing regression are different code paths." + "reason": "A version pin to an unreleased package and leftover dummy classes in the repo are unrelated." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Missing image processor method and remote-code/meta-init incompatibility are different multimodal issues." + "reason": "Both are example-script failures, but they involve different scripts and different bugs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is a missing tensor-parallel plan." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Serving KV-cache tensor indexing and auto_docstring future-annotations handling are unrelated." + "reason": "FP8 accuracy concerns and missing processor save files do not share the same failure path." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "position_ids buffer reading bug is unrelated to deepspeed causing optimizer.step to run twice." + "reason": "A missing image_utils import and dummy-class leakage into dir(transformers) are different export/surface issues." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer cleanup regression and Kimi-K2.5 codec/ warning regression are different tokenizer bugs." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the deepspeed double-step optimizer bug." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "MLflow failed-job reporting and CustomTrainer compute_loss signature mismatch are unrelated training issues." + "reason": "Pegasus output regression and AttentionInterface.register behavior change are not the same bug." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/dependency problems." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is a general AutoTokenizer.from_pretrained loading issue." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + "reason": "A category-cardinality runtime error is unrelated to AttentionInterface registration semantics." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch both involve save_pretrained, but on different objects and failures." + "reason": "Default config initialization and non-persistent buffer junk are different code paths." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "SGD optimizer args being ignored is not the same as a documentation parameter-name typo." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are separate serialization issues." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Empty multi-label classification results and local dataset loading failure in a different example script are unrelated." + "reason": "A discussion about a DSA indexer ReLU and numerical differences in Minimax attention are not the same underlying bug." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Wrong tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3 issues." + "reason": "These are both performance/behavior regressions, but they affect different subsystems and symptoms." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Nonexistent image_utils import and leftover dummy classes are different cleanup/import problems." + "reason": "A wrong docstring is unrelated to the GLM-5 RoPE implementation bug." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and processor save_pretrained missing files are unrelated." + "reason": "Both are import errors, but for different modules, symbols, and packages." }, { "left": "issue:44297", - "right": "issue:45656", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch has nothing to do with deepspeed optimizer stepping twice." + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." } ] }, @@ -14896,303 +15022,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ + "issue:22355", + "issue:27957", "issue:30990", "issue:38175", - "issue:41628", - "issue:42757", - "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", + "issue:43408", "issue:43475", - "issue:43479", "issue:43504", - "issue:43644", "issue:43723", + "issue:44038", "issue:44190", "issue:44222", "issue:44263", + "issue:44279", "issue:44295", - "issue:44297", "issue:44360", "issue:44373", - "issue:44448", + "issue:44483", "issue:44484", - "issue:44485", "issue:44623", + "issue:44829", + "issue:44964", "issue:44977", "issue:45071", "issue:45092", - "issue:45245", "issue:45310", "issue:45357", + "issue:45381", + "issue:45406", "issue:45834", + "issue:46002", "issue:46050", "issue:46082", - "issue:46132", "issue:46209", "issue:46305", + "issue:46328", "issue:46369", + "issue:46402", "issue:46424", "issue:46431", "issue:46614", "issue:46655", - "issue:46710", - "issue:46762", "issue:46909", "issue:46932", "issue:47059" ], "soft_pairs": [ - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:45245|issue:46132", - "issue:44222|issue:44623", - "issue:43479|issue:43644", - "issue:44360|issue:46762", - "issue:46132|issue:46710", - "issue:44373|issue:44485", - "issue:41628|issue:42757", - "issue:44297|issue:45310", "issue:43504|issue:47059", "issue:43723|issue:44977", "issue:45071|issue:46082", - "issue:46614|issue:46932", "issue:43122|issue:46209", + "issue:46614|issue:46932", "issue:44222|issue:44484", "issue:44263|issue:45092", "issue:44190|issue:46082", "issue:43232|issue:46424", - "issue:43232|issue:45834", "issue:46209|issue:46431", + "issue:43232|issue:45834", "issue:44295|issue:44623", "issue:30990|issue:38175", "issue:44263|issue:44373", - "issue:43475|issue:46305", - "issue:46305|issue:46655", "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:43475|issue:46305", "issue:44263|issue:44360", "issue:42907|issue:46050", "issue:42831|issue:45310", - "issue:45092|issue:45357" + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:43408|issue:46402" ], - "prepared_review_unit_hash": "c2313f00a974bcf63a846df5b6906afc1349faf10e927d8385ea9e52704ccaa4", + "prepared_review_unit_hash": "9259925ebed943deeaa7e59af73f93219d36a6846ccdd3fb6a52c6b66df1c876", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36051, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated transformer bugs, import regressions, tokenizer/model issues, and docs problems. None of the soft pairs look like the same underlying defect or change, so no duplicate merges are warranted.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #44263 is the best single anchor because it is a concrete, reproducible code-path bug in a named subsystem (GlmMoeDsaIndexer) and sits in the densest related mini-cluster; the rest of the set is too heterogeneous for a true canonical duplicate.", + "summary": "Broad, heterogeneous set of Transformers issues. The soft pairs mostly share only a subsystem or buzzwords (load/save, generation, video, quantization) and do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the clearest high-signal representative of the cluster\u2019s recurring load/regression theme: a specific model fails to load on the latest Transformers version.", "canonical_pr_reason": null, - "best_issue_reason": "#44263 is the most suitable issue to surface as a representative anchor: it is specific, actionable, and closest to any local thematic grouping in the set.", + "best_issue_reason": "issue:44964 is the most actionable representative: it has a concrete failing model, a clear user-facing regression, and a narrow reproduction target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Different bugs: model output regression vs AttentionInterface.register behavioral change." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer import failure are unrelated code paths." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count limit in categorical features is unrelated to attention-interface behavior." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "Both touch save_pretrained, but one is FP8/MoE serialization and the other is missing processor files." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Config initialization bug and non-persistent buffer junk are different subsystems and symptoms." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "DSA indexer ReLU discussion is not the same as Minimax attention numerical differences." - }, - { - "left": "issue:46132", - "right": "issue:46710", - "accept": false, - "reason": "Registered-function behavior change is unrelated to a model accuracy regression after upgrade." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation behavior." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Import failures for AutoImageProcessor and is_offline_mode are different missing symbols." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer config save metadata mismatch is unrelated to Qwen3.5 from_pretrained failure." - }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT preset loading and CLI breakage from huggingface_hub are separate issues." + "reason": "Different failures: BEiT semantic-segmentation preset loading vs CLI completion breakage in huggingface_hub." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading and flash-attention generation failure are distinct problems." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are unrelated code paths and symptoms." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are not the same bug." + "reason": "PretrainedConfig type-checking regression is separate from LlamaConfig head_dim validation." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Stale phonemizer language state and Gemma4 quantized-embedder casting are unrelated." + "reason": "Tokenizer-version behavior change is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Tokenization change across versions and FP8 inference failure on B200 are different code paths." + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE serialization and default max_shard_size are both save_pretrained-related but not the same defect." + "reason": "FP8 save_pretrained/moe bug is distinct from the max_shard_size default question." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init compatibility are unrelated." + "reason": "GlmMoeDsaIndexer split behavior is unrelated to InternVL2 meta-init incompatibility." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim rejection are different issues." + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim rejection." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same as cache length config handling." + "reason": "Generation kwargs after sync_gpus is a different bug from cache max_cache_length handling." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Generation state update bug and Kosmos2.5 OCR index overflow are unrelated." + "reason": "FP8 inference on B200 and processor.save_pretrained missing files are unrelated issues." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "FP8 inference on B200 and missing chat template on a processor are different failures." + "reason": "Generation state handling is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer access and processor.save_pretrained missing files do not share the same cause." + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained file omission." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang and zero probabilities in SigLIP2 are unrelated model behaviors." + "reason": "SentenceTransformers loading stall and SIGLIP2 zero-probability outputs are different model/runtime problems." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Runtime split-value bug and a docstring error for position_ids are not duplicates." + "reason": "A GlmMoeDsaIndexer split/return-value issue is not the same as a docstring typo for position_ids." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "SAM 3 video attribute error and MoonshineStreaming window off-by-one are different code paths." + "reason": "SAM3 LiteText memory overflow is unrelated to a broken documentation example." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Sliding-window masking and video padding calculation are separate bugs." + "reason": "Both involve video/streaming processing, but one is a sliding-window off-by-one and the other is padding calculation in a different model path." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Memory overflow in SAM3-lite text is unrelated to a broken documentation example." + "reason": "Missing fpn_position_embeddings in SAM3 output is unrelated to MoonshineStreaming window masking." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "They mention the same DSA area, but one is torch.split behavior and the other is a ReLU-related design discussion." + "reason": "Same component family, but different concrete bugs: torch.split return handling vs missing ReLU in the DSA indexer." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and sinq quantized save/load breakage are different quantization issues." + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantization save/load breakage are different model-specific bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are not the same underlying bug." + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints and incorrect visual-encoder keys on save_pretrained are distinct regressions." + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is separate from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble is unrelated to SequenceFeatureExtractor.pad list-conversion overhead." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to the CLI completion attribute error in huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-MoE loading trouble are different problems." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids mismatch is not the same bug as MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 degenerate training and NaNs after checkout+init are distinct training stability issues." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "sam3_video/sam3_tracker type warning is unrelated to SAM3 text encoder weights not loading." } ] }, @@ -15214,7 +15327,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:22355", "issue:27957", @@ -15235,46 +15348,37 @@ "issue:43329", "issue:43408", "issue:43540", + "issue:43576", "issue:43644", "issue:43646", + "issue:43756", + "issue:43784", "issue:43824", - "issue:44038", + "issue:43976", + "issue:44060", "issue:44188", "issue:44261", - "issue:44279", "issue:44295", "issue:44297", "issue:44327", "issue:44373", - "issue:44483", + "issue:44488", "issue:44568", - "issue:44829", "issue:44945", "issue:44964", "issue:45092", "issue:45278", "issue:45381", - "issue:45406", "issue:45593", "issue:45753", "issue:46002", "issue:46305", - "issue:46328", "issue:46369", - "issue:46402", "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:44279|issue:46328", - "issue:22355|issue:27957", - "issue:44483|issue:45406", - "issue:45381|issue:46305", - "issue:44964|issue:47059", - "issue:44829|issue:46002", - "issue:42831|issue:44038", "issue:41628|issue:43824", - "issue:43408|issue:46402", "issue:44261|issue:45092", "issue:43644|issue:46305", "issue:42831|issue:45753", @@ -15288,223 +15392,217 @@ "issue:43408|issue:46369", "issue:27957|issue:30990", "issue:42796|issue:43122", - "issue:43232|issue:45593", "issue:45381|issue:46909", "issue:43540|issue:46909", + "issue:43232|issue:45593", "issue:43646|issue:46002", "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:44295|issue:44297", - "issue:43329|issue:47059" + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "b2b72c413a90871c53f54ef14f0b12bd5db8bcf524d98fe29069b6c167720e24", + "prepared_review_unit_hash": "b16f49d3bdfda4bb1ddaf283fbce322e2ca988fc75bbf76dd62b956a44373bc2", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36346, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35157, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is very heterogeneous: tokenizer bugs, model-specific regressions, import/API breakages, and unrelated runtime issues. I do not see any soft pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "If a single issue must anchor the cluster, 45278 is the broadest umbrella report: it captures the only recurring theme here (import/API breakages after upgrade).", + "summary": "The items are a mixed bag of unrelated Transformers issues (imports, tokenizers, multimodal/video, quantization, and v5 migration regressions). None of the soft pairs look like true duplicates; they mostly share only broad theme words.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the closest umbrella candidate because it covers the broadest import/API regression theme, but even that is only a loose thematic match rather than a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative high-level issue in this otherwise mixed cluster, but it still does not unify the rest into one duplicate family.", + "best_issue_reason": "issue:45278 is the best single representative to keep visible because it is the broadest user-facing regression report in the set, especially for upgrade-related import failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "Different problems: a generic dependency issue versus a SequenceFeatureExtractor padding performance issue." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Unrelated: missing transformers.onnx module import versus XLMRoberta Flash Attention 2 behavior." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Different code paths: chat/completions request handling versus Gemma4Processor attribute error." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Both are video-related, but one is Qwen2.5-VL position_ids and the other is MoonshineStreaming window masking." - }, - { - "left": "issue:44964", - "right": "issue:47059", - "accept": false, - "reason": "Unrelated: model loading failure versus a CLI test failure in huggingface_hub." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Both mention classification heads, but one is Flash Attention 3 training collapse and the other is NaNs after checkout/init." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "Different model-specific accuracy/regression reports; no shared concrete bug path." - }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export/packaging failures." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Same model family, but the warning about sam3_video/sam3_tracker is unrelated to missing text encoder weights." + "reason": "Both are import errors, but for different missing symbols and likely different export/code paths." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different bugs: MLA rms_norm_eps precision issue versus remote-code checkpoint/meta-init incompatibility." + "reason": "Both involve v5/meta-init migration, but one is an MLA layernorm precision/config bug and the other is remote-code checkpoint incompatibility." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Unrelated: non-persistent buffer junk in Transformers 5.0.0 versus a streaming mask off-by-one." + "reason": "Non-persistent buffer junk vs sliding-window off-by-one are unrelated bugs in different code paths." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different symptoms and models; one is FP8 accuracy, the other is an infinite loop on a specific image." + "reason": "FP8 accuracy regression and an image-triggered infinite loop are different failure modes." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA pipeline top-k crash is unrelated to the CLI completion attribute error." + "reason": "QA span-decoding top-k crash and CLI completion attribute error are unrelated subsystems." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Different tokenizer/import problems with no clear shared underlying bug." + "reason": "Missing module import and tokenizer spacing behavior are not the same issue." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." + "reason": "Both are tokenizer bugs, but they affect different models and different outputs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + "reason": "Offline cache loading and quantized model saving are separate tokenizer vs serialization problems." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence and a docstring issue are unrelated." + "reason": "Attention-kernel divergence under compile and a docstring typo are not the same bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline load failure versus decoder-type change in v5; not the same code-path bug." + "reason": "Offline tokenizer loading failure and wrong decoder type in v5 are different code paths." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both involve import breakage after upgrades, but one is a specific huggingface_hub symbol and the other is a broad multi-import regression." + "reason": "A specific huggingface_hub import failure is not the same as a broad Transformers v5 import-error report." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different sam3 issues: model type warning versus memory overflow in sam3-litetext." + "reason": "sam3 model-type warning and sam3-litetext memory overflow are unrelated loading vs memory issues." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different loading/runtime issues; no shared underlying defect." + "reason": "Flash Attention 2 on XLM-Roberta and Sentence Transformers loading stall are different behaviors." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenization, but one is BPE marker handling for a specific tokenizer and the other is a cross-version tokenization change." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Model-specific BPE marker handling differs from a broader version-to-version tokenization change." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position_ids bug is unrelated to a broken documentation example." + "reason": "Qwen2.5-VL video position IDs and a DIA docs example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-processing error is unrelated to the DIA docs issue." + "reason": "Video-input processing in Qwen3OmniMoe and a broken documentation example are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + "reason": "Custom model init breakage and NaNs after checkout/init are different initialization issues." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized model saving and pipeline-parallel output correctness are unrelated." + "reason": "Quantized-model save failure and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are model loading/runtime failures, but they do not appear to be the same bug." + "reason": "Loading stall for sentence-transformers and a MacOS CLIP bus error are different model/runtime failures." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer read error and tokenizer_config class mismatch are unrelated." + "reason": "position_ids buffer access and tokenizer_class metadata mismatch are different tokenizer/model issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output errors are unrelated." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Multimodal token counting bug is unrelated to the CLI completion attribute error." + "reason": "Multimodal token counting and CLI group completion are different areas." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and sentence-transformers import NameError are different failure surfaces." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and tied-weights warnings are different model-architecture bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping and a model-specific load failure are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import error and a broad import-error regression are only thematically related." } ] }, @@ -15526,13 +15624,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:22355", + "issue:29127", "issue:29159", "issue:36296", "issue:39401", - "issue:41628", + "issue:42175", "issue:42371", "issue:42757", "issue:42907", @@ -15542,15 +15641,13 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43576", - "issue:43756", + "issue:43493", "issue:43784", "issue:43824", "issue:43937", - "issue:43976", "issue:44038", - "issue:44060", "issue:44117", + "issue:44188", "issue:44222", "issue:44263", "issue:44295", @@ -15558,272 +15655,258 @@ "issue:44351", "issue:44360", "issue:44485", - "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", + "issue:44938", "issue:44945", - "issue:44964", "issue:45200", "issue:45216", - "issue:45278", "issue:45290", "issue:45478", "issue:45600", + "issue:45753", "issue:46172", "issue:46326", + "issue:46328", "issue:46614", "issue:46762" ], "soft_pairs": [ - "issue:43976|issue:44945", - "issue:42907|issue:44964", - "issue:43576|issue:43784", - "issue:43756|issue:44060", - "issue:41628|issue:45278", - "issue:39401|issue:44488", "issue:42371|issue:44263", - "issue:42907|issue:43937", "issue:44117|issue:44704", - "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:39401|issue:44521", + "issue:43784|issue:45600", "issue:46172|issue:46762", "issue:44625|issue:44829", "issue:44704|issue:45290", "issue:44360|issue:44485", - "issue:43408|issue:43475", "issue:43122|issue:44521", "issue:43122|issue:46326", + "issue:43408|issue:43475", "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:22355|issue:29159", "issue:44038|issue:44295", "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:43824|issue:44351", "issue:39401|issue:46614", + "issue:43824|issue:44351", "issue:43116|issue:45200", "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:43278|issue:44945" + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328" ], - "prepared_review_unit_hash": "8ae09b8212dc6d843fb2efdb93227ebc2e42eb8511aef7579b897d8c10538c36", + "prepared_review_unit_hash": "130eb9cb8615bc2739f16a5cc132ca35b8b163855e68b2983a2e7ac49ca825c3", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36660, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically loose: a few tokenizer/import/version-regression reports, but most items describe distinct bugs in different model families or code paths. I found no true duplicate pairs among the provided soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report in the set and is closest to several other tokenizer-related issues, so it is the best anchor for deduping.", + "summary": "This is a noisy mixed cluster spanning tokenizer regressions, loading/import issues, save/pretrained bugs, and unrelated model-specific failures. None of the soft pairs are close enough to be treated as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the broadest and most central tokenizer-regression report in the set; several nearby issues are also tokenizer-related, but this one best captures the shared failure mode without being too narrow.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most representative and general issue here: a clear cross-version tokenization regression with wider scope than the more model-specific or one-off reports.", + "best_issue_reason": "issue:43122 is the best representative issue because it sits at the center of the tokenizer behavior regressions, which are the strongest recurring theme among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Different bugs: Python-version compatibility vs pipeline-parallel output corruption." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Separate failures: save/load dequantized model vs model import/load." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken env CLI vs sentence-transformers import NameError." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "RoPE-layer counting bug vs tied-weight warning." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Different missing import symbols; both are import regressions but not the same code path." - }, - { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Tokenizer offset mapping vs unrelated model load issue." + "reason": "TF32 backend settings vs a GlmMoeDsaIndexer torch.split return-value bug are unrelated problems." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "TF32 config guidance vs DSA indexer return values." + "reason": "Both involve from_pretrained/loading, but one is a TOKENIZER_MAPPING_NAMES fallback issue and the other is cached_file kwarg forwarding; different code paths and symptoms." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save bug vs generation-config validation." + "reason": "A dequantized save_pretrained failure and an invalid GenerationConfig error are separate model-serialization vs generation-validation bugs." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer mapping None vs cached_file kwargs forwarding." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and all-zero assistant_masks in multimodal chat templating are different tokenizer features and failure modes." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError vs removed config reference in auto_mappings." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer offset mapping vs multimodal assistant_mask construction." + "reason": "A sentence-transformers import NameError and stale auto_mappings references to removed Sam3LiteText configs are unrelated import/config issues." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different attention bugs: arithmetic/transposition issue vs numerical mismatch to reference." + "reason": "Both concern attention math, but they target different models/implementations and distinct numerical mismatches." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation vs flash-attention training degeneration." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different bugs with no shared code-path evidence." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs bug vs apply_chat_template crash." + "reason": "cached_file kwargs omission and apply_chat_template crashing on tool-call assistant messages are different APIs and failure conditions." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "ReLU in DSA indexer vs GLM-5 RoPE implementation." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Same model family, but warning/config mismatch vs missing encoder attribute; not the same bug." + "reason": "A missing ReLU in a DSA indexer is not the same as a GLM-5 RoPE implementation discrepancy." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization regression vs multimodal chat template masking." + "reason": "Tokenizer version mismatch/regression and multimodal assistant mask generation are different behaviors." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but different mechanisms and call sites." + "reason": "General tokenizer output drift and continue_final_message behavior for mistral_common tokenizers are distinct chat-templating/tokenizer issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning and a missing fpn_position_embeddings attribute are separate SAM 3 video issues." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch." + "reason": "Qwen3-VL-Moe problems in transformers 5.0 and tokenizer_class mismatch on save_pretrained are different failure surfaces." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save bug vs gguf loading/import issue." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained loading are unrelated persistence/load bugs." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Unrelated import error vs tokenizer behavior inconsistency." + "reason": "A missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are separate historical issues." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Model-specific Qwen3-VL-Moe bug vs position_ids buffer handling." + "reason": "Qwen3-VL-Moe bug and position_ids buffer read error do not appear to share a concrete code path." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both Qwen3.5 regressions, but one is save_pretrained and the other from_pretrained; different fixes." + "reason": "A save_pretrained regression for Qwen3.5 and a from_pretrained error for Qwen3.5 MoE are related by model family but not clearly the same bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe behavior and FP8 save_pretrained for moe are both MoE-adjacent but describe different bugs." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both import errors, but for different classes and symbols." + "reason": "Wrong offset mapping in Qwen3 tokenizer and stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer are unrelated tokenization subsystems." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import/export regressions." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script classification bug vs Gemma multimodal token-type defaulting." + "reason": "Empty multi-label classification results in an example script and Gemma 4 mm_token_type_ids defaults are different application-layer issues." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenization regression vs Deepseek-specific tokenizer regression; not the same failure." + "reason": "General tokenization drift in v5 and Deepseek-specific incorrect tokenization are related only at a very high level, not the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but for unrelated symbols." + "reason": "Both are import errors, but they involve different missing symbols from different packages and different causes." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs example-script classification issue." + "reason": "Tensor parallel training bug and empty multi-label classification output are unrelated training vs example-script issues." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift vs pipeline-parallel output corruption." + "reason": "Embedding dtype changing between train/eval and incorrect LLM output under pipeline parallelism are different distributed-training issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx and an unclear LayoutLMv3 error message are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow missing from a pip extras install and Python 3.14 import/load failure are separate environment/package issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 infinite loop on a specific image are different model-specific failures." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad inefficiency are unrelated performance/correctness issues." } ] }, @@ -15845,15 +15928,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:22355", "issue:28348", - "issue:29127", + "issue:33453", "issue:38617", - "issue:42175", + "issue:39401", "issue:42371", "issue:42673", + "issue:42796", "issue:42898", "issue:43066", "issue:43116", @@ -15867,7 +15950,6 @@ "issue:43992", "issue:44038", "issue:44075", - "issue:44188", "issue:44355", "issue:44485", "issue:44610", @@ -15875,253 +15957,254 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44938", + "issue:44995", "issue:45072", "issue:45083", + "issue:45092", "issue:45278", "issue:45357", "issue:45446", "issue:45478", - "issue:45753", "issue:46002", "issue:46231", - "issue:46328", "issue:46614", "issue:46640", + "issue:46697", "issue:46710", "issue:46726", "issue:46752", + "issue:46762", "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ - "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:42898|issue:46614", - "issue:38617|issue:45278", "issue:43937|issue:44485", + "issue:38617|issue:45278", "issue:43066|issue:44779", "issue:43611|issue:46002", - "issue:43976|issue:45446", "issue:44038|issue:45478", + "issue:43976|issue:45446", "issue:42673|issue:45072", "issue:44355|issue:46231", "issue:45357|issue:45478", - "issue:43116|issue:43493", "issue:44625|issue:46002", + "issue:43116|issue:43493", "issue:44610|issue:46909", "issue:45083|issue:45446", - "issue:46726|issue:46981", "issue:42371|issue:43874", + "issue:46726|issue:46981", "issue:44075|issue:44936", "issue:43618|issue:46829", "issue:43992|issue:44704", - "issue:43116|issue:43825", "issue:43066|issue:46710", + "issue:43116|issue:43825", "issue:28348|issue:46640", - "issue:46614|issue:46752" + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", + "issue:33453|issue:39401" ], - "prepared_review_unit_hash": "965400c7143687480fe9f053350895e81e1bfef616a9ae78aaac124bd6e2adfd", + "prepared_review_unit_hash": "472a3f70b021eab39d161d0f0e56b5d27d6b3b3174ecb38d4c3e661418d64f59", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35767, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the issues span unrelated import errors, model-specific regressions, tokenizer/config bugs, docs, and training/runtime behavior. None of the soft pairs look like the same concrete bug or change.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The similarity pairs are mostly loose topical overlaps rather than true duplicates; they span unrelated bugs in tokenizers, model loading, processors, docs, and v5 regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:33453 is the broadest, most generic regression report in the set, but the cluster is too heterogeneous to have a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:33453 is the best umbrella candidate only because its title is the most general; it is not a true representative of the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Different problems: an import failure for `transformers.onnx` vs a LayoutLMv3 validation/error-message clarity issue." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Different environments and failures: missing TensorFlow in the `.[torch]` extra vs Python 3.14 loading problems." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Different model bugs: SigLIP2 HF/JAX implementation mismatch vs a Qwen3.5 infinite-loop case on one image." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "Unrelated code paths: compiled attention-kernel divergence vs a `SequenceFeatureExtractor.pad` performance issue." - }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs vs runtime logging: a parameter-name documentation mismatch vs import-time diagnostic output from `auto_docstring`." + "reason": "Both are doc-related, but one is a parameter-name doc mismatch and the other is an import-time lint output problem." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer behavior regression vs phonemizer backend state not being reset; different components and symptoms." + "reason": "Both involve tokenizer behavior, but one is clean_up_tokenization_spaces semantics and the other is stale phonemizer language state." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Related only at a high level; one specific missing import, the other a broad collection of import errors after upgrade." + "reason": "Same GLM-5 area, but the bugs are different: GenerationConfig validation vs RoPE implementation." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Same model family but different issues: GenerationConfig validation vs RoPE implementation discussion." + "reason": "45278 is a broad import-error umbrella; 38617 is a specific missing-symbol ImportError, so they are not the same bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer regressions in v5, but they target different tokenizer/model paths and concrete failures." + "reason": "Both are tokenizer regressions in v5, but the affected tokenizer and concrete failure mode are different." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Different bugs: model loading with `base_model_prefix` vs NaNs in classification heads after init." + "reason": "Loading with base_model_prefix and NaNs in classification heads are unrelated code paths." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Both are version-compatibility complaints, but one is Python support and the other is a PyTorch version check in flex_attention." + "reason": "Both mention Qwen3 Moe and v5, but they target different model variants and different load failures." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Same broad Qwen3.5/Moe area, but different model variants and different failure modes (`transformers 5.0` bug vs `from_pretrained` error in newer versions)." + "reason": "Python version compatibility is unrelated to the flex_attention PyTorch version check bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "Completely different subsystems: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "A VRAM leak in threaded Qwen3 inference is not the same as a bfloat16 dtype mismatch in other models." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Unrelated: compiled Python file execution errors vs a documentation typo about `set_training` parameters." + "reason": "Compiled-file execution errors are unrelated to a training API documentation typo." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a bad `save_pretrained` key mapping and the other is a `from_pretrained` loading error." + "reason": "Save/load serialization of visual encoder keys and from_pretrained load failures are distinct code paths." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Different tasks and failures: multi-label classification example returning empty results vs SigLIP2 implementation discrepancy." + "reason": "num_labels propagation is a config bug; NaNs in classification heads are a separate model behavior issue." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Different issues: config propagation for `num_labels` vs NaNs in classification heads." + "reason": "An example-script multi-label bug and a SigLIP2 implementation discrepancy are not the same underlying problem." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Different models and domains: OmDet-Turbo image-size mismatch vs a broken DIA documentation example." + "reason": "Processor image-size padding is unrelated to a broken documentation example." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different code paths: Qwen3 Omni feature-length helper behavior vs an incorrect PyTorch version gate in flex_attention." + "reason": "The Qwen3 Omni feature-length helper bug and the flex_attention import check bug are unrelated." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both involve `AutoProcessor`, but one is missing-vision-backend handling and the other is repeated HTTP 429 retry behavior." + "reason": "TF32 API guidance and a missing image-patch helper are different issues." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Unrelated: TF32 configuration guidance vs a missing method in GLM46VImageProcessorFast." + "reason": "One is an AutoProcessor backend-missing error; the other is repeated HTTP 429 retry behavior." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Distinct bugs: SGD optimizer args ignored vs `trainer.evaluate()` failing after `trainer.train()`." + "reason": "SGD argument handling and trainer evaluate-after-train failure are different failures." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both touch output objects, but they are different models and different field-assignment bugs." + "reason": "Both concern output dataclasses, but they affect different models and different fields." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different `from_pretrained` issues on different classes: missing `embed_tokens.weight` vs kwargs not forwarded to `cached_file`." + "reason": "from_pretrained missing a weight vs AutoProcessor not forwarding kwargs to cached_file are separate bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as a DeepSeek accuracy regression." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Different artifacts entirely: example script behavior vs a pipeline error message about translation support." + "reason": "The example-script classification bug and the pipeline translation warning are different problems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but GPT2 support and a separate FA2 issue are not the same concrete change." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to an empty-list crash in apply_chat_template." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash on second forward pass is unrelated to over-padding in an image processor." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Tokenizer type regression vs an accuracy regression in DeepSeek-R1; not the same bug." + "reason": "Different models and different bugs: VRAM leak vs tokenizer BPE marker handling." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Too broad to merge: a feature request for GPT2 flash-attention support vs a generic flash-attention issue." + "reason": "Meta-initialization incompatibility and numerical attention discrepancies are not the same issue." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different failures: stale phonemizer language state vs `apply_chat_template` crashing on an empty list." + "reason": "Generic tokenizer-loading regression and a Qwen3 offset_mapping bug are too different to be duplicates." } ] }, @@ -16143,18 +16226,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ - "issue:33453", + "issue:38617", "issue:39401", + "issue:41628", "issue:42222", "issue:42617", "issue:42673", - "issue:42796", "issue:43064", + "issue:43122", + "issue:43408", "issue:43441", "issue:43450", "issue:43673", + "issue:43742", "issue:43824", "issue:43827", "issue:43937", @@ -16168,10 +16254,8 @@ "issue:44779", "issue:44829", "issue:44977", - "issue:44995", "issue:45071", "issue:45081", - "issue:45092", "issue:45216", "issue:45310", "issue:45341", @@ -16183,10 +16267,10 @@ "issue:45632", "issue:46002", "issue:46077", + "issue:46298", "issue:46328", "issue:46512", "issue:46655", - "issue:46697", "issue:46752", "issue:46762", "issue:46981", @@ -16194,23 +16278,19 @@ "issue:47059" ], "soft_pairs": [ - "issue:44995|issue:46697", - "issue:42673|issue:42796", - "issue:45092|issue:46762", "issue:44263|issue:46762", "issue:43827|issue:45446", - "issue:33453|issue:39401", "issue:43064|issue:43673", - "issue:43673|issue:46328", "issue:42222|issue:43441", "issue:43824|issue:46981", + "issue:43673|issue:46328", "issue:42222|issue:47000", "issue:42673|issue:46655", "issue:43937|issue:45563", - "issue:45405|issue:45446", "issue:42222|issue:46752", - "issue:44291|issue:45071", "issue:44117|issue:45588", + "issue:45405|issue:45446", + "issue:44291|issue:45071", "issue:44380|issue:46077", "issue:44466|issue:46002", "issue:39401|issue:44779", @@ -16223,223 +16303,214 @@ "issue:44829|issue:45216", "issue:45341|issue:45561", "issue:45632|issue:46981", + "issue:44117|issue:45081", + "issue:43408|issue:43742", "issue:42617|issue:45341", - "issue:44117|issue:45081" + "issue:38617|issue:41628", + "issue:43122|issue:46298" ], - "prepared_review_unit_hash": "3f6cc64d8e17ea213c0f39b024a0066d9b5f1c27ee6b3f91f7864d150f35fa7b", + "prepared_review_unit_hash": "6a36422946b0f256787b95737f6c48a93dbeb2fa7fc89d474890ffb270fda1a4", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36495, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false positives: they share a broad Transformers theme, but the underlying bugs are different models, different code paths, and different failure modes. No PR-like duplicates are present.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous across tokenizer, video/image processing, training, generation, and import/runtime bugs.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports; I did not find any soft pair that looks like the same underlying defect, so no merges are justified.", + "confidence": 0.33, + "canonical_issue_reason": "If a single issue must serve as the umbrella, #43122 is the broadest version-regression/tokenization report and has the most general framing among the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest standalone report here because it has a concrete failure mode (VRAM leak with multiple dataloader threads) and a focused, reproducible description.", + "best_issue_reason": "#43122 is the best triage anchor because it is a reusable cross-version tokenizer regression report, whereas most others are narrow model-specific or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "Different bugs: stale GlmMoeDsa indexer cache on second forward pass vs Swin2SR over-padding when dimensions are already divisible." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "Unrelated symptoms and subsystems: VRAM leak in multithreaded dataloader use vs tokenizer BPE-marker handling." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Different code paths: meta-init incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax MSA attention." - }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "No shared underlying bug: GlmMoeDsaIndexer torch.split behavior vs Minimax attention numerical differences." + "reason": "Different failures: a GlmMoeDsaIndexer split/indexing issue vs a Minimax MSA numerical discrepancy." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs mention pipeline removal, while the other is a PyTorch version check bug in flex_attention; not the same issue." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug with different failure modes." + "reason": "Docs still referencing pipeline() after v5 removals is unrelated to a PyTorch version check bug in flex_attention." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different training/runtime problems: wrong optimizer states under FSDP2+PEFT vs missing GenerationMixin cache during chunked_prefill." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Generation cache handling vs SequenceFeatureExtractor.pad performance; unrelated code paths." + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache during chunked prefill are different code paths." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model families and failures: vitpose breakage vs Ministral FlashAttention failure." + "reason": "vitpose model breakage and Ministral FlashAttention failure are unrelated model/backend bugs." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Import error for a missing exported class vs repeated HTTP 429 retries in AutoProcessor; not the same bug." + "reason": "Import error for Qwen2.5-VL is unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing vs a padding performance inefficiency are clearly different issues." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "vitpose loading breakage does not match RTDetrLoss infeasible cost-matrix failures." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "Both touch video-related paths, but one is a VRAM leak in multithreaded loading and the other is incorrect video padding." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM is unrelated to a SmolVLM video-padding bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error vs stale warning for num_return_sequences; different behavior and fix." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation-layer problems." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "One is a dependency version bump issue, the other is a Torch version gate bug in flex_attention." + "reason": "vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "VitPose model loading failure and empty-list chat template crash are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different mechanisms and subsystems." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Meta-init unexpected argument bug vs PretrainedConfig type-checking regression; related to v5 but not the same concrete problem." + "reason": "A PEFT version pin issue is unrelated to the flex_attention PyTorch version gate." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer mapping fallback bug vs flash_attention AttributeError on s_aux=None; distinct subsystems." + "reason": "init_empty_weights argument mismatch and PretrainedConfig type-checking regression are distinct breakages." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs Gemma4 bidirectional mask construction; different model logic." + "reason": "Both concern attention behavior, but GPT2 attention scaling being ignored is not the same bug as Gemma4 building causal masks for bidirectional mode." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depends on device vs NaNs in classification heads after checkout/init; not the same underlying bug." + "reason": "Serialization inconsistency for lm_head.weight and NaNs in classification heads are different symptoms and code paths." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different outputs." + "reason": "Both are tokenizer regressions, but they affect different models and produce different failures." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Qwen3Next missing projections and Qwen3.5 from_pretrained error are separate model issues." + "reason": "Missing Qwen3Next projections and Qwen3.5 from_pretrained errors are different model-definition/loading problems." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different failure mechanisms." + "reason": "GLM-5 GenerationConfig invalid is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; different layers of the video stack." + "reason": "A batched video-processor shape bug is not the same as crashing without torchvision in AutoProcessor." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking regression vs CLI completion attribute error from huggingface_hub version change." + "reason": "PretrainedConfig type checking and a CLI completion attribute error from huggingface_hub are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "A testing-utils bug and a SequenceFeatureExtractor.pad inefficiency are not the same defect." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type checking regression and stale config.dtype after from_config are different state-management bugs." + "reason": "Type-checking breakage and stale config.dtype after from_config are different configuration issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 degenerate training is not the same as Qwen3.5 checkpoint serialization corruption." + "reason": "FlashAttention-3 training collapse and Qwen3.5 save_pretrained regression are unrelated bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utilities, but one is a small bug while the other is an xdist file race; not the same defect." + "reason": "Both touch testing utilities, but one is a generic bug and the other is an xdist file-race; not the same underlying issue." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." + "reason": "trust_remote_code cache collisions and repeated 429 retries are unrelated loader/network issues." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Cannot run 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None handling and a Mistral regex patch AttributeError are different tokenizer-path failures." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker warning is unrelated to a KeyError when loading MobileLLM-125M." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback issue vs _patch_mistral_regex backend_tokenizer AttributeError; both tokenizer-adjacent but different bugs." + "reason": "Tokenizer behavior changing across versions and a noisy logging message are not the same bug." } ] }, @@ -16461,7 +16532,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:27957", "issue:38617", @@ -16469,15 +16540,16 @@ "issue:41628", "issue:42222", "issue:42371", + "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43208", "issue:43352", - "issue:43408", "issue:43441", + "issue:43577", "issue:43673", - "issue:43742", + "issue:43874", "issue:43931", "issue:43937", "issue:44075", @@ -16505,7 +16577,6 @@ "issue:46178", "issue:46209", "issue:46231", - "issue:46298", "issue:46328", "issue:46617", "issue:46762", @@ -16513,9 +16584,6 @@ "issue:46981" ], "soft_pairs": [ - "issue:43408|issue:43742", - "issue:38617|issue:41628", - "issue:43122|issue:46298", "issue:45362|issue:46328", "issue:42222|issue:46178", "issue:39401|issue:46209", @@ -16524,11 +16592,11 @@ "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44261|issue:46762", - "issue:44933|issue:45278", "issue:42371|issue:46617", + "issue:44933|issue:45278", "issue:38617|issue:44220", - "issue:44075|issue:45656", "issue:44410|issue:45478", + "issue:44075|issue:45656", "issue:43066|issue:43122", "issue:43208|issue:46894", "issue:44263|issue:44485", @@ -16539,205 +16607,201 @@ "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:27957|issue:43352", + "issue:44484|issue:45478", "issue:43441|issue:44829", - "issue:44484|issue:45478" + "issue:43012|issue:43577", + "issue:43874|issue:44261" ], - "prepared_review_unit_hash": "e8a8af8c3f6cad3115b2973c8daa829704a2ad76b676a0338200aaa820a1a24d", + "prepared_review_unit_hash": "856b5528d34257dcc616452d2087086a5fca48d66e14f6fd1deccf481b1206a1", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35512, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "soft_pair_count": 27, + "serialized_chars": 35360, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers bugs; all soft edges look like false duplicates, with only superficial similarity around v5 import/tokenizer/flash-attn regressions.", - "confidence": 0.63, - "canonical_issue_reason": "No single issue cleanly represents the whole set; if forced, issue 45278 is the broadest import-regression umbrella, but the cluster is heterogeneous.", + "summary": "These items are mostly unrelated Transformers issues that only share broad regression/import/model-loading themes. None of the soft pairs looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest representative report in the set: a general post-upgrade import-regression complaint that matches the cluster\u2019s dominant theme better than the model-specific or one-off bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most reusable umbrella target because it captures broad post-upgrade import failures, though it does not explain most of the other items here.", + "best_issue_reason": "issue:45278 is the best cluster anchor because it is the most general and user-facing regression report, making it the clearest representative issue even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Different failure modes: model-type mismatch warning vs. key error while loading a specific model." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and likely separate code paths." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer behavior regression vs. noisy logging; unrelated symptoms and fixes." - }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Chat/completions crash for a specific model vs. a SequenceFeatureExtractor.pad performance issue." + "reason": "Different problems: Qwen3.5 chat crashing vs a SequenceFeatureExtractor.pad performance quirk." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend-mapping error are unrelated problems." + "reason": "Different code paths: vitpose model breakage vs a backend mapping error for tensorflow_text." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs. FP8 inference failure on B200; different subsystems." + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; not the same bug." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and documentation parameter mismatch are not the same bug." + "reason": "Loading granite_speech config vs documentation mismatch for set_training(); unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API migration guidance vs. MLA layernorm epsilon bug; no shared code-path." + "reason": "TF32 API guidance vs MLA q_a_layernorm precision issue; not the same defect." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs. Qwen3.5 MoE loading error." + "reason": "A save_pretrained shard-size question vs a Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 vs. unrecognized model/config issue for Olmo-Hybrid." + "reason": "Both are model-loading errors, but for different models and different failure modes." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they concern different attention implementations and root causes." + "reason": "Both mention numerical behavior, but they concern different models/components and different symptoms." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Similar import-regression flavor, but one specific missing import does not look like the same underlying bug as the broad version-upgrade report." + "reason": "TF32 configuration discussion vs cache FileNotFoundError for trust_remote_code; unrelated." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "TF32 settings and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "Specific missing import from image_utils vs a broad version-upgrade import regression; too different to merge." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing import symbol and _torch_extract_fbank_features behavior are separate issues." + "reason": "Missing layer_type_validation import vs _torch_extract_fbank_features issue; distinct failures." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "SGD args ignored and optimizer.step called twice are distinct optimizer bugs." + "reason": "Different Qwen variants and different symptoms: missing projections vs from_pretrained error." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Different Qwen-family models with different loading failures; too far apart to merge." + "reason": "SGD arguments ignored vs optimizer.step() called twice under deepspeed; different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both tokenizer-related, but one is decoder type selection and the other is tokenization output change; not the same fix." + "reason": "Wrong tokenizer decoder type vs changed tokenization output across versions; related area but not the same underlying bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different model families and different training-loss issues." + "reason": "xLSTM training blockers vs CohereASR loss double-shift; completely different model bugs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in an indexer vs. RoPE implementation are unrelated GLM bugs." + "reason": "torch.split return-value handling vs RoPE implementation issue; different internal logic." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config option and unexpected position-id keys are different regressions." + "reason": "Removed tie_embeddings_and_encoder_decoder config flag vs unexpected position-id keys; different breakages." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "post_init validation and repeated 429 retry behavior have no common code-path." + "reason": "patchtsmixer post_init API restriction vs repeated HTTP 429 retries in AutoProcessor; unrelated." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Cache handling during chunked_prefill vs. a testing_utils bug are unrelated." + "reason": "Missing cache in chunked_prefill vs a testing_utils bug; not the same problem." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a general API acceptance issue and the other is model-specific streaming failure." + "reason": "Chat/completions request rejection vs streaming inference failure; same broad area but different concrete bugs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + "reason": "Qwen3-VL weight-shape mismatch vs missing projections in qwen3next; unrelated model-loading issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import and PreTrainedModel type-checking breakage are unrelated." + "reason": "AutoImageProcessor import failure vs PretrainedConfig type-checking break; distinct regression types." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but one is model support/compatibility and the other is a different model-specific failure." + "reason": "Both are Flash Attention 2-related, but for different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save shard-size question vs Qwen3.5 MoE from_pretrained error; no shared underlying bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different flash-attention problems on different models; not one concrete bug." + "reason": "FlashAttention failure in Ministral-3 vs degenerate training with flash_attention_3; separate model-specific issues." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during bf16 compile vs dtype fields staying float32 in Blip2; related precision space but different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "Missing image-patch helper in GLM46V processor vs MLA layernorm epsilon issue; different multimodal failures." } ] }, @@ -16759,7 +16823,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:38617", "issue:42757", @@ -16771,7 +16835,6 @@ "issue:43208", "issue:43452", "issue:43531", - "issue:43577", "issue:43673", "issue:43873", "issue:43874", @@ -16811,8 +16874,6 @@ "issue:46981" ], "soft_pairs": [ - "issue:43012|issue:43577", - "issue:43874|issue:44261", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43931|issue:44038", @@ -16830,254 +16891,242 @@ "issue:45440|issue:46172", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:38617|issue:42757", - "issue:43097|issue:46050", "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43208|issue:46897", "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", "issue:38617|issue:44351", + "issue:44062|issue:44117", "issue:42890|issue:46298", "issue:43097|issue:43873", - "issue:44062|issue:44117", "issue:43012|issue:46821", - "issue:46172|issue:46710", - "issue:44117|issue:46701" + "issue:44117|issue:46701", + "issue:46172|issue:46710" ], - "prepared_review_unit_hash": "2db6f0ca8c5e4f2d0feaed7830c60e412e7c71491e03fd39caf5117f46896c61", + "prepared_review_unit_hash": "c47dfad96f2baacb63919a44f606e402167850b22595a58fc4ffb1407af07d18", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37730, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most candidates are unrelated import, model-specific, trainer, or processor bugs. I found no soft edge that clearly represents the same underlying bug/change, so all candidate links should be rejected.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43097 is the broadest release/API regression report in the set and has some cross-references, making it the least niche issue to use as a cluster representative.", + "summary": "The soft pairs are mostly broad-similarity false positives across different modules, models, or failure modes; none are safe duplicates. If a representative issue is needed, issue:43873 is the strongest general target.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most active open report in this set, with repeated discussion/inbound references around quantization/offloading behavior, so it is the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active and best-documented standalone issue here, with substantial discussion and inbound references, so it is the strongest single issue report in the list.", + "best_issue_reason": "issue:43873 has the widest apparent impact and the most ongoing attention, making it the strongest standalone issue to anchor this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Both involve dtype-related behavior, but one is a PyTorch warning during compilation and the other is a Blip2 loading mismatch; different code paths and failure modes." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Different model families and different bugs: a missing image-processor method vs. a normalization precision/config issue." - }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both are GLM/DeepSeek-adjacent, but the reported problems are unrelated tensor-splitting vs. dtype/transpose handling." + "reason": "Different model families and code paths: GlmMoeDsaIndexer split semantics vs DeepSeek-v4 dtype/transpose." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer math bug and a DeepSeek-V4 tensor transform bug are not the same underlying issue." + "reason": "DSA ReLU omission is unrelated to DeepSeek-v4 tensor transpose behavior." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL related, but one is a weight-shape loading error and the other is a Qwen3-VL-MoE-specific regression; not the same bug." + "reason": "Both mention Qwen3-VL, but one is a loading shape mismatch and the other a broader Qwen3-VL-Moe/transformers 5.0 issue; not the same defect." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed API warning and a gguf/tokenizer loading failure are separate issues with different failure points." + "reason": "API removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file from_pretrained failures." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor crash without torchvision and a testing-utils bug are unrelated." + "reason": "Video AutoProcessor crash without torchvision and a testing_utils bug are different code paths." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils and a testing helper bug do not share the same code path." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both touch hub/offline/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT; different underlying failures." + "reason": "Offline cache loading failure and repeated HTTP 429 retries for HF_ENDPOINT are distinct behaviors." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A q_a_layernorm epsilon mismatch and a RoPE implementation issue are distinct model bugs." + "reason": "MLA norm-epsilon precision drift is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite-loop multimodal decoding bug and a memory overflow in sam3-litetext are different symptoms and likely different fixes." + "reason": "Qwen3_5 infinite-loop behavior and SAM memory overflow are different bugs in different models." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer-mapping None assumption and a specific model load failure are too different to be one bug." + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different root causes." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue and a testing utility bug are unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing_utils report." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "API removal around tie_embeddings is not the same as a flash-attention crash on sink-less models." + "reason": "Removed API surface and flash_attention s_aux=None crash are different subsystems and symptoms." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked prefill and final-batch masking logic are separate pipeline bugs." + "reason": "Generation cache/chunked_prefill issue is unrelated to the mask pipeline final-batch flag bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch counting and a torch.split return-value issue affect different components." + "reason": "Image-patch counting and torch.split return-value handling are separate defects." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek versions and different failure mechanisms; not the same underlying defect." + "reason": "Both are DeepSeek-family reports, but remote-implementation divergence and a specific DeepSeek-v4 tensor-op issue are not the same bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing projections in a Qwen3-next layer and a missing config field in Qwen3_5MoeVisionConfig are different issues." + "reason": "Missing attention projections and missing vision config fields are unrelated model-definition issues." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/loading errors, but one is about missing torchvision for video processing and the other is a mistral_common import breakage for Gemma 4." + "reason": "Video processor torchvision dependency crash and mistral_common ReasoningEffort import error are distinct failures." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Two distinct ImportErrors for different missing symbols/modules; they are not the same bug." + "reason": "Qwen3-VL-Moe bug and Qwen3Next layer-0 projection omission are different concrete problems." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A removed public API and a quantized-model save/load corruption bug are unrelated." + "reason": "API removal is unrelated to quantized save/load corruption after sinq." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Qwen3-VL-MoE loading and Qwen3-next projection initialization are different model-specific problems." + "reason": "Both are ImportErrors, but for different missing symbols from different modules." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption and Liger Kernel application in model_init are separate training-path issues." + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not being applied are unrelated training bugs." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and a Florence2 training-loss shift bug are not the same underlying defect." + "reason": "Different training bugs in different models; only loosely similar at a high level." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor video-model crash without torchvision and a max_shard_size question are unrelated." + "reason": "Processor import crash without torchvision is unrelated to save_pretrained shard-size behavior." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding computation and the other is num_frames semantics; different fixes." + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are separate defects." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message and an empty-list chat-template IndexError are unrelated." + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different missing exports and different failure contexts." + "reason": "Different removed imports from different modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument collision and tokenizer-mapping fallback failure are different bugs." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test and a logging issue do not share the same bug." + "reason": "Integration test seed flakiness and a noisy logging message are unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "The first is an API-removal regression; the second is a quantization/offloading behavior bug. Different code paths and fixes." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Token construction with duplicate 'special' kwargs and a tokenizer-mapping lookup assumption are separate tokenizer-loading bugs." + "reason": "Removed API surface and quantization/offloading regression are different problems." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A bfloat16 compilation warning and a TimesFM window_size AttributeError are unrelated." + "reason": "PyTorch compile warning and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "DeepSeek-V4 tensor handling and an accuracy regression in a different model family are not the same issue." + "reason": "Tokenizer mapping fallback bug and image-text-to-text pipeline failure are different code paths." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer mapping None handling and a diffusion-gemma pipeline failure are unrelated." + "reason": "DeepSeek-v4 tensor-op issue and DeepSeek-R1 accuracy regression after upgrade are not the same concrete bug." } ] }, @@ -17099,9 +17148,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:36683", + "issue:38617", "issue:42175", "issue:42490", "issue:42757", @@ -17116,7 +17166,6 @@ "issue:43502", "issue:43550", "issue:43582", - "issue:43618", "issue:43824", "issue:43825", "issue:43906", @@ -17161,249 +17210,249 @@ "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43825|issue:44655", "issue:43012|issue:44368", - "issue:43208|issue:43550", "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43825|issue:44655", "issue:43352|issue:44380", "issue:43352|issue:43976", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:45584|issue:46365", - "issue:44162|issue:46172", "issue:44380|issue:46132", + "issue:44162|issue:46172", "issue:44077|issue:46365", "issue:42890|issue:47059", "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42757|issue:43824", - "issue:42175|issue:46365", "issue:43064|issue:44380", + "issue:42175|issue:46365", "issue:42490|issue:43012", "issue:44483|issue:44514", - "issue:43618|issue:44380" + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "82efe4b7e3be50cd4e1ba34c429b96972063f8a4b9bc5105ed5c0bf1e3a76820", + "prepared_review_unit_hash": "f6312a24421ab3b695bcd4ea0a4051c86a4672914b7aeffb1a6966d3de909286", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37176, - "estimated_input_tokens": 9294, - "estimated_eval_tokens": 18844 + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft pairs share at most broad subsystem keywords, not the same underlying bug or change. I rejected all soft edges; no pull requests were present.", - "confidence": 0.89, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue 43502 is the cleanest representative because it is a concrete, reproducible user-facing regression with clear behavior and active discussion. That said, the cluster does not look like a true duplicate set.", + "summary": "No soft edge looks like a true duplicate or single mergeable fix; the candidates span unrelated bugs across loading, saving, training, compilation, docs, and environment issues. No PRs were provided. If a representative standalone issue is needed, #43502 is the most broadly actionable user-facing regression among the set.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is the best standalone triage target: specific failure mode, actionable scope, and easier to diagnose than the more generic or umbrella reports in the set.", + "best_issue_reason": "#43502 is the strongest standalone representative: it is a concrete, broadly relevant loading bug with clear repro impact, while the other issues are narrower, model-specific, or environment-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different failures: unintended API requests with local_files_only vs a missing embedding weight in UMT5Encoder.from_pretrained." + "reason": "Different bugs: one is unintended network access with local_files_only, the other is a missing embed_tokens.weight during UMT5Encoder loading." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "One is kwargs propagation in AutoProcessor.from_pretrained; the other is a docstring parser crash with future annotations." + "reason": "Different code paths: AutoProcessor kwargs forwarding vs auto_docstring crashing on future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() after train() is unrelated to failing to import Trainer because of a datasets package conflict." + "reason": "Different failures: trainer.evaluate after train vs importing Trainer breaking until datasets is removed." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is a model-behavior bug; chunked prefill cache lazy init causing recompilation is a separate performance issue." + "reason": "Different problems: GPT2 attention scaling ignored in SDPA/FlashAttention vs cache lazy init causing recompilation with chunked prefill." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to the tensorflow_text backend mapping error." + "reason": "Unrelated: Python 3.14 import failure vs a backend mapping error for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor/video-model import crash is unrelated to a notebook syntax error." + "reason": "Different areas entirely: video-model AutoProcessor import crash vs a syntax error in a notebook." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models is a serialization bug; infinite loop on a specific image is an inference/content bug." + "reason": "Different model behaviors: save failure for dequantized Ministrals/Devstrals vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is about dequantized model checkpoints and the other about Pipeline.save_pretrained; different code paths." + "reason": "Both involve saving, but not the same bug: model dequantization save failure is not the same as saving Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "PyTorch warning about bf16 precision is not the same as a torch.compile + SDPA model failure." + "reason": "Different symptoms and paths: a precision warning during compile vs an actual torch.compile failure with SDPA." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is a repo hygiene / dummy class issue; right is an unspecified noisy logging message." + "reason": "Different scope: cleanup of leftover dummy classes vs a noisy logging message." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Pipeline task support messaging in v5 is unrelated to pipeline object serialization failure." + "reason": "Both are warnings, but about different configurations: bfloat16 compile warning vs tie_word_embeddings warning." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Different warnings with different triggers: bf16 compile precision vs tie_word_embeddings config noise in LoRA fine-tuning." + "reason": "Different save/load issues: missing embed_tokens.weight in from_pretrained vs max_shard_size behavior in save_pretrained." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers are model-specific and unrelated to Bamba SDPA compile failure." + "reason": "Different model families and failures: xLSTM training bugs vs Bamba compile/SDPA failure." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Missing embed_tokens.weight has nothing to do with max_shard_size defaults in save_pretrained()." + "reason": "Different APIs: pipeline task-support messaging vs inability to save Pipeline objects." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH is a backend support issue, not GPT2 attention scaling being ignored." + "reason": "Both mention attention backends, but they are different model/backend bugs and not one fixable code-path issue." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model/backend support for FA2 is unrelated to Python version compatibility in Transformers 5.1.0." + "reason": "Different problems: FlashAttention support gating vs a Python version compatibility issue." }, { "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 bug." + "reason": "Not enough evidence of the same bug; wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder is a v5 API break; noisy logging is unrelated." + "reason": "Different changes: a removed API without notice vs a noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to importing Trainer and datasets interactions." + "reason": "Different subsystems: Whisper generation edge case vs Trainer import being affected by datasets." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are separate model-specific failures." + "reason": "Both touch attention internals, but one is backend scaling behavior and the other is register() changing function behavior." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Ignored GPT2 attention scaling and AttentionInterface.register behavior change are distinct attention-system issues." + "reason": "Different model-specific failures: ESM2 broken vs a DeepSeek-V4 dtype/transpose issue." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to importing Trainer." + "reason": "Different bugs: patchtsmixer post_init validation vs Trainer import failure." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Missing set_seed in SAM HQ integration tests is unrelated to a huggingface_hub CLI API incompatibility." + "reason": "Unrelated: flaky integration tests from missing set_seed vs CLI tests breaking with huggingface_hub 1.22.0." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE/Qwen3.5, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same fix." + "reason": "Related to MoE models, but not the same concrete bug: FP8 save_pretrained vs from_pretrained error on Qwen3.5 MoE." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Completely different domains: Gemma3Config missing vocab_size vs an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling ignored is unrelated to the degenerate zero-loss classification bug." + "reason": "Different bugs: attention scaling ignored vs degenerate zero loss in sequence classification." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration import are separate import errors." + "reason": "Both are ImportError reports, but for different symbols and unrelated modules." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "TensorFlow backend packaging and Trainer import failure with datasets are unrelated." + "reason": "Different training/distributed optimizer-state bug vs GPT2 attention scaling behavior." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption is a distributed training bug, not an attention backend bug." + "reason": "Different dependency/import problems: missing TensorFlow backend in extras install vs Trainer import conflicting with datasets." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to bf16 compile precision warnings." + "reason": "Different symptoms: local model path slash warning vs a compile-time precision warning." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "OpenAI-style chat endpoint request rejection and Qwen2_5_VL batched chat template crash are different request paths." + "reason": "Different request surfaces: chat/completions rejection vs batched apply_chat_template crash." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "CLIPOutput attentions assignment regression is not the same as GPT2 attention scaling being ignored." + "reason": "Different issues: missing configuration_utils symbol import vs unintended API requests with local_files_only." } ] }, @@ -17425,13 +17474,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:29870", + "issue:33453", "issue:36010", "issue:36296", "issue:36683", - "issue:38617", "issue:42757", "issue:42994", "issue:43010", @@ -17440,7 +17489,6 @@ "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "issue:43526", "issue:43611", @@ -17448,7 +17496,6 @@ "issue:43756", "issue:43761", "issue:43867", - "issue:43901", "issue:43937", "issue:43976", "issue:43992", @@ -17457,6 +17504,7 @@ "issue:44077", "issue:44230", "issue:44355", + "issue:44380", "issue:44483", "issue:44485", "issue:44492", @@ -17469,6 +17517,7 @@ "issue:45278", "issue:45290", "issue:45310", + "issue:46050", "issue:46077", "issue:46082", "issue:46365", @@ -17477,12 +17526,12 @@ "issue:47059" ], "soft_pairs": [ - "issue:38617|issue:43502", + "issue:43618|issue:44380", "issue:43756|issue:44485", "issue:43208|issue:43526", "issue:43618|issue:43761", - "issue:36010|issue:42757", "issue:45276|issue:46077", + "issue:36010|issue:42757", "issue:43299|issue:43867", "issue:42994|issue:44655", "issue:44038|issue:44230", @@ -17493,8 +17542,8 @@ "issue:36683|issue:43475", "issue:43611|issue:44655", "issue:44625|issue:46077", - "issue:43901|issue:44655", "issue:44938|issue:47059", + "issue:44655|issue:46050", "issue:43976|issue:44938", "issue:43867|issue:45216", "issue:36683|issue:44077", @@ -17507,216 +17556,229 @@ "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:43992|issue:45310", - "issue:44908|issue:46851" + "issue:44908|issue:46851", + "issue:29870|issue:33453" ], - "prepared_review_unit_hash": "e74ae57cdc7d26c6cc6f7e163cf14824c0d1fde1cf79756f0c2adbdb7ab88e73", + "prepared_review_unit_hash": "9c4bdb0fda93cf4dafac020085e1735f244a0698ac8d6d2ec21f6dd271742ea9", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36634, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad subsystem or keyword overlap, not the same underlying bug/change. I would not merge any of the proposed soft edges.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update'), so it is the most plausible cluster anchor for duplicate triage, though the overall set is still not a true duplicate cluster.", + "summary": "This cluster is thematically related (regressions/import/load/save issues) but the soft-edge pairs mostly describe different concrete bugs and code paths, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:45278 is the broadest umbrella report: a version-upgrade wave of import/load failures. The other items are narrower model-specific or API-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative/high-level issue among the items and the most likely to attract related reports, but only as a loose umbrella, not as a true duplicate target.", + "best_issue_reason": "issue:45278 is the best representative because it captures the widest user-visible regression surface in the set, while the rest are more specialized instances of failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Different bugs: missing import from configuration_utils vs network/API requests despite local_files_only." + "reason": "Both are regressions, but one is CLIP attentions output assignment and the other is GPT2 attention scaling under SDPA/FlashAttention; different code paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is a Smollm3 layer-drop bug and the other is a GLM-5 RoPE implementation discussion; not the same fix." + "reason": "Smollm3 RoPE-layer count bug and GLM-5 RoPE implementation discussion are related only at the model-family level, not the same defect." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Unrelated: xLSTM training issues vs BEiT image processor label reduction." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated bugs in different components." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; distinct code paths and fixes." + "reason": "Both touch CLIP regressions, but one is about attentions not being assigned and the other about hidden_states being dropped; not the same failure." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different modules and would need separate fixes." + "reason": "Gemma4 resize_token_embeddings propagation and Gemma4 bidirectional attention masking are separate bugs in different parts of the model." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Same model family, but resize_token_embeddings behavior and bidirectional attention-mask construction are separate bugs." + "reason": "Different dependency breakages: GenerationMixin import from transformers.generation vs is_offline_mode import from huggingface_hub." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading failures: Qwen3VL-Moe-specific regression vs generic state_dict ordering issue." + "reason": "Qwen3VL MoE loading regression and sorted-state_dict load failure are both load-time issues, but the symptoms and root causes are different." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized model saving and Pipeline.save_pretrained are different behaviors and likely different fixes." + "reason": "Quantized-model saving failure and Pipeline.save_pretrained failure are distinct save-pretrained problems affecting different object types." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same Qwen3-VL-Moe area, but loading regression vs fp8 inference support; not one concrete bug." + "reason": "One reports a general Qwen3-VL-Moe bug, the other asks for FP8 inference support; not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "One is /v1/chat/completions request validation, the other is chat template tokenization crashing on tool-call messages." + "reason": "A chat-completions API request rejection and an apply_chat_template crash are different request-processing paths." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Different issues: num_labels propagation vs Trainer import being blocked by datasets." + "reason": "Qwen3.5 num_labels propagation and Trainer import failure with datasets are unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Unrelated: Flash Attention support check for Nemotron vs GLM-5 GenerationConfig validation." + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are separate model-specific issues." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Different import-time/runtime problems: compiled Python file errors vs docstring lint output at import time." + "reason": "Compiled Python file loading errors and auto_docstring stdout noise at import time are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs in different model families (Gemma3 vs SAM 3 Video)." + "reason": "Different missing-attribute bugs on different objects/models: Gemma3Config.vocab_size vs Sam3VisionEncoderOutput.fpn_position_embeddings." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model-loading regression from base_model_prefix handling vs pipeline serialization failure; not the same code path." + "reason": "Base_model_prefix loading regression and Pipeline.save_pretrained failure are both load/save related, but not the same bug." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "No real overlap beyond being Gemma/Qwen-adjacent config issues; different symptoms and fixes." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated model bugs." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Docs mismatch vs actual Pipeline.save_pretrained failure; unrelated." + "reason": "Python 3.14 loading failure and cli completion API breakage from huggingface_hub are different compatibility issues." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Different breakages: Python 3.14 loading issue vs CLI incompatibility with huggingface_hub 1.22.0." + "reason": "Pipeline serialization and sinq quantized model round-trip are distinct save/load failures." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version-compatibility complaints, but for different Python versions and failure modes." + "reason": "Both mention Python-version compatibility, but they affect different releases and failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Generic load error with sorted state_dict vs Qwen3.5 checkpoint-save corruption/regression." + "reason": "Sorted-state_dict loading and Qwen3.5 checkpoint corruption after save_pretrained are different persistence bugs." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Unrelated: missing config attribute vs optimizer arguments being ignored." + "reason": "Gemma3Config missing vocab_size and xLSTM training blockers are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Gemma4 config/model issues, but bidirectional attention masking and head_dim validation are distinct." + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are separate configuration semantics." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different regressions: CLIP attentions field assignment vs Qwen3.5 checkpoint save correctness." + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression do not share the same code path." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing attributes in different configs/models; not the same bug." + "reason": "Both are missing-attribute errors, but they involve different configs and different models." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different model/config propagation problems with different affected fields and models." + "reason": "Gemma3Config.vocab_size missing and Qwen3.5 num_labels propagation are different configuration issues." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate() decoder_attention_mask UnboundLocalError is unrelated to tensor-parallel training." + "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated failures." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state bug vs a typo in cache strategies; no common underlying fix." + "reason": "Wrong optimizer states on non-zero ranks and a cache-strategy typo are not the same issue." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad semantics and broad import errors after upgrade are unrelated." + "reason": "torch.no_grad decoration for cache update methods and broad import errors after upgrade are unrelated." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer-SGD argument handling vs Trainer import failure due to datasets; different problems." + "reason": "Unused SGD args and Trainer import failure due to datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are separate model-loading bugs." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and variable-length position_ids behavior are unrelated." + "reason": "Scheduler kwargs handling and variable-length position_ids in Qwen3.5 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask error and tokenizer loading regression are different bugs." } ] }, @@ -17738,10 +17800,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28282", - "issue:29870", + "issue:30333", "issue:33453", "issue:36296", "issue:36683", @@ -17790,7 +17852,6 @@ "issue:47000" ], "soft_pairs": [ - "issue:29870|issue:33453", "issue:44393|issue:47000", "issue:43867|issue:46202", "issue:44355|issue:44855", @@ -17819,216 +17880,230 @@ "issue:43010|issue:43065", "issue:43874|issue:46617", "issue:43576|issue:46132", - "issue:44387|issue:44556" + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478" ], - "prepared_review_unit_hash": "055c2455465620d5fd8a4bd95842d1bd5418100bfbfa07cfbc0596a9b2eb7d53", + "prepared_review_unit_hash": "afcfd400748c70f28895ab9512f689fd318e716f730b3a9001163c56cee82645", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36446, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "soft_pair_count": 31, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose bundle of mostly unrelated Transformers bug reports, with a few recurring themes around v5 loading regressions, model/config mismatches, and import-time issues. I only see one soft duplicate-like pair that looks close enough to accept.", - "confidence": 0.63, - "canonical_issue_reason": "`issue:33453` is the broadest, cleanest umbrella title in the set for the loading-regression subgroup, so it works best as the cluster label.", + "summary": "Mostly unrelated issue reports across loading, serialization, tensor-parallelism, perf, and flaky-test regressions. Only one soft edge looks like a likely true duplicate: the Qwen3.5 MoE tensor-parallel load failure pair.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the clearest root-cause report: it names the missing `_tp_plan` tensor-parallel metadata on Qwen3.5 MoE, which likely underlies the paired `from_pretrained` failure.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43723` is the most concrete user-facing bug report in the loading-regression area, with a clear API and failure mode, so it is the best representative issue.", + "best_issue_reason": "issue:45125 is the most actionable and specific issue in the set; it points to the concrete bug rather than just the downstream load error.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Different failures: BART generate() decoder mask bug vs tokenizer loading regression." - }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Both are vision/detection bugs, but they target different models and code paths." + "reason": "Different model/task failures: 2D bbox hallucination vs RTDetr loss infeasible cost matrix." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Unrelated: state_dict sorting load error vs Gemma pipeline roundtrip tokenization issue." + "reason": "Both involve model loading/roundtrip, but they target different models and different failure modes." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both concern import/compiled Python errors, but the root causes and affected code are different." + "reason": "Both are import/compile-time problems, but one is compiled Python files and the other is a TorchScript parsing issue." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size is separate from the FSDP/PEFT optimizer-state bug." + "reason": "Unrelated bugs: Gemma3 config missing `vocab_size` vs FSDP2/PEFT optimizer state corruption." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different model-specific loading/config bugs with no shared underlying code path." + "reason": "Both are load/serialization issues, but they concern different Qwen models and different missing fields/errors." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness, but one is missing set_seed and the other is an xdist race on a file." + "reason": "Both are test flakiness, but one is missing `set_seed()` and the other is an xdist file race." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "`no_grad` on cache updates is unrelated to the broad claim that v5 breaks too many models." + "reason": "A specific `@torch.no_grad` proposal is not the same bug as a broad claim that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM are different concrete problems." + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM while loading a specific model." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time slowdown problem; the first names the likely cause, and the second reports the same symptom." + "accept": false, + "reason": "Shared theme of import slowness, but one is a concrete import-* cleanup issue and the other is a vague intermittent slow-import report." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model/API regressions: CLIP attentions assignment vs patchtsmixer post_init validation." + "reason": "Different code paths: missing `attentions` assignment vs invalid optional `post_init` usage." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update autograd behavior is unrelated to the Python-version compatibility bug." + "reason": "`no_grad` on cache updates is unrelated to a Python-version compatibility issue." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different save/load issues in different model families." + "reason": "Both are serialization regressions, but they affect different models and different save/load paths." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained failures, but they involve different models and distinct missing-weights paths." + "reason": "Different model families and symptoms: UMT5 encoder weight loading vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing import error is unrelated to tokenizer loading regression." + "reason": "PyTorch missing import error is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but they describe different structural regressions." + "reason": "Different CLIP-related regressions: attentions handling vs inconsistent model structure." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence." + "reason": "Different implementation bugs: DSA indexer ReLU vs DeepSeekV3 MoE divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different model/test issues: SAM HQ seed flakiness vs Phi-4 multimodal loading failure." + "reason": "Test seed flakiness is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test bugs, but they are not the same failing test or root cause." + "reason": "Different flaky-test causes: random-seed omission vs stale device override on CI." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage and AddedToken special-argument duplication are unrelated." + "reason": "Local-files-only API requests and AddedToken keyword duplication are separate bugs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior and video frame semantics are separate regressions." + "reason": "Tokenization cleanup behavior and video num_frames semantics are unrelated changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation tensor indexing is a different code path from trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload-after-upgrade are not the same bug." + "reason": "Tokenizer loading regression and checkpoint reload regression are similar only at a high level, not the same bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior is distinct from missing tensor-parallel plan support." + "reason": "FP8 save_pretrained for MoE is a different issue from missing TP plan on Qwen3.5 MoE." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Network access despite local_files_only has nothing to do with RoPE implementation." + "reason": "Offline loading requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "ImportError for a missing model class and cache FileNotFoundError are different failure modes." + "reason": "Missing export for a Qwen2.5-VL class is unrelated to loading a cached trust_remote_code model." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor method causing token-count failure is unrelated to cache file lookup." + "reason": "Missing image-patch helper and cached remote-code FileNotFoundError are different failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics do not match the Sam3PixelDecoder dummy Conv2d issue." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are unrelated." + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are different problems." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 OOM regression is a different problem from checkpoint reload compatibility." + "reason": "Int4 quantization memory growth is not the same as failing to reload old checkpoints after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE load path: one reports the missing `_tp_plan` root cause, the other reports the resulting `from_pretrained` failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The single accepted pair (issue:41669 vs issue:44246) is reasonably supported by the shared import-time slowdown theme, and the remaining rejections do not overclaim similarity. The summary also matches the mostly loose, mixed-topic cluster reflected in the issue titles." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:45125 and issue:45478, is plausibly the same Qwen3.5 MoE load-path bug and looks mergeable into one fix. The other pair verdicts are reasonably cautious and do not overstate duplicates from the titles alone." }, "evaluator_used": true, "retried": false, @@ -18047,7 +18122,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:29870", "issue:30333", @@ -18073,6 +18148,7 @@ "issue:43901", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", "issue:44351", "issue:44355", @@ -18087,7 +18163,7 @@ "issue:45362", "issue:45375", "issue:45468", - "issue:45478", + "issue:45542", "issue:45850", "issue:46143", "issue:46144", @@ -18098,17 +18174,15 @@ "issue:47059" ], "soft_pairs": [ - "issue:30333|issue:33453", - "issue:45125|issue:45478", "issue:42548|issue:44351", "issue:44355|issue:44749", "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:43502|issue:44222", "issue:43502|issue:44961", - "issue:43010|issue:43232", "issue:43827|issue:44961", "issue:46664|issue:46726", + "issue:43010|issue:43232", "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43299|issue:44556", @@ -18117,8 +18191,8 @@ "issue:42757|issue:43576", "issue:43576|issue:45071", "issue:43576|issue:47059", - "issue:44315|issue:44360", "issue:31795|issue:38617", + "issue:44315|issue:44360", "issue:43576|issue:43824", "issue:44961|issue:45468", "issue:44485|issue:44961", @@ -18127,251 +18201,246 @@ "issue:43352|issue:44961", "issue:43475|issue:46617", "issue:46143|issue:46144", - "issue:41628|issue:42548", "issue:44222|issue:44230", + "issue:41628|issue:42548", "issue:44315|issue:46209", + "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44485|issue:46664", - "issue:45362|issue:45850" + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "466b8dca5f6102b42b274e51b22e2b1cdf62321cf643d84eaf50472eb4415bd2", + "prepared_review_unit_hash": "5c7782725feab875ec235b849f1f9145c99ffe2ee9f74d61a0fd71ad90fe42b3", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37003, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate; most are either unrelated, only broadly in the same subsystem, or different symptoms of the same model family. No PRs are present.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue stands out across these mostly unrelated reports; if forced to pick one, issue 45478 is the clearest concrete regression report because it names the exact model, version, and failure mode.", + "summary": "This cluster does not form a true duplicate set: the soft pairs are mostly loose topical similarities across unrelated issues (imports, loading regressions, docs, CLI, cache/generation). I rejected all soft edges and treated the cluster as heterogeneous rather than one underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the candidates span many distinct bugs and regressions, so a null canonical issue is more accurate than forcing a merge.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45478 is the most representative actionable bug report: specific, reproducible, and tied to a clear version/model regression.", + "best_issue_reason": "issue:43576 is the closest representative only because it sits in the most soft-similarity links, but those links are still just broad CLI/dependency breakage similarity rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "Different problems: MLflow reporting for failed jobs vs tokenizer-loading regression." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is tensor-parallel plan support and the other is a from_pretrained loading failure." - }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different breakages." + "reason": "Different missing exports ('PreTrainedModel' vs 'HybridCache'); separate import breakages." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Unrelated: compiled-file execution errors vs a data-filtering slowdown after upgrade." + "reason": "Compiled-Python execution errors vs checkpoint reload slowdown/regression; unrelated failures." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "One is a runtime hang while loading Sentence Transformers; the other is documentation confusion." + "reason": "Loading hang vs documentation confusion; no shared underlying bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Same Qwen3.5 MoE area, but the bugs are different: tensor parallelism vs a missing config field." + "reason": "Tensor-parallel plan missing vs config field dropped by strict parsing; different Qwen issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Different code paths: offline/local-files-only network behavior vs FP8 save_pretrained behavior." + "reason": "local_files_only API requests vs FP8 save_pretrained bug; different codepaths." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No overlap in failure mode or subsystem." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both touch generation/caching, but one is about no_grad decoration and the other about sync_gpus update flow." + "reason": "API request leakage vs unrelated placeholder issue; no meaningful overlap." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation issue vs an unrelated issue title; no shared bug." + "reason": "Docs about removed pipelines vs unrelated placeholder issue; not the same bug." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Both involve vision processors, but one is about num_frames semantics and the other about missing vision backend handling." + "reason": "Video num_frames semantics vs missing-vision-backend handling; different processor bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer update no_grad decoration vs generation sync_gpus behavior; different fixes." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Completely different: MLflow status reporting vs tensor-parallel training." + "reason": "MLflow job-status reporting vs tensor-parallel training bug; unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation crash in BART vs documentation wording for model.forward inputs." + "reason": "BART generate UnboundLocalError vs forward-docs confusion; not the same bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention v5 upgrade regressions, but the affected paths are different model-loading scenarios." + "reason": "Both are version-related load regressions, but they describe different concrete loading failures." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Different loading regressions affecting different model classes and symptoms." + "reason": "Tokenizer loading regression vs a specific model-loading breakage; too different to merge." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Unrelated: compiled Python file execution errors vs PretrainedConfig type-checking breakage." + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking breakage; unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different failures: huggingface_hub import regression vs broken transformers env CLI." + "reason": "Missing huggingface_hub symbol vs broken transformers env CLI; different dependency and codepaths." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI breakage vs configuration type-checking; not the same underlying bug." + "reason": "CLI breakage vs PretrainedConfig typing issue; not the same underlying problem." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both involve CLI/runtime issues, but they fail in different commands and for different reasons." + "reason": "Both are CLI regressions, but one is transformers env and the other is a huggingface_hub TyperGroup incompatibility." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Liger kernel application bug vs a discussion about the DSA indexer." + "reason": "Model.forward docs issue vs missing configuration_utils export; unrelated." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Docs ambiguity vs an ImportError for a missing utility symbol." + "reason": "Liger-kernel model_init behavior vs a DSA indexer/ReLU discussion; different subsystems." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Unrelated CLI breakage vs a missing Qwen2.5-VL export." + "reason": "CLI breakage vs Qwen2.5-VL import error; only broad v5 breakage similarity." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No shared bug or code path." + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; no relation." }, { "left": "issue:44485", - "right": "issue:46664", + "right": "issue:44961", "accept": false, - "reason": "Different model-specific issues: GLM-5 RoPE implementation vs SmolVLM frame semantics." + "reason": "GLM-5 RoPE implementation vs placeholder issue; unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Both are loading/import failures, but one is an export/import issue and the other is a cache FileNotFoundError." + "reason": "ImportError for HybridCache vs FileNotFoundError when loading from cache; different causes and fixes." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch." + "reason": "Tensor-parallel training bug vs docs about return_all_scores; unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention support vs an unrelated issue title." + "reason": "Flash Attention support error vs placeholder issue; no overlap." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision encoder attribute error vs trust_remote_code cache loading failure." + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError; different load paths." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface usage; not the same concrete fix." + "reason": "Both concern RoFormer behavior, but one is kwargs propagation and the other is attention-interface usage; related area, not the same concrete bug." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Same FP8/MoE theme, but saving pretrained and inference support are different bugs." + "reason": "Different missing imports ('AutoImageProcessor' vs 'PreTrainedModel'); separate regressions." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Different issues: model_init kernel application vs FP8 inference on B200." + "reason": "Liger-kernel model_init bug vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 crash vs broad complaint that v5 breaks many models; not one concrete bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache bug vs a typo in cache strategy docs/code." + "reason": "Generation cache missing vs cache-strategy typo; different issues." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Different model areas and failure modes." + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated model areas." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a broad complaint that many models break." + "reason": "Lazy loading problem vs tensorboard/TensorFlow backend error; no shared codepath." } ] }, @@ -18393,7 +18462,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:31795", "issue:33453", @@ -18432,9 +18501,9 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45468", - "issue:45542", "issue:45753", "issue:45850", "issue:46095", @@ -18445,25 +18514,24 @@ "issue:47059" ], "soft_pairs": [ - "issue:44273|issue:45542", "issue:44623|issue:45230", + "issue:44038|issue:45125", "issue:44273|issue:45003", "issue:44360|issue:46664", - "issue:44038|issue:45125", "issue:41669|issue:43673", - "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:43525|issue:45850", - "issue:43572|issue:45850", "issue:44556|issue:45092", + "issue:43572|issue:45850", "issue:44492|issue:45850", - "issue:45850|issue:47059", "issue:44230|issue:46095", - "issue:42371|issue:44492", + "issue:45850|issue:47059", "issue:45278|issue:45850", - "issue:43408|issue:44315", + "issue:42371|issue:44492", "issue:41669|issue:46218", + "issue:43408|issue:44315", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18473,8 +18541,8 @@ "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:44492|issue:46328", - "issue:44704|issue:44908", "issue:41669|issue:44351", + "issue:44704|issue:44908", "issue:41669|issue:45341", "issue:43976|issue:46218", "issue:44077|issue:44861", @@ -18483,264 +18551,271 @@ "issue:44315|issue:44829", "issue:43519|issue:46655", "issue:44360|issue:45468", - "issue:44273|issue:44908" + "issue:44273|issue:44908", + "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "02ad9c307797eb64ab218c0e21f58d3204041321d1702644d0e36eb840aad69c", + "prepared_review_unit_hash": "14437dd61165a63c8f35136db60e2823e988720a4da070b5a733771e8352426d", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38847, - "estimated_input_tokens": 9712, - "estimated_eval_tokens": 19680 + "serialized_chars": 38826, + "estimated_input_tokens": 9707, + "estimated_eval_tokens": 19670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by v5-era import/loading regressions and a smaller set of unrelated model-specific bugs. No pair looks strong enough to merge with the evidence given, so I would keep the issue set split and treat 44273 as the closest umbrella representative for the import/lazy-loading subgroup.", - "confidence": 0.63, - "canonical_issue_reason": "issue:44273 is the most central and reusable representative here: it is broad, open, and directly about lazy loading not working, which aligns with several nearby import/loading symptoms.", + "summary": "This cluster is mostly a grab-bag of Transformers v5 regression reports, import/load issues, and a few unrelated model-specific bugs. The overlap is usually only at the subsystem level, not the same concrete defect, so I would not merge any soft pairs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it explicitly captures the general \"v5 breaks too many models\" regression theme that many of the other issues orbit around.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best issue to anchor the cluster because it is the clearest core-loading regression and is concrete enough to be useful without being as vague as the generic v5 breakage reports.", + "best_issue_reason": "issue:45850 is the best global representative because it is the most general duplicate magnet for the recurring v5 breakage complaints in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but one is a tf-backend installation error and the other is a general lazy-loading regression; not the same bug." + "reason": "45230 is too generic; 44623 is a specific processor.save_pretrained missing-files bug." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "One is a specific processor.save_pretrained missing-files bug; the other is an unspecific placeholder report. No shared concrete code-path." + "reason": "Both are Qwen3/Qwen3-VL related, but one is about model support in v5 and the other is about missing tensor-parallel metadata." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both mention loading/import internals, but one is a lazy-loading failure and the other is unsafe sys.modules access; related area, not same defect." + "reason": "Lazy-loading/import performance and unsafe sys.modules access are related areas, but they are not the same concrete bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video num_frames semantics." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Both are Qwen/MoE related, but one is a general bug and the other is missing tensor-parallel metadata; too different to merge." + "reason": "These are unrelated bugs in completely different components." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/perf regression is unrelated to GenerationMixin cache missing during chunked prefill." + "reason": "Import-star cleanup/performance and missing GenerationMixin cache in chunked_prefill are different problems." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Same model family, but different symptoms and likely different code paths: 2D bbox output vs infinite loop on a specific image." + "reason": "A Qwen3-VL bounding-box/output bug is not the same as a PretrainedConfig type-checking regression." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bbox output bug is unrelated to PretrainedConfig type-checking breakage." + "reason": "Same model family, but one is 2D box output failure and the other is an infinite-loop/image-specific generation bug." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI env command breakage and checkpoint reload incompatibility are different regressions." + "reason": "CLI env-command breakage and checkpoint reload incompatibility are different failures." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same thing as the broad 'v5 breaks too many models' complaint." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "StableLm pad_token_idx regression is specific; the other issue is a broad meta complaint." + "reason": "Missing pad_token_id on Llama4Config is a specific config attribute bug, not the broad generic v5 breakage report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 checkpoint loading, but one is broad upgrade compatibility and the other is a remote-code/meta-init InternVL2 case; not enough to treat as duplicate." + "reason": "Both concern old checkpoints in v5, but they appear to be different model/code-path incompatibilities." }, { - "left": "issue:44492", + "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy wording is not the same underlying bug as broad model breakage after v5." + "reason": "StableLmConfig missing pad_token_idx is a specific attribute regression, not the umbrella issue." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "A generic v5 complaint and a specific CLI completion attribute error are unrelated." + "reason": "A typo in cache-strategy docs/labels is unrelated to broad model breakage." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to asking for a weight-conversion script." + "reason": "FP8 inference support and a weight-conversion question are not the same underlying bug/change." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "Generic v5 breakage and a huggingface_hub CLI test failure are different issues." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrade are broader and more specific than the generic 'v5 breaks too many models' complaint; no same root cause shown." + "reason": "Both are broad v5-regression complaints, but 45278 is specifically about import errors and not the same underlying defect as 45850." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Model-type warning and Liger Kernel application in model_init are different problems." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup/performance is not the same as missing module export for Qwen3_5ForCausalLM." + "reason": "Import-time slowdown from import-star usage is not the same as a missing Qwen3_5 module import." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel application behavior are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both involve imports, but one is an intermittent slow-import report and the other is a lazy-loading correctness issue; too weak to merge." + "reason": "Both mention import/lazy loading, but one is intermittent import slowness and the other is lazy loading not working properly; too broad to merge." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + "reason": "A flaky test due to missing set_seed calls is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command regression is unrelated to scheduler keyword propagation." + "reason": "CLI env breakage and scheduler kwargs are different subsystems and different bugs." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support on Nemotron and Qwen3-VL bbox hallucinations are different model/code paths." + "reason": "Flash-Attention support gating and Qwen3-VL bounding-box hallucinations are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version incompatibility is unrelated to Qwen3-VL output errors." + "reason": "Python version compatibility and a Qwen3-VL output bug are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and config type checking are separate issues." + "reason": "A scheduler kwargs bug and a PretrainedConfig typing regression are different code paths." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer access error for position_ids is unrelated to a placeholder bug report." + "reason": "Registering position_ids as a buffer causing read errors is not the same as the generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch on save is unrelated to the generic placeholder issue." + "reason": "Tokenizer save_pretrained class mismatch is a specific serialization bug, not the generic bug report." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance is not the same bug as HybridCache import failure." + "reason": "Import-star performance work and missing HybridCache export are different import-related problems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression and a testing_utils bug are unrelated." + "reason": "Import-star cleanup/performance and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and a missing Qwen3_5 module export are unrelated." + "reason": "Python-version compatibility and a missing Qwen3_5 module import are different problems." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and tied-weights list handling are different defects." + "reason": "Optional post_init policy for patchtsmixer and _get_tied_weight_keys crashing on a list are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and tokenizer loading regression are not the same issue." + "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "CLI env command breakage is unrelated to lazy loading not working properly." + "reason": "Broken env command and lazy loading not working are both tooling/import-adjacent, but not the same concrete defect." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are separate concerns." + "reason": "Liger Kernel not being applied in model_init and flash_attention_3 causing degenerate training are different issues." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Incorrect timestamp math in Qwen3VL processor is unrelated to SmolVLM video padding calculation." + "reason": "Both are video-processor bugs, but timestamp calculation and padding calculation are separate defects." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio positional encoding." + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are different code paths." + "reason": "Lazy loading/import behavior and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same issue." } ] }, @@ -18762,7 +18837,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:28348", "issue:29870", @@ -18784,8 +18859,10 @@ "issue:43572", "issue:43576", "issue:43618", + "issue:43668", "issue:43704", "issue:43717", + "issue:44031", "issue:44230", "issue:44261", "issue:44263", @@ -18798,7 +18875,6 @@ "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18813,7 +18889,6 @@ "issue:47059" ], "soft_pairs": [ - "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:45468|issue:46894", "issue:43576|issue:46218", @@ -18832,8 +18907,8 @@ "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", - "issue:43352|issue:46218", "issue:44351|issue:46218", + "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:44861|issue:47059", "issue:28348|issue:45250", @@ -18854,288 +18929,289 @@ "issue:44230|issue:45310", "issue:43298|issue:44230", "issue:43717|issue:46144", - "issue:42936|issue:46018" + "issue:42936|issue:46018", + "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "7b1b880f263447b308e1989deecbda93c192ffe6d933c2d6ad01fd57e9488652", + "prepared_review_unit_hash": "5c330680caa6f90524af34e66f8285f4820e4cfd263e792b3055d5162aed01a0", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 38856, - "estimated_input_tokens": 9714, - "estimated_eval_tokens": 19684 + "serialized_chars": 39471, + "estimated_input_tokens": 9868, + "estimated_eval_tokens": 19992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; none of the soft pairs look like the same underlying bug or change. Most are unrelated model-specific regressions, API/import issues, or broad v5 complaints rather than true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43576 is the best cluster anchor: it is a concrete v5 regression with a specific broken command, and it is broader/more representative than the other isolated reports.", + "summary": "This cluster is highly heterogeneous. The soft pairs share superficial vocabulary (loading, tokenizer, Flash Attention, positional encodings, etc.) but do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated regressions, feature requests, docs, and import/runtime failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45290 is the strongest standalone issue because it has a precise crash trigger, a clear failure mode, and enough detail to be actionable.", + "best_issue_reason": "No global best issue; none is representative of the cluster as a whole beyond broad subsystem overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs. a specific Qwen3.5 MoE from_pretrained regression; no shared code path." - }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + "reason": "Both involve sequence-structure math, but they target different models and different bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are unrelated failures." + "reason": "Audio-related, but one is a positional-encoding issue and the other is a training-loss shift bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken `transformers env` CLI behavior is unrelated to a Qwen3_5ForCausalLM import error." + "reason": "CLI/env command failure and model import failure are unrelated code paths." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key handling are different serialization problems." + "reason": "Both touch saving, but one is pipeline serialization and the other is tied-weight key handling." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp math in Qwen3VL has nothing to do with inverse_sqrt scheduler kwargs." + "reason": "Different components: processor timestamp calculation vs scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and a Qwen3 VRAM leak are unrelated changes/issues." + "reason": "Import cleanup/performance and multi-thread VRAM leakage are unrelated problems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward API docs confusion is unrelated to Llama 3.2 model-loading breakage." + "reason": "Docs confusion versus a concrete model-loading regression." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are distinct model-specific bugs." + "reason": "Both are positional-encoding themed, but for different models and different failures." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A dataloader-thread VRAM leak is not the same as a RoPE implementation bug." + "reason": "Concurrency VRAM leak is unrelated to RoPE implementation details." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and `comb.to(...).transpose(...)` are different concrete defects." + "reason": "Same model family, but different concrete bugs: expert gating versus tensor transpose/casting." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "`local_files_only=True` network leakage is unrelated to Qwen3VL timestamp calculation." + "reason": "Local-files-only network leakage is unrelated to timestamp miscalculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings migration and VRAM leakage are unrelated issues." + "reason": "TF32 configuration and VRAM leakage are different subsystems and symptoms." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5-breakage complaint is not the same as a specific Qwen3_5 import failure." + "reason": "A broad complaint about 5.0 breakage is not the same as a specific import error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and missing files in processor.save_pretrained are unrelated bugs." + "reason": "Processor timestamp math and save_pretrained missing files are different bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and Gemma-4 audio encoding are unrelated." + "reason": "Different model code paths and different failure modes." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA layernorm epsilon precision and Gemma-4 audio positional encoding are different failures." + "reason": "Both mention normalization eps, but they affect different models and different logic." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." + "reason": "Continuous batching support and weight-conversion tooling are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math and Qwen3 VRAM leakage are unrelated." + "reason": "Timestamp calculation and VRAM leakage do not share a concrete code path." }, { - "left": "issue:43352", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for Nemotron and Qwen3_5 import failure are different problems." + "reason": "Both are import errors, but for different symbols/modules and different causes." }, { - "left": "issue:44351", + "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Two import errors, but for different symbols and different underlying breakages." + "reason": "Flash-Attention support and an import failure are distinct issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a broad behavior change and the other is a decoder-type bug; not enough evidence of the same defect." + "reason": "Both mention tokenizer v5 behavior, but the reported symptoms and likely fixes differ." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight-key crashes and CLI completion failures are unrelated." + "reason": "Serialization helper crash and CLI completion regression are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 request are not the same concrete change." + "reason": "One is GPT2-specific support; the other is a vague generic Flash Attention request." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs bug and spam/off-topic issue are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated placeholder issue are not the same bug." + "reason": "A cache-strategy typo and an unrelated spam issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder issue and a broad v5-breakage complaint are unrelated." + "reason": "Generic breakage complaint versus unrelated off-topic issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment and an unrelated placeholder issue are unrelated." + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and an unrelated placeholder issue are unrelated." + "reason": "Python 3.14 compatibility issue is unrelated to the off-topic issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key crash and chat-template tool-call crash are different bugs." + "reason": "Tied-weights crash and chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and a missing import are unrelated." + "reason": "Checkpoint loading performance and import error are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weight-key crash are unrelated." + "reason": "Config field missing and tied-weight helper crash are different bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE and missing processor files are unrelated." + "reason": "FP8 support request and processor save_pretrained missing files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different concrete changes." + "reason": "Both are Flash Attention 2.0 support requests, but for different models and not one concrete fix." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() mask bug and from_pretrained loading slowness are unrelated." + "reason": "Generation-time decoder mask crash and slow loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on job failure and checkpoint loading slowness are unrelated." + "reason": "MLflow reporting failure and checkpoint loading speed are different issues." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading slowness and tensor-parallel training failure are different issues." + "reason": "Loading performance and tensor-parallel training bug do not share a concrete fix." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward-doc confusion are unrelated." + "reason": "Performance bug and documentation confusion are not duplicates." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different topics." + "reason": "FP8 support request and model from_pretrained regression are different failures." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 MoE fp8 support are unrelated." + "reason": "Continuous batching support and FP8 inference support are separate feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." + "reason": "Different architectures and different implementation problems." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated bugs." + "reason": "Mask2former ignore_value misuse and DeepSeek expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type hint issue and a tokenizer regex warning are unrelated." } ] }, @@ -19157,7 +19233,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-508", + "cluster_id": "cluster-10000-509", "nodes": [ "issue:37934", "issue:42936", @@ -19168,7 +19244,6 @@ "issue:46144" ], "soft_pairs": [ - "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -19179,94 +19254,88 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "14331d5ef3c03775552a75677e6499d239fd8182a84ba7a83ef044a18bb2b641", + "prepared_review_unit_hash": "2f78c3d88601856e8412d5114d8f2816cd6cbab49d397b9d5660729d208e0b03", "component_budget": { - "node_count": 508, - "item_count": 508, - "soft_pair_count": 1868, - "serialized_chars": 969243, - "estimated_input_tokens": 242311, - "estimated_eval_tokens": 484878 + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 }, "budget": { "node_count": 7, "item_count": 7, - "soft_pair_count": 10, - "serialized_chars": 6943, - "estimated_input_tokens": 1736, - "estimated_eval_tokens": 3728 + "soft_pair_count": 9, + "serialized_chars": 6638, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated, narrowly scoped issues across different models/subsystems (normalization, loss kwargs, tokenizer regex warnings, config typing, a typo, and RoFormer attention). No soft pair looks like the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43240 is the broadest and most impactful runtime bug in the set, with the most inbound references and discussion; if one issue must serve as an anchor, it is the most representative.", + "summary": "These issues are about different models, configs, tokenizer warnings, and a typo, so they do not look like duplicates of one underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue stands out: the cluster is heterogeneous and spans unrelated code paths, so any single issue would be an arbitrary representative rather than a duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the best global issue candidate for this cluster because it describes a concrete behavioral defect with wider applicability than the others.", + "best_issue_reason": "If forced to pick one representative, #43240 is the broadest runtime bug report, but it still does not explain the rest of the cluster and should not be treated as a canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig is a static API typing issue; the tokenizer regex warning is a runtime warning regression affecting all tokenizers. Different code paths and fix types." - }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value not being used is a model-loss plumbing bug; 43240 is about kwargs not being forwarded to a loss function. Related in theme only, not the same defect." + "reason": "Different bugs: Mask2Former ignore_value handling vs kwargs not being forwarded into loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "43240 concerns loss kwargs propagation, while 46144 is about RoFormer attention not using the attention interface. Different model components and failure modes." + "reason": "Unrelated code paths: loss-function kwargs plumbing vs RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with no shared code path." + "reason": "Segmentation loss parameter usage and tokenizer regex warnings are unrelated issues." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "A segmentation-loss parameter bug and a RoFormer attention-interface bug are distinct model-specific issues." + "reason": "Mask2Former ignore_value handling does not overlap with RoFormer attention interface behavior." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss behavior and a typo in a quantization attribute name are unrelated bugs." + "reason": "One is a model-loss parameter bug; the other is a typo in a quantization attribute name." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig norm_eps type annotation and the orig_conversion.quantization_operation typo affect different modules and are not the same issue." + "reason": "ModernBERTConfig type-hint correctness is unrelated to a string typo in quantization conversion code." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to a loss function is a runtime behavior bug; an incorrect type hint is only an API annotation issue." + "reason": "Loss kwargs forwarding and config type-hint correctness are different classes of problems." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm possibly being RMSNorm is an implementation-semantic question; ModernBERTConfig norm_eps type hint is a typing error. Different models and concerns." + "reason": "Llama norm implementation question and ModernBERT config typing issue do not share an underlying fix." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and a ModernBERT config type hint are unrelated." + "reason": "Mask2Former ignore_value behavior is unrelated to ModernBERT norm_eps typing." } ] }, @@ -19299,7 +19368,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "70f6b4d91bb0f866a77b80a6463f8c5d2c6d6a7d7d4ddc5639ceb0fad7fbe673", + "prepared_review_unit_hash": "ffb898021582bce1148e81abf366879935dc8bd93df67948963ef365ae46aa1e", "component_budget": { "node_count": 3, "item_count": 3, @@ -19321,30 +19390,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster does not appear to be a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-like scheduling, and one about Wav2Vec2 word timestamp offsets. The soft similarities are only superficial.", + "summary": "The three issues are not duplicates: they cover token truncation behavior, ReduceLROnPlateau-style scheduler functionality, and Wav2Vec2 word offset timing. No soft edge should be accepted.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these are unrelated feature requests/issues across different subsystems, not the same underlying bug or change.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative because the three issues are about different problems and do not form a coherent duplicate group.", + "best_issue_reason": "No single issue is a true canonical for the cluster because the topics are unrelated. If forced to pick the most self-contained thread, issue #10519 is the clearest standalone request, but it is not representative of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + "reason": "Different domains: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps. No shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation behavior vs learning-rate scheduler functionality." + "reason": "One asks for truncation-from-beginning options; the other asks for ReduceLROnPlateau-like learning-rate scheduling. Unrelated feature requests." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different code paths and use cases: LR plateau scheduling vs audio token time offsets." + "reason": "Scheduler functionality request vs audio model word-offset timing. Distinct subsystems and problems." } ] }, @@ -19376,46 +19445,46 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "dbcb2bb076edceafbb078791ab1ae5f656c27d13faf00dc3e7e1f10b8d3e8d89", + "prepared_review_unit_hash": "9f51535e1cc0ee73e9984ba39437c87fd46e21871d13ba8df11c31cb34e2926f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not form a duplicate set. One is about Tapas tokenization mismatch, and the other two are about model loading/downloading, but their titles suggest different failure modes rather than the same underlying bug. No soft pair should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 16618 is the broadest and most central of the set because it describes the generic model-loading failure, while the others are either a different subsystem (Tapas tokenization) or a narrower auth/download messaging problem.", + "summary": "These three issues are not duplicates: one is about Tapas tokenization parity, one about an unhelpful auth/download error for private models, and one about failing to load bert-base-uncased. The only commonality is broad model/tokenizer loading context, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue #16618 is the broadest and most representative of the cluster because it concerns a concrete model-loading failure; the other two are separate problems in tokenization and download/auth messaging.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best representative of the cluster only because it is the most general model-loading report; however, it should not be treated as a duplicate of the others.", + "best_issue_reason": "#16618 is the best issue to keep as the representative because it describes a direct user-facing failure in model loading and is closer to the shared high-level theme than the other two, which are unrelated specifics.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different subsystems and symptoms: Tapas tokenization mismatch vs. inability to load bert-base-uncased. No indication of the same code-path bug." + "reason": "Different underlying problems: Tapas tokenization mismatch versus failure to load bert-base-uncased. Same subsystem, but not the same bug or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model download/loading, but one is specifically about a bad auth-related error message for private models and the other is a generic load failure for bert-base-uncased. Not enough evidence of the same underlying bug." + "reason": "The first is about misleading error text for private-model download authentication; the second is a generic model loading failure. These are distinct issues." } ] }, @@ -19445,12 +19514,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "eda4e6b137615471ecdf43833e3175cd8aab5e01c80e692b12f5ece9446d525a", + "prepared_review_unit_hash": "427b0a76097f8ee011b4726bab179e72b27e824b675e66cbb6728d012b5bad56", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19458,7 +19527,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19467,18 +19536,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution requests in different areas: Flash Attention 2 architecture support vs GGUF architecture support. They are not the same underlying bug/change, so the soft duplicate edge should be rejected.", + "summary": "These are two distinct community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only broad wording and are not the same underlying change.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits: the requests target different features and code paths (Flash Attention 2 vs GGUF support).", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits both items because they request different features; if a representative is needed, #26350 is the older and more discussion-heavy issue.", + "best_issue_reason": "Neither issue is a true duplicate of the other; if one must be kept as representative, choose based on the larger current discussion, but not as a canonical match for this pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests for different model/runtime support paths; they do not describe the same underlying change and should not be merged as duplicates." + "reason": "Reject: these are different feature requests for different model/runtime support paths, not the same bug or change." } ] }, @@ -19543,218 +19612,215 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "e437553b1a6c5a76c722bdf8a0bd22f6200eed27899f528a8f8042cd722e4586", + "prepared_review_unit_hash": "521e3c32dc86761b90cf561fa0e1bfcbf8b0a8e4679880d27c2075a26e7b6d80", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of translation-request issues in different languages, not one single duplicate bug. The only clear duplicates are the exact same placeholder/template titles, plus one exact Thai-title pair; the rest are just thematically similar.", - "confidence": 0.72, - "canonical_issue_reason": "43834 is the best anchor for the exact-match placeholder translation-request subgroup: it uses the generic template title and is the earliest of the identical-title issues. The cluster overall is still heterogeneous.", + "summary": "These are superficially similar i18n translation issues, but they describe separate language-specific translation tasks rather than the same underlying bug/change. I would not dedupe them; at most, issue 43834 is the cleanest representative template-style issue in the set.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43834 is the most generic template-style translation issue and best represents the shared pattern, but the cluster does not contain a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the most representative issue in the cluster because it is the generic template form of the translation request and matches the exact-title duplicate subgroup best.", + "best_issue_reason": "43834 is the least language-specific and most representative of the repeated i18n-docs template issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request vs generic template issue; shared wording is not enough." + "reason": "Different translation tasks; Turkish vs a generic/template language entry, so not the same concrete change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation request vs generic template issue; not the same underlying request." + "reason": "Different translation tasks; Turkish vs a generic/template language entry, so not the same concrete change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request and generic placeholder template are not the same issue." + "reason": "Same broad docs-i18n theme, but one is a specific Turkish request and the other is a generic template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Turkish vs Romanian); same theme, not a duplicate." + "reason": "Turkish and Romanian translation requests are separate language-specific tasks, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are separate issues." + "reason": "Turkish and Spanish translation requests are separate language-specific tasks, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request and generic placeholder template are not the same underlying issue." + "reason": "Spanish-specific request versus a generic template issue; related category, but not the same task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request vs generic template; similarity is only topical." + "reason": "Both are translation-template style issues, but there is no evidence they refer to the same concrete language task." }, { "left": "issue:28936", - "right": "issue:38435", + "right": "issue:44370", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate issue reports." + "reason": "Both are translation-template style issues, but there is no evidence they refer to the same concrete language task." }, { "left": "issue:28936", - "right": "issue:44370", + "right": "issue:38435", "accept": false, - "reason": "Spanish request vs generic placeholder template; not a duplicate." + "reason": "Spanish and Romanian are distinct translation requests, not duplicates." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic template issue are not the same underlying task." + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic template; shared translation context only." + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request is distinct from the placeholder template issue." + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request and the Thai-titled issue do not match as duplicates." + "reason": "Different language/request context; no evidence they are the same translation change." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian request vs Thai-titled issue; not the same underlying issue." + "reason": "Different language/request context; no evidence they are the same translation change." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder title and very similar body; likely the same duplicate template issue." + "accept": false, + "reason": "These look like repeated instances of the same translation template, but not enough evidence that they are one underlying issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Exact same placeholder title/body pattern; these look like duplicates of the same issue." + "accept": false, + "reason": "These look like repeated instances of the same translation template, but not enough evidence that they are one underlying issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different title and language context; similarity appears to come from shared template text only." + "reason": "Shared i18n-docs pattern, but the titles/body signals are not enough to prove a single duplicate task." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different issue title and language context; not the same underlying request." + "reason": "Shared i18n-docs pattern, but the titles/body signals are not enough to prove a single duplicate task." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Distinct title and apparent subject; no clear same underlying issue." + "reason": "The Thai-garbled issue appears to be a separate request, not the same concrete translation task as the generic template issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder title/body style; likely a duplicate of the same template issue." + "accept": false, + "reason": "Very similar template issues, but no concrete evidence they are the same underlying request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Same broad translation theme, but different titles and likely different requests." + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title/language context; not the same underlying issue." + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Not the same title or request; similarity is too weak for dedupe." + "reason": "Different-looking translation issue; no clear evidence of the same underlying task." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue vs Thai-titled issue; no clear shared underlying change." + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title/language context; not a true duplicate." + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Distinct subject and title; similarity is only thematic." + "reason": "Different-looking translation issue; no clear evidence of the same underlying task." }, { "left": "issue:46222", "right": "issue:46226", - "accept": true, - "reason": "Exact same Thai title, so this looks like a direct duplicate pair." + "accept": false, + "reason": "Identical-looking titles, but still not enough concrete evidence that these are the same underlying request rather than separate instances." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Thai titles differ and the issue subjects do not clearly match." + "reason": "The titles suggest separate language/text variants, not a single duplicate bug or change." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and likely different requests; not enough evidence to merge." + "reason": "The titles suggest separate language/text variants, not a single duplicate bug or change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet: the exact-title placeholder subgroup (43834/44365/44370) and the exact Thai-title pair (46222/46226) are the only clearly supported duplicate sets, while the language-specific translation requests are kept separate. The canonical issue choice is also justified by the creation dates. I don\u2019t see any overstatement that would require rejection." - }, - "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 }, @@ -19843,12 +19909,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "11ae3dbf5c71a4b11b5a85fe9251bc7f0d5b07b6c7b3d2f0d2f3129cd0058392", + "prepared_review_unit_hash": "92e65a7163589ad659cac0d9a40063efcd6d0b9427a6c537656e00d95049ca6e", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28615, + "serialized_chars": 28613, "estimated_input_tokens": 7154, "estimated_eval_tokens": 14564 }, @@ -19856,7 +19922,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28615, + "serialized_chars": 28613, "estimated_input_tokens": 7154, "estimated_eval_tokens": 14564 }, @@ -19865,300 +19931,300 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of distinct model-add/support requests that share similar wording, not true duplicates. The only clearly related items are same-template, same-subsystem proposals, but each targets a different model or feature.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items request different models or features and only overlap in request phrasing.", + "summary": "This cluster is mostly a grab bag of unrelated model-add/config requests across vision, text, audio, and OCR. The shared wording (\u201cAdd/Support/Proposal\u201d) drives soft similarity, but the underlying changes are different, so no pair looks like a true duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span distinct model requests and config changes rather than one duplicated problem.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no single underlying bug/change here, just many separate model-request issues.", + "best_issue_reason": "No single issue is a safe global representative; the cluster is heterogeneous across model families and tasks.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models." + "reason": "Same general keypoint domain, but RoMa matcher vs LoMa detector+matcher are different concrete requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 model request are unrelated." + "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; unrelated." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config request and DEIMv2 request are different model additions." + "reason": "EuroBert config addition vs DEIMv2 model addition; different model families and changes." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert vs Qwen3-TTS are different model families and tasks." + "reason": "Text-model config request vs Qwen3-TTS speech support; unrelated." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model support are distinct requests." + "reason": "EuroBert config work and RF-DETR model work are different concrete requests." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and XiaoMi MiMo are different model requests." + "reason": "EuroBert config vs MiMo model request; no shared code-path issue." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate vision model additions." + "reason": "Both are detection models, but RF-DETR and DEIMv2 are distinct models with separate implementations." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different models/tasks." + "reason": "Object-detection model vs audio model request; unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer/circuitgpt are unrelated model requests." + "reason": "RF-DETR model addition vs weight-sparse transformer request; different architecture and scope." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model/task requests." + "reason": "Detection model request vs Qwen3-ASR speech support; different tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model/task requests." + "reason": "Detection model request vs Qwen3-TTS speech support; different tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT text-model request vs Qwen3-ASR speech support; unrelated." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer/circuitgpt are different changes." + "reason": "NeoBERT addition vs weight-sparse transformer request; different model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different model families." + "reason": "Text-model request vs audio model request; unrelated." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "CV detector addition vs text-model addition; different underlying requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests." + "reason": "NeoBERT and ModernVBERT are different BERT-derived model requests, not the same change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different model/task requests." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR speech support; unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer/circuitgpt are unrelated." + "reason": "Vision-language model request vs sparse transformer request; different code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions." + "reason": "MiniCPM3 model architecture and ModernVBERT models are separate additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model/task requests." + "reason": "Vision-language model request vs TTS support request; unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model requests." + "reason": "DEIMv2 detection model vs Qwen3-TTS speech model; unrelated." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + "reason": "ModernVBERT model additions vs Qwen3-ASR support; different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model requests." + "reason": "ModernVBERT model additions vs Qwen3-TTS support; unrelated." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are unrelated requests." + "reason": "ModernVBERT model request vs MiMo model request; different concrete models." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS are different requests." + "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE overlap conceptually but are not the same concrete change." + "reason": "Both touch BERT-like text models, but one adds ModernVBERT models and the other asks for RoPE support; not the same change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + "reason": "Generic RoPE request vs MiMo model request; unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and a person-name issue are not the same thing." + "reason": "Technical model request vs non-technical personal-name issue; unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "MiMo model request vs SAM3-LiteText request; different model families." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model additions." + "reason": "MiMo model request vs Qwen3-TTS support; unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model requests." + "reason": "MiMo model request vs DeepSeek-OCR2 request; different model types." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and a person-name issue are unrelated." + "reason": "Model request vs unrelated personal-name issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by brand but are different concrete capabilities." + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they target different tasks and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model requests." + "reason": "Both are TTS requests, but for different models; not the same concrete fix." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + "reason": "Speech TTS support vs OCR model request; unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer/circuitgpt are different changes." + "reason": "Speech model support vs weight-sparse transformer request; unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different speech model requests." + "reason": "ASR support vs audio model request; different tasks and implementations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests." + "reason": "Speech ASR request vs universal perception encoder request; unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer/circuitgpt are unrelated." + "reason": "Speech model support vs sparse transformer request; unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + "reason": "Audio model request vs SAM3-LiteText request; unrelated." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and Granite SWA+sink option are different changes." + "reason": "Audio model request vs Granite SWA+sink option request; different scope." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer/circuitgpt and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer request vs EUPE perception encoder request; different models and changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech model requests." + "reason": "ASR support vs TTS support; both speech-related but not the same concrete change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS target different model families." + "reason": "Text-model request vs TTS model request; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + "reason": "ASR support vs OCR model request; unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model additions." + "reason": "EUPE and TIPSv2 are different vision-language/perception model requests with distinct scopes." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a person-name issue are unrelated." + "reason": "ModernVBERT model request vs unrelated personal-name issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and a person-name issue are unrelated." + "reason": "TTS model request vs unrelated personal-name issue." } ] }, @@ -20188,12 +20254,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "dfea68ab9e1ba7f3b6a51db15bf57b97a68c77e687e88215148758e9fdf04387", + "prepared_review_unit_hash": "55fde3a0244cb56b3065a96f5b8353e35f60d939baf0339f49ff42de1e01f859", "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 }, @@ -20201,7 +20267,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20210,18 +20276,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46443 is the more substantive technical item and better represents actual code-change work; issue:38740 is a documentation/tracking request and not a duplicate of the refactor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and different change types: docs/framework addition vs Vision RoPE refactor. No evidence they target the same underlying issue." + "reason": "Different topics and scopes: docs/framework listing vs. Vision RoPE code refactor; no shared target or underlying problem." } ] }, @@ -20251,7 +20317,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "58e107959c802699affd57f72a2ec537e169f6c4d1b0db68ad753d2d1a684a65", + "prepared_review_unit_hash": "e1c3fe1dc7ad5b630e4fe3880ae6d47f89c4cb79f5d054a72b6f8c9e2772d6af", "component_budget": { "node_count": 2, "item_count": 2, @@ -20273,18 +20339,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a request for set block decoding, the other is a feature request for DeepSeek v3.2 support. They describe different user goals and do not indicate the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43037 is the more specific, user-facing feature request and is a better representative issue for the cluster, though it is not actually the same problem as #41084.", + "summary": "These two issues do not appear to be duplicates: one is a generic decoding behavior request, while the other is a model-specific compatibility/support request. The soft similarity signal is too weak to overcome the lack of shared targets, filenames, or concrete overlap in the described problem.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the clearest standalone issue because it names a concrete model-support request; #41084 is a separate decoding topic.", + "best_issue_reason": "Issue #43037 is the more concrete, user-facing request because it names a specific target ('DeepSeek v3.2 support'), but it is not a duplicate of #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subjects and no shared code path: block decoding vs. DeepSeek v3.2 model support. The overlap is only superficial similarity, not the same underlying bug/change." + "reason": "Different underlying requests: 'Set Block Decoding' describes a decoding-mode change, while 'DeepSeek v3.2 support' is about adding support for a specific model/version. They do not share a concrete code path or explicit linkage." } ] }, @@ -20314,12 +20380,12 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "7feda89dd194c33642a39e8acfc3aa0974340ac9bfee23d554a2df741a6aba35", + "prepared_review_unit_hash": "1fcf3a76168483a93596b4bf371f70093c426447a481a133f2b3ec808baad200", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20327,7 +20393,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20336,18 +20402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level: both propose memory/performance-oriented \"Tiled\" model changes, but they target different components and different user-facing requests. They do not look like the same underlying issue.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 41306 is the more concrete and specific request: it names the exact feature flag behavior in `from_pretrained()` and references a particular fused loss path, making it a better representative of the cluster than the broader TiledMLP proposal.", + "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other asks for TiledMLP integration to reduce memory use. They touch different model components and change requests.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete, user-facing API request and is better as the representative issue for this small cluster, but it is not a true duplicate of #41826.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best standalone issue because it is narrowly scoped, actionable, and tied to a specific API/behavior change rather than a general architectural idea.", + "best_issue_reason": "#41306 is narrower and better-scoped, with a specific `from_pretrained()` behavior request; #41826 is a broader integration ask. Neither covers the same underlying change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Both mention tiled or memory-efficient model components, but one is about a fused logits/loss flag in `from_pretrained()` and the other is about integrating TiledMLP. Different subsystems and different fixes, so they are not duplicates." + "reason": "Different features/components: TiledFusedLogitsLoss/FLCE flag support vs TiledMLP integration. Shared 'tiled' wording is superficial and they do not describe the same bug or change." } ] }, @@ -20377,7 +20443,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "454322395d72c2f026d227296057fca560745af4cc7f52f991d7b208f7bd9adc", + "prepared_review_unit_hash": "a2162c90c85df7e3b02a4fe480749b3d08e97f9af4c3867e8aa3c804acbf1a25", "component_budget": { "node_count": 2, "item_count": 2, @@ -20399,18 +20465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct Trainer-related feature requests: one about preserving custom column handling in `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43598 is the more concrete and actionable Trainer customization request, centered on a specific code path (`remove_unused_column`).", + "summary": "These two issues both touch Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are related in theme but not the same underlying bug/request.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the reports target different Trainer behaviors and would not be resolved by the same fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the better representative issue because it targets a specific behavior in Trainer and is easier to scope and fix than the more general FLOPS-estimation request.", + "best_issue_reason": "Issue #43598 is the more concrete customization request, but it should not subsume #43600 because the FLOPS-estimation problem is separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Do not treat as duplicates: one requests customizable unused-column removal in Trainer, while the other asks to account for custom trainers in FLOPS counting. They affect different logic paths and could be fixed independently." + "reason": "Both concern custom trainers, but one is about `remove_unused_column` customization and the other about FLOPS estimation. They do not describe the same bug or change." } ] }, @@ -20440,7 +20506,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "86d6326ccb3f1937e6aa24cb6b65270e257cc3c49862d52e8518b480f2b0a57b", + "prepared_review_unit_hash": "c18592305b22a50daf50ec1e1ae78fcad5f630eb2241da6d7a2cb923d5a12204", "component_budget": { "node_count": 2, "item_count": 2, @@ -20462,18 +20528,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad level (both ask for Qwen auto-model support), but they target different model families and different AutoModel heads: Qwen3-Omni registration vs. Qwen3.5 sequence classification. They do not look like duplicate reports of the same underlying change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These issues are not duplicates: one requests core registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests sequence-classification support for Qwen3.5 with a different config and auto head.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader core registration request and is the better representative of the cluster\u2019s general auto-model support theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader umbrella request and the more canonical representative of the general Qwen auto-registration theme, but it is not a duplicate of #44405.", + "best_issue_reason": "Issue 43684 is the most central and broadly scoped request; the other issue is a narrower, different-model auto-head addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different concrete requests: one adds AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. Same subsystem, but not the same bug/change." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model family, config, and task head." } ] }, @@ -20510,7 +20576,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "452c9585b12cabe386f5c50e5cff51b49c5614799ee227dd54ebacbfe8fed8ea", + "prepared_review_unit_hash": "1b81abe17775240fb4d73117062a1d5f4c9e101ded76359f3eafb469a77aaa55", "component_budget": { "node_count": 4, "item_count": 4, @@ -20532,58 +20598,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface\" appear to be the same report and should be clustered together; issue #43835 ('Fett') looks unrelated and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "#43845 is a clean representative for the duplicate cluster: it matches the repeated title exactly, is the earliest of the three near-identical 'huggingface' issues, and has no extra signals that would make it a worse canonical choice.", + "summary": "This cluster looks like low-signal placeholder issues: one unrelated title ('Fett') and three near-identical but underspecified 'huggingface' issues. There isn\u2019t enough substantive detail to confidently merge any pair.", + "confidence": 0.42, + "canonical_issue_reason": "If a canonical issue must be chosen, issue 43859 is the best anchor among the vague 'huggingface' reports because it is the only one with any discussion activity; however, the report content is too thin to confirm a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best global issue representative because it is one of the exact-title duplicates and is the earliest among them, making it the most stable canonical for the cluster.", + "best_issue_reason": "Issue 43859 is the strongest issue to keep as the representative because it has the most activity, but the underlying problem is not described well enough to make a high-confidence choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface') and no content/link evidence tying them to the same underlying issue." + "reason": "The titles are different ('Fett' vs 'huggingface'), and there is no body/detail evidence showing the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete issue details; this does not look like the same bug report." + "reason": "The titles are different ('Fett' vs 'huggingface'), with no explicit links or technical details to support a duplicate relationship." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No evidence that 'Fett' is related to the repeated 'huggingface' reports." + "reason": "The titles are different ('Fett' vs 'huggingface'), and the issues are too underspecified to infer the same bug." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, similar body size, and no distinguishing evidence; likely duplicate reports of the same issue." + "accept": false, + "reason": "They share the same placeholder title, but there is no substantive description, target, or filename evidence to confirm the same underlying bug." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Exact same title and similar metadata strongly suggest the same underlying report." + "accept": false, + "reason": "The title matches, but the reports are too vague and lack technical detail to prove they describe the same issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Exact same title and similar metadata strongly suggest the same underlying report." + "accept": false, + "reason": "The title matches, but there is no concrete evidence that these are the same bug rather than similarly named placeholder reports." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: #43845 is the earliest of the three identical-title \"huggingface\" issues, and #43835 has a different title and weaker similarity signals. The soft-edge verdicts are generally conservative and stay within the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20621,106 +20684,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "c61dd3a79244f9c73b3cf425f55529ae12ab15f5010b03513a1e1c78cd65799b", + "prepared_review_unit_hash": "e504eea0ea65dfcd9d5fb189aad886e0b92a67dc6294e45fb94596c333eaaa89", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like unrelated low-signal/spam issues rather than one duplicate bug or request. The titles span spam, documentation, checkout, and benchmark topics with no shared concrete target.", - "confidence": 0.98, + "summary": "These issues are all low-signal and appear unrelated: generic spam/doc placeholders plus one benchmark tip and one Google LLC check-out note. There is no evidence of a shared underlying bug or request, so no duplicate cluster should be formed.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the least spam-like and most descriptive title, but it is still not a good canonical duplicate anchor because the cluster is heterogeneous and lacks a shared underlying problem.", + "best_issue_reason": "Issue 47036 is the least spam-like and the only one with any discussion, but it still does not match the others as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders; no concrete shared bug or request is described." + "reason": "Both are generic spam titles with no concrete content or shared bug/request to unify." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders; superficial similarity only." + "reason": "Generic spam placeholders; no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs documentation enhancement; clearly different subjects." + "reason": "A spam post and a documentation enhancement placeholder are not the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs benchmark tip; no shared underlying issue." + "reason": "Spam placeholder vs. benchmark tip; different topics and no shared problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs checkout-related title; unrelated." + "reason": "Spam placeholder and a Google LLC check-out note are unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs spam placeholder; not the same change/request." + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs spam placeholder; unrelated." + "reason": "Documentation enhancement placeholder does not match a spam issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders with no evidence of the same underlying issue beyond boilerplate similarity." + "reason": "Both are spam titles, but there is no concrete evidence of a single shared bug/change." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs benchmark tip; different topics." + "reason": "Spam placeholder versus benchmark tip; no common code-path or request." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs Google LLC checkout title; unrelated." + "reason": "Spam placeholder and Google LLC check-out note are clearly different topics." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs benchmark tip; no common bug or request." + "reason": "Spam placeholder and benchmark tip are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs Google LLC checkout title; unrelated." + "reason": "Spam placeholder and Google LLC check-out note do not look like duplicates." } ] }, @@ -20750,12 +20813,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b53f24d62b6eb16ad7e10dec9929a69116487cbab6244410031e2d6964a7d06b", + "prepared_review_unit_hash": "cd7c5b9e4e2f796170a8039fb075d69ab14266928bdab3df7e07e0375f0f2523", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20763,7 +20826,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20772,24 +20835,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Likely duplicate issues: they have identical titles, very close body lengths, and only soft-similarity evidence. The data supports a suspected/likely duplicate relationship, but not certainty.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45145 is the better canonical issue because it has the same title as 45151 and already has an inbound reference, making it the more established thread.", + "summary": "These two closed issues are likely duplicates or very closely related: they share the exact title and have moderate textual similarity, but there isn\u2019t enough evidence to call them near-exact duplicates. #45145 is the better representative because it has the inbound reference, while #45151 has no linkage signal.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and at least one inbound reference, making it the slightly more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the best representative issue for the cluster since it appears to be the more established duplicate candidate while describing the same proposal as 45151.", + "best_issue_reason": "#45145 is the best issue to keep as the cluster representative due to the identical title and stronger linkage history from the inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Likely duplicate: identical titles and very similar body sizes strongly suggest the same underlying issue, though the available evidence is not strong enough to call it certain." + "reason": "The issues share an identical title and have substantial textual similarity, with no contrary signals like different targets or filenames. The evidence is not strong enough to call them exact duplicates, but it is sufficient to treat them as the same underlying issue for triage." } ] }, "evaluator_result": { "accept": false, - "feedback": "The linkage is plausible, but the writeup is too strong for the packet. We can verify identical titles, close body lengths, and only soft-similarity evidence; we cannot confirm the bodies are \u2018highly similar\u2019 or that these are \u2018near-certain\u2019 duplicates from the provided data alone. The conservative verdict should be framed as likely/suspected duplicate rather than certain." + "feedback": "The packet supports a likely duplicate/closely related pair, but the analyst overstates certainty. The only similarity evidence is same title plus a soft_similarity signal with Jaccard 0.63 and deterministic_accept=false; that is not enough to call them \"near-exact duplicates\" or say there is \"no evidence\" of different bugs. The canonical choice based on the single inbound reference is grounded, but the summary and soft-edge rationale should be more conservative." }, "evaluator_used": true, "retried": true, @@ -20870,12 +20933,12 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "0f4ba0bd9238010268712511ed939319531ef2e9176b8381e18a4baf0417dd34", + "prepared_review_unit_hash": "81a99dbb81a76471886eb4ba3b4f2e048aab925f7e5c43869c30c54f25cc6d81", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -20883,7 +20946,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -20892,18 +20955,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just bare name/date entries and do not describe a shared bug or request. They look like unrelated records, not duplicates.", - "confidence": 0.95, + "summary": "The two closed issues appear unrelated: both are bare name/date titles with no problem description, no shared references, and no clear underlying bug or feature change to deduplicate.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue has any problem description or actionable content, so there is no meaningful canonical issue to select.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles only contain different personal names and birth dates; there is no evidence they refer to the same underlying issue or even the same subject." + "reason": "The titles reference different people and different dates, with no issue body or shared context indicating the same bug or request. This does not look like a duplicate pair." } ] }, @@ -20933,7 +20996,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "8353828ff0edc0a36ba10687e3b2a54b8b42897b86eaf479127581dc0873e1bf", + "prepared_review_unit_hash": "88e4be169201e641991ae6d8ced2caa747a4d90525d209cebd2ed2e15bba49ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -20955,18 +21018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two closed issues with unrelated personal-name/date titles and no shared evidence beyond weak string similarity. They do not appear to describe the same bug, feature, or fix.", + "summary": "Two closed issues with only personal-name-and-date titles; they do not describe a product bug, feature, or the same underlying problem. This looks like unrelated/spam-like content rather than a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the two issues are unrelated and have no overlapping context, links, or content.", - "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because the cluster looks like accidental grouping rather than a duplicate set.", - "best_pr_reason": null, + "canonical_issue_reason": "No clear canonical issue: the two issues are not about the same topic and contain no actionable bug report content.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Neither issue is suitable as a canonical representative because they are unrelated and non-technical.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different people and different dates; there is no evidence they describe the same underlying issue." + "reason": "Different names and dates, with no shared bug description, code path, or explicit linkage; not the same underlying issue." } ] }, @@ -20996,12 +21059,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "6102ae8deaa3afb93ffaad62afa08352acd071378517b84678c4be1ff87ae380", + "prepared_review_unit_hash": "772036ee9baf571ebc9129ee0a6f7f63a2cf0592bced4e587ebe9dfabf55f79c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21009,7 +21072,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21018,18 +21081,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different areas: one requests a new Qwen3_5 token-classification/value-model capability, while the other asks for FP8 training support. They do not look like duplicates or the same underlying change request.", + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification head for value modeling, while the other asks for FP8 training support. They concern different features and different code paths.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request, but it is not a valid canonical representative for this cluster because the two issues are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and goals: model-head support vs. training precision support. No shared concrete bug or change path." + "reason": "Reject: the titles and descriptions point to different features (model architecture/head support vs FP8 training support) with no shared underlying bug or change." } ] }, @@ -21069,88 +21132,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "ede04542992a4edabcde8cb2edf4d7782b84de80b4ec8036e7c03041fe630299", + "prepared_review_unit_hash": "6a58c964f620abcbf1ffa6c9f179103c4877c525068e79c24fa19e1f107aebe6", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items split into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset promo request and should not be merged with either pair, despite superficial financial-domain similarity.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45870 is the earliest occurrence in the exact-title duplicate pair 'Example: Financial time series prediction with DataForge' and is the cleanest representative for that subcluster.", + "summary": "This cluster contains two separate exact-duplicate issue pairs: one about a DataForge financial time-series example, and one about a DataForge financial time-series + scraping service request. The dataset-bundle promo issue is related by theme only, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45872 is the clearest representative of the duplicate pair for the 'financial time series + scraping service' request: it is specific, actionable, and has an exact duplicate (issue:45873).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45870 is the best single issue representative among the duplicates because it is an exact duplicate target and the earliest instance; note that 45872 is the representative of a separate duplicate subcluster.", + "best_issue_reason": "issue:45872 is the strongest overall representative in this cluster because it is a concrete, duplicate-backed feature request rather than a broad promo/example post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different requests: a dataset bundle promotion vs an example for time-series prediction." + "reason": "Different artifacts: one is a dataset promotion, the other is an example request. Same financial-data theme, but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: a dataset bundle promotion vs an example for time-series prediction." + "reason": "Different artifacts: dataset bundle promo vs example request. Similar topic, but no evidence they describe the same change or bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body size; clear duplicate pair." + "reason": "Exact duplicate: same title and no distinguishing metadata suggesting different requests." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial DataForge content, but one is an example and the other is a data + scraping service; not the same underlying issue." + "reason": "Both mention financial time series and DataForge, but one is an example and the other is a scraping-service feature request. Not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related domain, but distinct requested content/change." + "reason": "Same as issue:45870 vs issue:45872: related topic, but different request scope and no evidence of a shared concrete change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same as above; different topic despite shared financial/DataForge wording." + "reason": "The titles point to different requests: example notebook/article versus scraping-service feature. Not a duplicate." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same as above; different topic despite shared financial/DataForge wording." + "reason": "Different requests despite the shared financial time-series theme; no indication they should be merged." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body size; clear duplicate pair." + "reason": "Exact duplicate: same title and same body length/metadata pattern, indicating the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are exact title matches with matching body lengths, while 45869 is clearly a different request by title. The soft-edge verdicts are conservative and consistent with the available evidence." + "feedback": "The cluster summary is grounded in the packet: it correctly separates the dataset promo from the two duplicate issue pairs, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles plus matching body lengths and jaccard 1.0, while the cross-theme pairs are reasonably rejected." }, "evaluator_used": true, "retried": false, @@ -21177,49 +21240,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "0d8c156cbf30c3a8262cbef0a7aef2573724fc75952b0ac82c32aedc673eb2b8", + "prepared_review_unit_hash": "8e1f3dc1157e617811f01ee6724a600f2b29d7a997631efee0c85103178ea779", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1635, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1635, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "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 are about static cache / `early_initialization` and `linear_attention`, but the evidence here is only title-level overlap. Without shared targets, filenames, or body-level linkage, they should be treated as possibly related rather than confirmed duplicates.", - "confidence": 0.57, - "canonical_issue_reason": "46439 is the better canonical candidate because it describes the more general failure mode and suspected mechanism, while 46441 is a model-specific crash report that could be a symptom of the broader problem.", + "summary": "These two issues are closely related to static-cache behavior in linear-attention models, but they describe different concrete failures: one is a shape corruption/runtime error during early initialization, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Not enough evidence they are the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the more specific code-path bug in static cache `early_initialization` and gives a clearer failure mode to anchor investigation.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative for the cluster since it captures the underlying shape-corruption / initialization problem in a broader way.", + "best_issue_reason": "#46439 is the strongest representative since it focuses on the likely root-cause path rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: the packet only shows soft similarity and title overlap. There are no shared targets, filenames, or body details tying the two reports to the same concrete bug, so accepting them as the same issue would be too strong." + "reason": "Both mention static cache and linear attention, but one reports corrupted shapes from `early_initialization` while the other reports a `KeyError: 'linear_attention'` on Qwen3.5. These look like related symptoms, not clearly the same bug or fix." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded in the titles, but the soft-edge verdict is too confident for the evidence available. The packet only shows soft similarity plus title-level overlap; there are no shared targets, filenames, or body details linking the reports. Saying they are the same underlying bug, and accepting the pair, overstates what can be supported here. A more conservative verdict would be to mark them as possibly related rather than accepted." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21243,12 +21303,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "92d9e7c75b6cce4d6c1509e4e5f59fdce37f7e1a7c8e8ad08490c485c40a1126", + "prepared_review_unit_hash": "e64d0f51bde8757a7e689e2b010aeb76910de553f7b610d051612673b909c153", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21256,7 +21316,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21265,24 +21325,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-perfect duplicates: identical titles, identical body length, and shared soft-similarity evidence for the same Wav2Vec2CTCTokenizer v5 special-token bug.", + "summary": "These are duplicate reports of the same Wav2Vec2CTCTokenizer v5 regression; the open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, making it the more active tracker for the same bug.", + "canonical_issue_reason": "issue:46552 is the active open report and already has inbound references, so it is the better single tracker for the bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue to keep because it is open and appears to be the issue others are referencing.", + "best_issue_reason": "issue:46552 is the best issue representative because it is open, current, and appears to be the same report as the closed duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying bug description; these are duplicate reports of the Wav2Vec2CTCTokenizer v5 word-delimiter special-token regression." + "reason": "Same title, same described tokenizer bug, and no distinguishing details; these are duplicate reports of the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the two issues have identical titles and body lengths, and the soft pair has Jaccard 1.0 with soft-similarity evidence. Choosing the open issue with inbound references as canonical is conservative and supported." + "feedback": "The summary is grounded in the packet: the two issues have identical titles, identical body length, and a perfect soft-similarity match, with one closed and one open. Treating the open issue as the canonical tracker and the closed one as its duplicate is conservative and supported by the evidence." }, "evaluator_used": true, "retried": false, @@ -21309,7 +21369,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "219854a9ddb9dd87968c7cdba86773008ac77b76ef901b40e7e7448fe1fbf81d", + "prepared_review_unit_hash": "4c39fde43788f59b3257695a16d79e580a73d6da0a7cb771a70b6d123e9ae5c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21331,18 +21391,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to describe different training failures: one is a tensor-shape mismatch during object detection training, the other is an out-of-memory condition after several epochs in RT-DETR v2. They share a broad training context but not the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the better canonical representative because it describes a specific, actionable failure mode (tensor size mismatch) rather than a generic resource exhaustion symptom.", + "summary": "These are not the same bug: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. The soft similarity is too broad to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the two issues describe different failure modes and different training symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the most concrete and narrowly defined bug report in the pair, making it the best issue to anchor the cluster.", + "best_issue_reason": "Issue #46657 is the cleaner representative bug report because it describes a concrete tensor-shape mismatch error, whereas #46692 is a separate OOM symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: the reports point to different underlying problems. One is a tensor dimension mismatch, the other is memory exhaustion after some epochs; they do not look like the same bug." + "reason": "Different underlying problems: tensor size mismatch versus out-of-memory after some epochs. They do not appear to be the same bug." } ] }, @@ -21372,12 +21432,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0e6b5bd14b1bcc91b7d7c06c0c0ce8e414f1b135605935ca651ae64d3b57a1fa", + "prepared_review_unit_hash": "7accf896c99dd02025071c6611a1298f2d74202bb50a54ddfb3b7a0bce5d260f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21385,7 +21445,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21394,18 +21454,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning OOM in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch bug that wrongly sends modules to CPU and errors out.", + "summary": "These two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning for a composite multimodal submodule vs. 4-bit auto device mapping incorrectly offloading to CPU. They are not duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate issue: 46822 and 46823 describe different failure modes in different loading stacks (DeepSpeed ZeRO-3 vs Transformers 4-bit device dispatch).", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "46823 is the clearer standalone report because it spells out the exact flags, expected behavior, and the ValueError-producing path.", + "best_issue_reason": "Issue 46823 is the better representative of the pair only because it is phrased as a self-contained, broadly reproducible loader/device-map bug; however, it is still unrelated to issue 46822.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: the bugs are in different code paths and subsystems. 46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM; 46823 is about 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatching to CPU. They do not look like the same underlying change or defect." + "reason": "Different subsystems and root causes: DeepSpeed ZeRO-3 zero.Init partitioning of a composite model submodule vs. 4-bit device_map/max_memory dispatch to CPU. They do not look like the same underlying bug." } ] }, @@ -21468,220 +21528,220 @@ "issue:46985|issue:47053", "issue:46969|issue:47053" ], - "prepared_review_unit_hash": "fd2700b0b70390d904046c98e25ecf3ed84dd09691533ac5998f6c3314852e19", + "prepared_review_unit_hash": "a44dcee99a6d81647cd66bac5b7a94b7b567f7ca8d87434f34ca3d07aacbea5d", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 27, - "serialized_chars": 14779, - "estimated_input_tokens": 3695, - "estimated_eval_tokens": 7646 + "serialized_chars": 14781, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 27, - "serialized_chars": 14779, - "estimated_input_tokens": 3695, - "estimated_eval_tokens": 7646 + "serialized_chars": 14781, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped serge integration-failure triage issues in the same reporting series, not duplicates of one concrete bug or change. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "If a representative anchor is needed, issue 46906 is the earliest item and already has broad inbound references, making it the best seed for the series.", + "summary": "These are recurring daily [serge] integration failure triage issues, not duplicates of the same underlying report. They share a template and topic, but each issue is date-specific and appears to track a different day\u2019s failures.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46906 is the earliest in the series and has the strongest reference signal, making it a reasonable representative if one must be picked from this recurring triage set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47053 is the most active recent triage thread, with the strongest discussion/inbound reference signal, so it is the best representative of the cluster.", + "best_issue_reason": "Issue 47053 is the most recent and most active (highest discussion activity among the later entries), so it is the best single issue to surface as the latest triage thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series template, but different date-stamped reports; not the same underlying bug." + "reason": "Same triage template, but the titles are for different dates; these are separate daily reports, not one bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different daily triage threads; no evidence they describe one identical failure." + "reason": "Date-stamped triage threads for different days; similarity reflects the template, not the same underlying incident." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Separate date-specific triage issue, not a duplicate of the earlier report." + "reason": "Recurring daily integration-failure triage, but each issue tracks a distinct day\u2019s failures." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same series name only; these are distinct daily triage logs." + "reason": "Different triage date in the title indicates a separate report, not a duplicate." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Adjacent triage issues, but each is a separate dated report rather than one bug." + "reason": "These are sequential daily triage issues rather than duplicate reports of one problem." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Daily triage entries in the same series; no concrete shared defect is shown." + "reason": "Same pattern and subsystem, but different date-specific triage issues." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same report pattern, but different dates and likely different integration failures." + "reason": "The titles show separate daily triage threads, so they should not be merged as duplicates." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "These are serialized triage threads, not duplicate bug reports." + "reason": "Different days\u2019 integration failure triage; similarity is only from the recurring template." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "No shared underlying code-path problem is evidenced; only matching triage framing." + "reason": "Not the same underlying bug\u2014just the same daily triage format across dates." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different date-stamped integration triage issues; not mergeable duplicates." + "reason": "Date-stamped reports for different days; no evidence they describe the same incident." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same series label, but distinct daily failure investigations." + "reason": "These are separate triage entries, not duplicate bug reports." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No sign of the same exact bug; these are separate triage runs." + "reason": "Same recurring triage series, but each issue corresponds to a different day." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Consecutive triage issues, but each is a separate report." + "reason": "The pair is only similar because both are daily triage threads; they are distinct reports." }, { "left": "issue:46969", "right": "issue:46998", "accept": false, - "reason": "Different days of triage, not one underlying issue." + "reason": "Different dates and likely different failure snapshots; do not treat as duplicates." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same triage workflow, but no concrete duplicate failure is established." + "reason": "Same template, different day; no concrete shared incident to merge." }, { "left": "issue:46969", "right": "issue:47049", "accept": false, - "reason": "Date-specific triage threads; not the same underlying bug/change." + "reason": "Recurring triage issues for separate dates, not one underlying bug." }, { "left": "issue:46969", "right": "issue:47053", "accept": false, - "reason": "These are separate daily integration-failure triage issues, not duplicates." + "reason": "Distinct daily triage thread with a later date; not the same report." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same template, different daily reports; no duplicate bug evidence." + "reason": "Different daily integration-failure triage entries." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Distinct triage issues for different dates." + "reason": "The titles indicate different dates, so these are separate reports." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "No indication of one shared code-path defect across these reports." + "reason": "No evidence of a shared concrete failure; only the shared triage template." }, { "left": "issue:46985", "right": "issue:47053", "accept": false, - "reason": "Separate date-stamped triage logs, not one mergeable duplicate." + "reason": "Later date-specific triage issue, not a duplicate of the earlier one." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Different daily integration-failure investigations." + "reason": "Same recurring series, but not the same underlying bug or incident." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same series only; not the same underlying failure." + "reason": "Different day\u2019s triage report; similarity is superficial." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "No evidence these refer to the same bug or change." + "reason": "These track separate daily failures, so they should remain distinct." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Different date-specific triage issues; not duplicates." + "reason": "Same issue family, but the date-stamped titles show separate triage runs." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same triage series, but separate daily reports with no shared concrete defect shown." + "reason": "Adjacent daily triage issues, not the same concrete code-path problem." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "These are distinct date-stamped triage threads." + "reason": "Distinct date-specific reports; merge would conflate separate incidents." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Separate daily triage issues, not the same underlying bug." + "reason": "Different daily triage threads with no evidence of a single underlying defect." }, { "left": "issue:46969", "right": "issue:47049", "accept": false, - "reason": "Different dated triage reports; no duplicate code-path problem established." + "reason": "The shared wording comes from a repeating triage template, not duplicate content." }, { "left": "issue:46985", "right": "issue:47053", "accept": false, - "reason": "Same reporting series, but not the same bug/change." + "reason": "These are separate daily integration-failure triage issues, not one bug report." }, { "left": "issue:46969", "right": "issue:47053", "accept": false, - "reason": "Distinct daily integration-failure triage issues; reject duplicate merge." + "reason": "Different dates and separate triage context mean they are not duplicates." } ] }, @@ -21711,7 +21771,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "d3ca8e9d1a3a5a3ab21e68b6960d664210a1d6f9a6652da4adabeedd47bfe89f", + "prepared_review_unit_hash": "8d482e77278e2cb7ea90315409fc14dbe0409f117ac29d3378ab6c2fcf31787b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21733,24 +21793,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-identical duplicate issues requesting RWKV7 model support; the open issue is the better canonical tracker.", + "summary": "These are near-exact duplicate issues requesting RWKV7 model support; the open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46984 is open and has the same title/request, so it is the best place to consolidate ongoing discussion and work.", + "canonical_issue_reason": "Issue #46984 is open and can continue to track the request; #46983 is a closed duplicate with the same title and apparent scope.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the strongest representative issue because it is still open and can serve as the active tracker for the same feature request.", + "best_issue_reason": "#46984 is the best issue because it is still open and serves as the active discussion/triage point for the same RWKV7 support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and same underlying feature request (RWKV7 model support); the later open issue is clearly a duplicate of the closed one." + "reason": "Same title, same requested feature, and no evidence of distinct scope; these look like duplicate reports of the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded: both items have the same title, the packet provides soft-similarity evidence, and choosing the open issue as the canonical tracker is conservative. The soft-edge accept verdict is reasonable here and does not overstate beyond the available evidence." + "feedback": "The conclusion is grounded in the packet: both issues share the exact title, the similarity signal is high, and one is already closed while the other remains open, so using the open issue as the canonical tracker is conservative. The soft-edge duplicate verdict is also appropriately cautious given the available evidence." }, "evaluator_used": true, "retried": false, @@ -21777,7 +21837,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "ac96a62450bdba245a5e994eff8fccafeee78d59861d4ba28c41b5a96d5ec5c2", + "prepared_review_unit_hash": "514748d2c3c1e44147a12aea5532dd44c336649fa001866165a53494804bb9ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -21799,18 +21859,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are topically similar but do not look like the same underlying report; they read like separate writeups/articles about AI-driven vulnerability discovery rather than duplicate bug reports.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the best anchor if these must be grouped.", + "summary": "The two issues are thematically close, but they read like different high-level writeups rather than the same underlying request or bug. The overlap is broad AI/cybersecurity language, not a concrete shared change target.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best representative because it states the core topic directly and is less specific than 47007.", + "best_issue_reason": "issue:47015 is the broader and clearer representative of the shared theme; issue:47007 is more of a lessons-learned framing and looks less canonical for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap on AI-based vulnerability discovery, but they describe different angles: one is a lessons-learned piece, the other a broader novelty/application claim. With no shared targets or code context, they do not appear to be the same underlying issue." + "reason": "Similar subject matter, but the titles point to different angles: one is lessons learned from advanced LLMs, the other is a novel transformer application. Not enough evidence they are the same underlying issue." } ] }, @@ -21832,9 +21892,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-44", + "cluster_id": "cluster-40546-45", "nodes": [ "pull_request:43451", + "pull_request:45694", "pull_request:46196", "pull_request:46266", "pull_request:46658", @@ -21873,34 +21934,34 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", - "pull_request:47062" + "pull_request:47062", + "pull_request:47069" ], "soft_pairs": [ "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", "pull_request:46950|pull_request:47057", - "pull_request:46927|pull_request:46951", "pull_request:46927|pull_request:47054", + "pull_request:46927|pull_request:46951", "pull_request:46951|pull_request:46971", "pull_request:46949|pull_request:46971", "pull_request:46951|pull_request:47057", - "pull_request:47056|pull_request:47058", "pull_request:46941|pull_request:46970", - "pull_request:46951|pull_request:47056", + "pull_request:47056|pull_request:47058", "pull_request:47006|pull_request:47058", "pull_request:46927|pull_request:47055", "pull_request:46927|pull_request:47006", "pull_request:46908|pull_request:46928", "pull_request:46927|pull_request:46986", - "pull_request:46986|pull_request:47058", "pull_request:46907|pull_request:46926", + "pull_request:46986|pull_request:47058", "pull_request:46926|pull_request:46928", "pull_request:46928|pull_request:47057", "pull_request:46926|pull_request:46941", "pull_request:46908|pull_request:47058", "pull_request:46928|pull_request:47058", - "pull_request:46954|pull_request:46961", "pull_request:46928|pull_request:47054", + "pull_request:46954|pull_request:46961", "pull_request:46941|pull_request:46986", "pull_request:46941|pull_request:47006", "pull_request:46928|pull_request:46941", @@ -21919,6 +21980,7 @@ "pull_request:46266|pull_request:46957", "pull_request:47034|pull_request:47035", "pull_request:47019|pull_request:47025", + "pull_request:47019|pull_request:47069", "pull_request:46196|pull_request:46995", "pull_request:46957|pull_request:46965", "pull_request:46707|pull_request:46961", @@ -21930,257 +21992,251 @@ "pull_request:46707|pull_request:47019", "pull_request:46968|pull_request:47062", "pull_request:46961|pull_request:47019", - "pull_request:46658|pull_request:47062", "pull_request:46196|pull_request:46965", - "pull_request:43451|pull_request:47019", + "pull_request:46658|pull_request:47062", "pull_request:46965|pull_request:47062", "pull_request:43451|pull_request:46995", "pull_request:46836|pull_request:46995", "pull_request:46266|pull_request:47034", - "pull_request:46961|pull_request:47062", "pull_request:46196|pull_request:47025", - "pull_request:46836|pull_request:46961", + "pull_request:46961|pull_request:47062", "pull_request:46707|pull_request:47025", + "pull_request:46836|pull_request:46961", "pull_request:46836|pull_request:46965", + "pull_request:45694|pull_request:47069", "pull_request:46995|pull_request:47003", "pull_request:46957|pull_request:46961", + "pull_request:47035|pull_request:47069", "pull_request:46961|pull_request:47035", "pull_request:43451|pull_request:47025", - "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47003" + "pull_request:43451|pull_request:46266" ], - "prepared_review_unit_hash": "0d952a6452c78c0cc6c90039b6b438d6645e6bb457481a00ca05fe872293d044", + "prepared_review_unit_hash": "9b7ff7448d2729c4afe8e49d7e6b732a12b7e120b6126de724591f138d33acb0", "component_budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 148, - "serialized_chars": 161284, - "estimated_input_tokens": 40321, - "estimated_eval_tokens": 80898 + "node_count": 45, + "item_count": 45, + "soft_pair_count": 150, + "serialized_chars": 163516, + "estimated_input_tokens": 40879, + "estimated_eval_tokens": 82014 }, "budget": { - "node_count": 40, - "item_count": 40, + "node_count": 42, + "item_count": 42, "soft_pair_count": 72, - "serialized_chars": 112939, - "estimated_input_tokens": 28235, - "estimated_eval_tokens": 56726 + "serialized_chars": 116284, + "estimated_input_tokens": 29071, + "estimated_eval_tokens": 58398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated pull requests. The CohereASR pair should not be treated as a true duplicate: 46903 includes the CohereASR loss fix plus a separate PPFormulaNet training-loss change, so the overlap is not a clean same-bug match.", - "confidence": 0.9, + "summary": "This cluster is mostly heterogeneous: a few soft pairs are genuine same-bug overlaps, but most are broad-theme false positives across unrelated models, tests, and docs. The strongest duplicate signals are the same-model fixes for CohereASR, Whisper, and DeepSeekV3.2 test load errors.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "46958 is the best focused representative for the CohereASR training-loss bug; 46903 is broader and bundles an additional PPFormulaNet fix, so it is not the clean canonical duplicate.", + "canonical_pr_reason": "No single PR cleanly represents the whole cluster; if one hub is needed, 46957 is the broadest infra-level change and the most connected by soft matches, but it is not a duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "46958 is the strongest standalone representative because it directly targets the CohereASR loss double-shift without extra unrelated scope.", + "best_pr_reason": "46957 is the best overall representative only because it is the broadest code-level PR in the set and sits near the center of the soft-link graph; it is still not actually equivalent to the other items.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Not the same clean duplicate: 46903 also bundles a separate PPFormulaNet training-loss change, so it is not just a broader CohereASR superset." + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward path; 46958 is a narrower implementation variant." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and different problems: Mamba2 OOM vs PEFT loading behavior." + "reason": "Different models and fixes: Mamba2 OOM/code-path change vs PEFT integration loading behavior." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Different models and failure modes; no shared concrete bug." + "reason": "Different models and failure modes; Mamba2 OOM is unrelated to DeepSeekV3.2 load-error handling." }, { "left": "pull_request:46927", - "right": "pull_request:46951", + "right": "pull_request:47054", "accept": false, - "reason": "GLM46V input handling fix vs PEFT loading behavior are unrelated." + "reason": "Unrelated models; GLM46V test failure fix is not the same as MiniMax-M3-VL load-error handling." }, { "left": "pull_request:46927", - "right": "pull_request:47054", + "right": "pull_request:46951", "accept": false, - "reason": "Unrelated model fixes for different integration-test failures." + "reason": "Different subsystems and bugs; GLM46V test fix vs PEFT integration change." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT integration change and Mamba2 OOM test fix are different changes." + "reason": "Same broad OOM/test-fix theme is not enough; PEFT integration and Mamba2 generation issues are different code paths." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audio cache fix vs Mamba2 OOM test fix are unrelated." + "reason": "Whisper/audioflamingo3 cache fix is unrelated to Mamba2 OOM test changes." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "Different subsystems and different bugs." - }, - { - "left": "pull_request:47056", - "right": "pull_request:47058", - "accept": false, - "reason": "Both are model-specific fixes, but for different models and distinct issues." + "reason": "Different models and root causes; PEFT integration vs DeepSeekV3.2 load error." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both touch many models, but they address different regressions and are not the same fix." + "reason": "Both are output-mismatch cleanup PRs, but they target different model families and different concrete fixes." }, { - "left": "pull_request:46951", - "right": "pull_request:47056", + "left": "pull_request:47056", + "right": "pull_request:47058", "accept": false, - "reason": "PEFT integration vs Whisper cache update are unrelated." + "reason": "Whisper cache fix vs Mamba2 OOM/test adjustments; different models and code paths." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Generation/cache behavior vs Mamba2 test OOM are not the same bug." + "reason": "Gemma3 generation-config fix and Mamba2 OOM fix are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "Different models and different integration-test failure causes." + "reason": "Unrelated model test failures: GLM46V vs EdgeTam." }, { "left": "pull_request:46927", "right": "pull_request:47006", "accept": false, - "reason": "GLM46V input casting fix and generation cache behavior are unrelated." + "reason": "GLM46V test fix and Gemma3 generation fix are different bugs." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Different test-only fixes for unrelated models." + "reason": "DeepSeekV3.2 load-error fix is unrelated to BLIP-2 tokenizer registration." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V input casting fix vs GLM OCR output mismatch are separate issues." + "reason": "GLM46V test fix vs GLM-OCR output mismatch are different model/code-path issues." }, { - "left": "pull_request:46986", - "right": "pull_request:47058", + "left": "pull_request:46907", + "right": "pull_request:46926", "accept": false, - "reason": "Different model families and different bugs." + "reason": "EdgeTam import/config fix and MiniMax-M3-VL load-error fix are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46926", + "left": "pull_request:46986", + "right": "pull_request:47058", "accept": false, - "reason": "EdgeTam import/config test fix and MiniMax load-error test fix are unrelated." + "reason": "GLM-OCR output mismatch and Mamba2 OOM are unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Different models and different failure modes; only broad test-failure similarity." + "reason": "Different models and failure modes: MiniMax-M3-VL load error vs BLIP-2 tokenizer list update." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "BLIP-2 tokenizer list tweak and DeepSeek load-error tests are unrelated." + "reason": "BLIP-2 tokenizer change and DeepSeekV3.2 load-error fix are unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models and different failure modes." + "reason": "MiniMax-M3-VL load error and DAC output-mismatch fixes are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:47058", "accept": false, - "reason": "Different integration-test fixes for different models." + "reason": "DeepSeekV3.2 load-error fix and Mamba2 OOM/test changes are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47058", "accept": false, - "reason": "Unrelated model/test fixes." + "reason": "BLIP-2 tokenizer registration is unrelated to Mamba2 OOM handling." }, { - "left": "pull_request:46954", - "right": "pull_request:46961", + "left": "pull_request:46928", + "right": "pull_request:47054", "accept": false, - "reason": "Pytest-v9-related GLM-ASR change and Serge workflow normalization are unrelated." + "reason": "BLIP-2 tokenizer update vs MiniMax-M3-VL load-error fix are different issues." }, { - "left": "pull_request:46928", - "right": "pull_request:47054", + "left": "pull_request:46954", + "right": "pull_request:46961", "accept": false, - "reason": "Different model test adjustments with no shared concrete bug." + "reason": "Pytest-related GLM-ASR change and Serge branch normalization workflow are unrelated." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "Both are broad bug-fix PRs, but for different models and different root causes." + "reason": "Different model families and different fixes; broad output-mismatch PRs are not duplicates by themselves." }, { "left": "pull_request:46941", "right": "pull_request:47006", "accept": false, - "reason": "Different fixes in different areas of generation/model behavior." + "reason": "DAC-related output-mismatch cleanup vs Gemma3 generation-config fix are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "Different PRs with no common concrete bug." + "reason": "BLIP-2 tokenizer list update and multi-model output-mismatch fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix vs workflow normalization branch are unrelated." + "reason": "CohereASR loss fix and workflow normalization are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Pytest-v9 GLM-ASR fix vs docs autolink cleanup are unrelated." + "reason": "Pytest-related model change and docs autolink cleanup are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different model bugs: GLM-ASR pytest strictness vs CohereASR loss shifting." + "reason": "GLM-ASR pytest fix and CohereASR loss fix are different models and bugs." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow normalization and Musicgen typo fix are unrelated." + "reason": "Workflow normalization and MusicGen generate typo fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR training loss and Musicgen generate typo are different bugs." + "reason": "CohereASR training-loss fix and MusicGen generate typo fix are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46971", "accept": false, - "reason": "Different models and different fixes." + "reason": "GLM-ASR pytest fix and Mamba2 OOM test change are unrelated." }, { "left": "pull_request:46958", @@ -22192,185 +22248,203 @@ "left": "pull_request:46971", "right": "pull_request:46974", "accept": false, - "reason": "Mamba2 OOM tests vs Musicgen generate typo are unrelated." + "reason": "Mamba2 OOM test fix and MusicGen generate typo fix are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup and Musicgen code fix are unrelated." + "reason": "Docs autolink cleanup and MusicGen generation bug are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow cleanup and docs autolink cleanup are unrelated." + "reason": "Workflow normalization and docs autolink cleanup are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46971", "accept": false, - "reason": "Workflow cleanup and Mamba2 OOM test fix are unrelated." + "reason": "Workflow normalization and Mamba2 OOM fix are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Whisper/audio cache fix and docs autolink cleanup are unrelated." + "reason": "Whisper/audioflamingo3 cache fix and docs autolink cleanup are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Dinov2 modernization and finegrained FP8/generation optimization are unrelated." + "reason": "DINO modernization and finegrained FP8/generation infra are unrelated change sets." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Both Neuron-related, but one is an example finetuning script and the other is a training_args backend default change." + "reason": "Both mention Neuron, but one is a training experiment script set and the other is a compile-backend default change; not the same bug or PR." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "Masking-utils contract fix and Diffusion Gemma test changes are different issues." + "reason": "Masking contract regression and DiffusionGemma test skip are unrelated." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47069", + "accept": false, + "reason": "Masking utilities fix and num_labels-return-type doc/API tweak are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and MLU flash-attention availability are unrelated." + "reason": "Wav2vec2 SDPA dispatch and flash-linear-attention availability are different integration changes." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Different DeepSeek V4 changes: generation optimization vs use_cache=False support." + "reason": "Generation optimization and DeepSeekV4 cache support are different code paths." }, { "left": "pull_request:46707", "right": "pull_request:46961", "accept": false, - "reason": "Native FSDP2 migration and workflow normalization are unrelated." + "reason": "Native FSDP2 support and workflow normalization are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46707", "accept": false, - "reason": "Dinov2 modernization and FSDP2 migration are unrelated." + "reason": "DINO modernization and FSDP2 support are unrelated infrastructure/model changes." }, { "left": "pull_request:46968", "right": "pull_request:47019", "accept": false, - "reason": "Docs autolink cleanup vs masking correctness fix are unrelated." + "reason": "Docs autolinks and masking regression fix are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46968", "accept": false, - "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + "reason": "FSDP2 support and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47019", + "left": "pull_request:46707", + "right": "pull_request:46957", "accept": false, - "reason": "Generation optimization and masking regression fix are unrelated." + "reason": "FSDP2 migration and generation decode optimization are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47025", "accept": false, - "reason": "RoPE test hardening and Diffusion Gemma test adjustments are unrelated." + "reason": "RoPE test improvements and DiffusionGemma test fixes are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47019", + "accept": false, + "reason": "Workflow normalization and masking contract fix are unrelated." }, { "left": "pull_request:46957", - "right": "pull_request:47058", + "right": "pull_request:47062", "accept": false, - "reason": "Generation optimizer changes and Mamba2 OOM tests are unrelated." + "reason": "Generation optimization and IMDb link/docs cleanup are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46995", "accept": false, - "reason": "Unlimited OCR addition and MLU flash-attention availability are unrelated." + "reason": "Unlimited OCR model addition and flash-linear-attention availability are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:47034", "accept": false, - "reason": "Dinov2 modernization and Neuron finetuning scaffolding are unrelated." + "reason": "DINO modernization and Neuron training experiment work are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47062", + "left": "pull_request:46196", + "right": "pull_request:47025", "accept": false, - "reason": "Workflow cleanup and IMDb link docs fix are unrelated." + "reason": "Wav2vec2 SDPA dispatch and DiffusionGemma test fixes are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47025", + "left": "pull_request:46961", + "right": "pull_request:47062", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and Diffusion Gemma test fixes are unrelated." + "reason": "Workflow normalization and docs dataset-link cleanup are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47025", + "left": "pull_request:46836", + "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 migration and Diffusion Gemma test changes are unrelated." + "reason": "Unlimited OCR model addition and workflow normalization are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Unlimited OCR addition and DeepSeek V4 cache support are unrelated." + "reason": "Unlimited OCR model addition and DeepSeekV4 cache support are unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47069", + "accept": false, + "reason": "TrainingArguments batch-size fix and num_labels nullable return-type/doc fix are unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "MLU flash-attention support and OpenVINO exporter work are different changes." + "reason": "Flash-linear-attention availability and OpenVINO exporter support are different features." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Generation optimizer changes and workflow normalization are unrelated." + "reason": "Generation optimization and workflow normalization are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Neuron compile backend and num_labels return-type change are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Workflow cleanup and Neuron compile backend default are unrelated." + "reason": "Workflow normalization and Neuron compile backend default are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model addition and Diffusion Gemma test fixes are unrelated." + "reason": "Molmo2 model addition and DiffusionGemma test fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition and Dinov2 modernization are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47003", - "accept": false, - "reason": "Dinov2 modernization and OpenVINO exporter are unrelated." + "reason": "Molmo2 model addition and DINO modernization are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the one positive soft-edge verdict is too strong. PR 46903 is not clearly just a broader CohereASR superset of 46958; the packet shows it also bundles a separate PPFormulaNet training-loss fix, so treating the pair as a single same-bug duplicate overstates the evidence. The other negative verdicts look conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The lone accepted pair (46903/46958) is plausibly mergeable as the same CohereASR loss bugfix family, and the many rejections are well supported by differing models/code paths. The cluster-level conclusion that this is mostly heterogeneous, with only a few same-model overlaps, is conservative and consistent with the evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22385,13 +22459,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-44", + "cluster_id": "cluster-40546-45", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:44517", "pull_request:45694", "pull_request:46196", + "pull_request:46266", "pull_request:46658", "pull_request:46707", "pull_request:46836", @@ -22421,29 +22496,32 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", - "pull_request:47062" + "pull_request:47062", + "pull_request:47069" ], "soft_pairs": [ + "pull_request:46266|pull_request:47003", "pull_request:46196|pull_request:46961", + "pull_request:46658|pull_request:46965", "pull_request:46658|pull_request:46961", "pull_request:46961|pull_request:46965", - "pull_request:46658|pull_request:46965", "pull_request:45694|pull_request:47035", "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", "pull_request:44517|pull_request:46836", "pull_request:44517|pull_request:47003", + "pull_request:46961|pull_request:47069", "pull_request:43451|pull_request:46957", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", "pull_request:46912|pull_request:46961", "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:47069", "pull_request:43451|pull_request:45694", "pull_request:43451|pull_request:46895", "pull_request:45694|pull_request:47003", "pull_request:46895|pull_request:47003", - "pull_request:45694|pull_request:46836", "pull_request:46836|pull_request:46895", "pull_request:46912|pull_request:47034", "pull_request:46968|pull_request:47003", @@ -22472,6 +22550,7 @@ "pull_request:46907|pull_request:47054", "pull_request:47055|pull_request:47056", "pull_request:46907|pull_request:47056", + "pull_request:47054|pull_request:47056", "pull_request:47054|pull_request:47058", "pull_request:47055|pull_request:47057", "pull_request:46907|pull_request:47006", @@ -22492,369 +22571,330 @@ "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47003", "pull_request:43451|pull_request:47034", - "pull_request:43451|pull_request:47035", - "pull_request:43451|pull_request:46912", - "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47035" + "pull_request:43451|pull_request:47035" ], - "prepared_review_unit_hash": "e856be51c83ccdc85e4f5778c74beb41b4ee56db8c6cdf57a7f0f3209898f470", + "prepared_review_unit_hash": "cf1b5cd897b37afbfeac293bffaaa7e1093f2c925581889c33516c61f6af9a2f", "component_budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 148, - "serialized_chars": 161284, - "estimated_input_tokens": 40321, - "estimated_eval_tokens": 80898 + "node_count": 45, + "item_count": 45, + "soft_pair_count": 150, + "serialized_chars": 163516, + "estimated_input_tokens": 40879, + "estimated_eval_tokens": 82014 }, "budget": { - "node_count": 35, - "item_count": 35, + "node_count": 37, + "item_count": 37, "soft_pair_count": 72, - "serialized_chars": 105197, - "estimated_input_tokens": 26300, - "estimated_eval_tokens": 52856 + "serialized_chars": 109842, + "estimated_input_tokens": 27461, + "estimated_eval_tokens": 55178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster: most edges are false-positive similarity matches across unrelated PRs, with a few true duplicate families in CohereASR, EdgeTam, Whisper, Mamba2, DeepSeekV3.2, and MiniMax-M3-VL.", - "confidence": 0.88, + "summary": "This cluster is heterogeneous: several unrelated feature/docs PRs plus a handful of true duplicate fix pairs. I only accept soft edges when the diffs hit the same concrete code path or the same test failure, not just the same subsystem.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into several unrelated duplicate families plus many independent model additions/docs/exporter changes.", + "canonical_pr_reason": "No single canonical PR for the whole set: the items split into separate duplicate families and many unrelated changes. If a representative is needed, use the most complete of the real duplicate families rather than a broad subsystem PR.", "best_issue_reason": null, - "best_pr_reason": "No single global best PR: the cluster is not one duplicate set, so any single representative would be misleading.", + "best_pr_reason": "47058 is the strongest representative of one real duplicate family because it combines the same Mamba2 OOM test-fix direction with the extra test cleanup, but it still does not represent the whole mixed cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:46196", - "right": "pull_request:46961", + "left": "pull_request:46266", + "right": "pull_request:47003", "accept": false, - "reason": "Unrelated changes: wav2vec2 SDPA dispatch docs/model work vs a Serge normalization workflow." + "reason": "Different features: DINO conversion work vs OpenVINO exporter docs/code." }, { - "left": "pull_request:46658", + "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "Different PR themes: Step-3.7-Flash model conversion/build scripts vs workflow normalization." + "reason": "Both are broad model/docs updates, but they are unrelated model families." }, { - "left": "pull_request:46961", + "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Different bugs: workflow normalization vs DeepSeek V4 use_cache=False support." + "reason": "Step-3.7-Flash tooling vs DeepSeek-V4 cache handling; unrelated changes." }, { "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated PRs; shared automation-style edits do not make them duplicates." + }, + { + "left": "pull_request:46961", "right": "pull_request:46965", "accept": false, - "reason": "Unrelated models/features: Step-3.7-Flash work vs DeepSeek V4 cache handling." + "reason": "Draft workflow cleanup vs DeepSeek-V4 cache behavior; different underlying changes." }, { "left": "pull_request:45694", "right": "pull_request:47035", "accept": false, - "reason": "Same file but different changes: split_batches batch-size fix vs torch-compile backend default selection." + "reason": "Both touch training_args, but one is batch-size behavior and the other is compile-backend defaulting." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Both add new model support, but for different models and code paths (Molmo2 vs Qwen3-TTS)." + "reason": "Molmo2 and Qwen3-TTS are different model additions, not the same change." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "Unrelated: Trainer batch-size behavior vs native FSDP2 module/migration." + "reason": "TrainingArguments bugfix vs native FSDP2 integration; unrelated code paths." }, { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions: Qwen3-TTS vs Unlimited OCR." + "reason": "Different model additions; same docs/auto-registration pattern is not a duplicate." }, { "left": "pull_request:44517", "right": "pull_request:47003", "accept": false, - "reason": "Different subsystems: Qwen3-TTS model support vs OpenVINO exporter support." + "reason": "Qwen3-TTS addition vs OpenVINO exporter; no shared underlying bug or feature." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47069", + "accept": false, + "reason": "Workflow normalization vs num_labels typing change; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model support and finegrained FP8 work are unrelated changes." + "reason": "Molmo2 model addition vs FP8 generation optimization; different features." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Model addition vs workflow normalization; not the same underlying change." + "reason": "Model addition vs workflow cleanup; no common underlying change." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization and OpenVINO exporter are unrelated." + "reason": "Workflow PR vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization vs Neuron SFT experiment; different scope and code paths." + "reason": "Workflow normalization and Neuron SFT experiment are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test improvements vs workflow normalization are unrelated." + "reason": "RoPE test/model changes vs workflow cleanup; different concerns." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step-3.7-Flash conversion/scripts vs CohereASR loss fix are unrelated." + "reason": "Step-3.7-Flash build tooling vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47069", + "accept": false, + "reason": "Molmo2 model addition vs configuration typing change; no shared bug." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Different areas: model addition (Molmo2) vs TrainingArguments behavior fix." + "reason": "Model addition vs TrainingArguments behavior fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 support and CohereASR training-loss fix are unrelated." + "reason": "Molmo2 addition vs CohereASR loss fix; different model families." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "Trainer argument fix vs OpenVINO exporter addition are unrelated." + "reason": "TrainingArguments fix vs exporter addition; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss fix and OpenVINO exporter are unrelated." - }, - { - "left": "pull_request:45694", - "right": "pull_request:46836", - "accept": false, - "reason": "TrainingArguments fix vs Unlimited OCR model addition are unrelated." + "reason": "CohereASR loss bug vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46836", - "right": "pull_request:46895", + "right": "pull_request:47003", "accept": false, - "reason": "Different models and problems: Unlimited OCR support vs CohereASR training-loss fix." + "reason": "Unlimited OCR model addition vs OpenVINO exporter; different features." }, { "left": "pull_request:46912", "right": "pull_request:47034", "accept": false, - "reason": "RoPE test coverage work vs Neuron SFT experiment are not the same bug/change." + "reason": "RoPE tests/model tweaks vs Neuron SFT experiment; unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup vs OpenVINO exporter support are unrelated." + "reason": "Docs autolink cleanup vs OpenVINO exporter; not the same change." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift fix in the same files; 46958 is just a different implementation of the same correction." + "reason": "Same CohereASR double-shift loss bug in the same forward path; the later PR is just a different implementation of the same fix." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same EdgeTam bug: both strip post-processing-only kwargs before calling the backbone, with 47055 extending the cleanup." + "reason": "Same EdgeTam backbone-kwarg cleanup at the same call site; 47055 just removes an additional post-processing kwarg too." }, { "left": "pull_request:46949", "right": "pull_request:47056", "accept": true, - "reason": "Same Whisper cache-state initialization fix; 47056 is the Whisper-only slice of the earlier PR." + "reason": "Same Whisper cache-state initialization fix in the same attention forward path." }, { "left": "pull_request:46950", "right": "pull_request:46971", - "accept": true, - "reason": "Same Mamba2 OOM integration-test fix family in the same test file; both are the same torch_dtype-based workaround." + "accept": false, + "reason": "Model-code OOM behavior vs test-only dtype change; not the same underlying patch." }, { "left": "pull_request:46950", "right": "pull_request:47058", - "accept": true, - "reason": "Same Mamba2 OOM fix family; 47058 is another revision of the same test/runtime workaround." - }, - { - "left": "pull_request:46926", - "right": "pull_request:47054", - "accept": true, - "reason": "Same MiniMax-M3-VL load_error fix: both add an offload folder for auto device-map loading." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47057", - "accept": true, - "reason": "Same DeepSeekV3.2 load_error fix: both add an offload folder for auto device-map loading." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46950", - "accept": false, - "reason": "Different models and bugs: Whisper/Audiobaseline cache issue vs Mamba2 OOM issue." - }, - { - "left": "pull_request:47054", - "right": "pull_request:47057", - "accept": false, - "reason": "Different models and load failures: MiniMax-M3-VL vs DeepSeekV3.2." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46951", - "accept": false, - "reason": "Whisper cache fix vs PEFT integration load behavior change are unrelated." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46949", - "accept": false, - "reason": "GLM46V input-casting fix and Whisper cache fix are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46927", - "accept": false, - "reason": "Different model families and code paths: EdgeTam vs GLM46V." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46971", "accept": false, - "reason": "GLM46V input-casting fix and Mamba2 OOM test fix are unrelated." + "reason": "The model kernel change and the test OOM workaround are different fixes." }, { - "left": "pull_request:46908", - "right": "pull_request:47054", - "accept": false, - "reason": "DeepSeekV3.2 and MiniMax-M3-VL are different model-specific load fixes." + "left": "pull_request:46971", + "right": "pull_request:47058", + "accept": true, + "reason": "Same Mamba2 integration-test OOM workaround in the same test file; 47058 is the fuller version." }, { "left": "pull_request:46926", - "right": "pull_request:47057", - "accept": false, - "reason": "MiniMax-M3-VL and DeepSeekV3.2 load_error fixes are unrelated." + "right": "pull_request:47054", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error workaround in the same test helper; later PR is a retouched version." }, { "left": "pull_request:46908", - "right": "pull_request:46926", - "accept": false, - "reason": "Different models and failures; not the same underlying change." + "right": "pull_request:47057", + "accept": true, + "reason": "Same DeepSeek-V3.2 load_error workaround in the same integration test file." }, { - "left": "pull_request:46986", - "right": "pull_request:47006", + "left": "pull_request:46949", + "right": "pull_request:46950", "accept": false, - "reason": "Both mention output mismatch, but they are for different models and different fixes." + "reason": "Whisper cache bug vs Mamba2 OOM fix; unrelated models and code paths." }, { - "left": "pull_request:46970", - "right": "pull_request:47006", + "left": "pull_request:47054", + "right": "pull_request:47057", "accept": false, - "reason": "MusicGen Melody output-mismatch fix vs Gemma3 output-mismatch fix are different model-specific issues." + "reason": "Different model test failures; both are test workarounds but not the same bug." }, { - "left": "pull_request:47057", - "right": "pull_request:47058", + "left": "pull_request:46949", + "right": "pull_request:46951", "accept": false, - "reason": "DeepSeekV3.2 load_error fix vs Mamba2 OOM fix are unrelated." + "reason": "Whisper model fix vs PEFT integration change; unrelated." }, { - "left": "pull_request:46970", - "right": "pull_request:46986", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "Different model families and failure modes; only broad symptom text overlaps." + "reason": "Finegrained FP8 decode optimization vs OpenVINO exporter; unrelated." }, { - "left": "pull_request:46970", - "right": "pull_request:47055", + "left": "pull_request:47057", + "right": "pull_request:47058", "accept": false, - "reason": "MusicGen Melody output mismatch vs EdgeTam import_or_config failure are unrelated." + "reason": "Different model test fixes for different failures; same pattern is not enough." }, { - "left": "pull_request:46907", + "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam fix vs Gemma3 output mismatch are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46970", - "accept": false, - "reason": "Different model-specific fixes: EdgeTam vs MusicGen Melody." + "reason": "Different models and different fixes; no shared underlying bug." }, { - "left": "pull_request:46907", - "right": "pull_request:46949", + "left": "pull_request:46986", + "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam kwarg cleanup and Whisper cache-state fix are separate bugs." + "reason": "RoPE test/model cleanup vs Gemma3 generation tweak; unrelated." }, { "left": "pull_request:46970", - "right": "pull_request:47056", - "accept": false, - "reason": "MusicGen Melody output mismatch vs Whisper cache-state fix are unrelated." - }, - { - "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "EdgeTam and GLM OCR are different model-specific fixes." + "reason": "Both are broad test/model maintenance PRs, but they fix different code paths." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 migration and Neuron SFT experiment are unrelated." + "reason": "Native FSDP2 work vs Neuron finetuning experiment; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47062", "accept": false, - "reason": "Unlimited OCR model support vs IMDb link docs cleanup are unrelated." + "reason": "Unlimited OCR model addition vs IMDb docs link fix; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7-Flash model work and Unlimited OCR model addition are unrelated." + "reason": "Step-3.7-Flash tooling vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are separate model additions, not duplicates." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." + "reason": "Model addition vs exporter work; unrelated." }, { - "left": "pull_request:47003", + "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter work and Neuron SFT experiment are unrelated." + "reason": "Molmo2 addition vs Neuron SFT experiment; different scopes." }, { - "left": "pull_request:47003", + "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "OpenVINO exporter support and torch-compile backend defaulting are unrelated." + "reason": "Molmo2 model addition vs compile-backend default change; unrelated." } ] }, @@ -22876,73 +22916,88 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-44", + "cluster_id": "cluster-40546-45", "nodes": [ "pull_request:43451", "pull_request:46707", "pull_request:46836", "pull_request:46912", "pull_request:47003", + "pull_request:47034", "pull_request:47035" ], "soft_pairs": [ + "pull_request:43451|pull_request:46912", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47035", "pull_request:46912|pull_request:47003", - "pull_request:46836|pull_request:47035", "pull_request:46836|pull_request:46912", "pull_request:43451|pull_request:46707" ], - "prepared_review_unit_hash": "252ca291668d43a60d98181c63773977820a3b624321425146cdb0fb42293f22", + "prepared_review_unit_hash": "9a9ff957297073b01bfbe40c5408239c77469819b65885f250538383d24c6690", "component_budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 148, - "serialized_chars": 161284, - "estimated_input_tokens": 40321, - "estimated_eval_tokens": 80898 + "node_count": 45, + "item_count": 45, + "soft_pair_count": 150, + "serialized_chars": 163516, + "estimated_input_tokens": 40879, + "estimated_eval_tokens": 82014 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 4, - "serialized_chars": 16748, - "estimated_input_tokens": 4187, - "estimated_eval_tokens": 8630 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 6, + "serialized_chars": 19396, + "estimated_input_tokens": 4849, + "estimated_eval_tokens": 9954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six PRs are distinct feature or infrastructure changes; none of the proposed soft edges look like the same underlying bug or change.", - "confidence": 0.96, + "summary": "This cluster is heterogeneous: it mixes unrelated model additions, a distributed/FSDP refactor, RoPE test work, exporter work, and Neuron/training changes. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR cluster emerges here; the PRs cover unrelated areas, so there is no canonical duplicate PR to merge them into.", + "canonical_pr_reason": "No single canonical PR fits the cluster: the items are not the same change and do not target one shared code path.", "best_issue_reason": null, - "best_pr_reason": "PR #43451 is the broadest self-contained change in the set (new Molmo2 model support with docs, code, and tests), so it is the most reasonable standalone representative if one must be chosen.", + "best_pr_reason": "If one PR must be named, 43451 is the most complete standalone feature PR (implementation, docs, mappings, and tests), but it is not a duplicate target for the other items.", "soft_edge_verdicts": [ { - "left": "pull_request:46912", - "right": "pull_request:47003", + "left": "pull_request:43451", + "right": "pull_request:46912", "accept": false, - "reason": "RoPE test expansion and OpenVINO exporter work are different features with different code paths; shared model filenames are incidental, not duplicate evidence." + "reason": "Molmo2 model onboarding and RoPE test expansion are unrelated changes; they do not fix the same bug or implement the same feature." }, { - "left": "pull_request:46836", + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter work and a Neuron finetuning script are different code paths and could not plausibly be merged as one duplicate fix." + }, + { + "left": "pull_request:47003", "right": "pull_request:47035", "accept": false, - "reason": "Adding Unlimited OCR support is unrelated to changing torch-compile defaults for Neuron." + "reason": "Exporter support for OpenVINO and a torch-compile backend default for Neuron are separate training/export concerns, not the same change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE test changes across models and OpenVINO exporter implementation are unrelated; shared subsystem is too broad to imply duplication." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "A new model integration and RoPE test improvements are not the same bug or change." + "reason": "Unlimited OCR model addition and RoPE test coverage are distinct features with different files, targets, and objectives." }, { "left": "pull_request:43451", "right": "pull_request:46707", "accept": false, - "reason": "Molmo2 model support and native FSDP2 migration are unrelated PRs touching different parts of the stack." + "reason": "Molmo2 model addition and native FSDP2 infrastructure are different domains and do not address the same concrete problem." } ] }, @@ -22972,12 +23027,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "65bef7c382f60425c18e75cdc579b7be9bca450cb921a4582c33c65d4c2fd834", + "prepared_review_unit_hash": "c67b606d93eb3f543cdb62c4cf4a85918e87ccf68c894d9dc3c30a9de7e49583", "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 }, @@ -22985,7 +23040,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22994,18 +23049,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not target the same bug or code path and should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: the items address different models and different functionality, so there is no single underlying change to consolidate.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick one as the cluster representative, 40755 is the broader feature addition, but it is not a canonical duplicate target.", + "best_pr_reason": "PR 41224 is the better representative of the cluster only in the loose sense that it is a focused, self-contained feature addition with clear scope; however, it is not a duplicate of PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM forecasting with covariates vs DINOv3 image classification. They do not fix the same concrete bug/change and would not plausibly merge into one PR." + "reason": "Reject: these PRs concern different model families and different features (TimesFM covariates vs DINOv3 image classification). They do not appear to fix the same concrete code-path problem or belong in one merged PR." } ] }, @@ -23126,148 +23181,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c92d54ae87d6cfb600a7424c5570bf48958c6a711e9c5ca02e9d75a5c199d097", + "prepared_review_unit_hash": "807e6235da9ed16a43f902da61a62e0ec688b701c7e95b4812f8fc0fac2c20fc", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34786, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34786, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs against issue 43240. The rest are unrelated changes that happen to share broad themes like model additions, auto-mapping, or tests, but not the same concrete fix.", + "summary": "Mostly unrelated PRs. The only true duplicate pair is 43251/43254, both fixing `fixed_cross_entropy` to forward the same `cross_entropy` kwargs. The other soft-similarity pairs are broad-subsystem overlaps or coincidence, not same underlying changes.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it explicitly targets issue 43240, has substantially more review activity, and already contains the full `cross_entropy` kwargs pass-through change.", + "canonical_pr_reason": "43251 is the best canonical PR: it explicitly targets issue 43240 and matches 43254 on the same `fixed_cross_entropy` kwargs-forwarding fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it is the only clearly duplicate-aligned change in the set and is the more established version of that fix; the other PRs are unrelated enough that they should not anchor the cluster.", + "best_pr_reason": "43251 is the strongest representative PR in this set because it is the only one in a real duplicate pair and has the explicit issue link for the concrete `fixed_cross_entropy` bug.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different subsystems and problems: Mistral tokenizer methods vs ExecuTorch dynamic-shape export testing." + "reason": "Tokenizer API additions vs executorch dynamic-shape export tests; unrelated code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer utility additions and a new MobileLLM model implementation are unrelated changes." + "reason": "Mistral tokenizer methods vs adding a new model; not the same change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM are different code paths and fixes." + "reason": "Processor auto-loading robustness vs MobileLLM model scaffolding; different fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs plumbing and a new model implementation do not address the same bug/change." + "reason": "Loss helper kwargs forwarding vs MobileLLM model addition; no shared bug/change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model fixes." + "reason": "Different areas: loss helper kwargs vs Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic export tests and Mistral4 fixes are separate concerns." + "reason": "Executorch export test vs Mistral4 test/model changes; not mergeable as one PR." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing and a new model addition are not the same underlying change." + "reason": "Exportability test for decoder-only LM vs new MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and changing `cls.config` resolution are unrelated." + "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model implementation and Falcon output-collection refactoring do not overlap as the same fix." + "reason": "New model integration vs Falcon output-capture refactor; no shared underlying bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactoring and the model-creation skill are unrelated; one is code, the other is tooling/docs scaffolding." + "reason": "Falcon forward signature refactor vs model-creation skill/docs; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor and Mistral4 test fixes are different code paths." + "reason": "Falcon refactor vs Mistral4 test fixes; same broad area only." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the `layrnorm` rename/conversion-mapping cleanup." + "reason": "Mistral4 test/model changes vs `layrnorm` rename fix; different concrete issues." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are unrelated features." + "reason": "Mistral4 work vs chat-response parsing overhaul; no shared fix." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and the TDT loss kernel integration are unrelated changes." + "reason": "Mistral4 fixes vs TDT loss kernel integration; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config-resolution ordering are unrelated." + "reason": "Mistral4 changes vs config-resolution order fix; different problems." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the new-model skill are not the same underlying bug/change." + "reason": "Mistral4 model/test work vs model-creation skill; not the same artifact." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A specific model addition and a repo skill/docs scaffold are not duplicates." + "reason": "Adding MobileLLM vs repository skill scaffolding; different scope and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same concrete fix in `loss_utils.py`: forward supported kwargs such as `weight` and `label_smoothing` into `nn.functional.cross_entropy` for issue 43240." + "reason": "Both PRs fix the same `fixed_cross_entropy` path by forwarding supported `cross_entropy` kwargs (`weight`, `label_smoothing`) and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-aligned pair is PR 43251/43254, and they are mergeable as the same `fixed_cross_entropy` bugfix in `loss_utils.py`. The rest of the soft-edge rejections are consistent with the diffs and titles, and the canonical choice of 43251 is supported by the explicit issue link and higher review activity." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by shared file + shared issue target + matching `fixed_cross_entropy` kwargs-forwarding fix. The other soft-edge rejections do not overclaim mergeability." }, "evaluator_used": true, "retried": false, @@ -23294,7 +23349,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "614ddd1be7747edd5bcdb3b2d53d948b7db0cf81be1629a23e7c6f35eb79907e", + "prepared_review_unit_hash": "4035a0695a4b4d5296f858e0470e3a49604aeb43a02bceb174afb67257065cb7", "component_budget": { "node_count": 2, "item_count": 2, @@ -23316,18 +23371,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade goals; they are related maintenance work, not the same underlying change.", - "confidence": 0.91, + "summary": "These are two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, while the other bumps docker/build-push-action and related workflow actions to newer versions. They overlap only at the broad theme of CI tooling updates, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more specific, self-contained upgrade: it focuses on core workflow actions (checkout/cache/upload-artifact) for Node 24 compatibility across many workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative for this cluster because it has a clear, concrete theme and is easier to identify as the canonical 'workflow actions compatibility upgrade' PR than the broader, less specific 42976.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions dependency bumps, but they change different actions and address different upgrade concerns (Node 24 compatibility vs latest docker/build-push-action and related updates). They are not the same concrete fix and would not naturally be merged as one PR." + "reason": "Different dependency upgrade targets and different code paths: PR 42975 updates checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while PR 42976 updates docker/build-push-action and other workflow actions to latest versions. Shared GitHub Actions filenames alone is not enough to treat them as the same mergeable change." } ] }, @@ -23362,12 +23417,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "3e4743b167511440dabf14de6757b252f23b71786b2827b59f552e9917cf614e", + "prepared_review_unit_hash": "d35a452367b8f5b474248cff42d6d0544ce79b7eeacbfe44826fdadf4166083a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23375,7 +23430,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23384,36 +23439,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They share boilerplate docs/auto-registry edits, but each targets a different model and code path, so none look like duplicates.", + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7), not duplicates of one another. They share boilerplate model-registration/docs patterns, but each introduces a different model and codepath.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45490 is the strongest representative of the cluster: it is a full model-addition PR with substantial implementation, auto-mapping, docs, and tests, and has the highest review activity among the set.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45490 is the best single representative because it is a complete, well-reviewed model integration rather than a smaller doc-only or incremental follow-up change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations (ViT NEPA vs Molmo); overlap is only generic docs/auto-registration boilerplate." + "reason": "Different model additions with different architectures and files; shared auto/docs plumbing is not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and files; no shared underlying bug or single code change to merge." + "reason": "ViT NEPA and CTSM are unrelated model integrations with distinct implementations and test suites." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model integrations with separate configs/modeling/tests, so not the same change." + "reason": "Molmo and CTSM are separate model ports; overlap is only in generic Transformers registration/documentation code." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "Both are model additions in time-series/vision areas, but they implement different models (CTSM vs Step3p7) with different code paths and outputs." + "reason": "CTSM and Step3p7 are distinct model additions; they do not fix the same underlying bug or implement the same feature." } ] }, @@ -23462,12 +23517,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "1de2e64432631f4479af77d3ad02f18dcbbbd2d28e15fca53705ea14bbc02278", + "prepared_review_unit_hash": "cd37cfe99f13ca829199899068282d30661f21fa863907f71b07c1a0bb6fb1ae", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23475,7 +23530,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23484,109 +23539,112 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs. The only close pair is the two YOLOS device-mismatch fixes, but they are not the same concrete change: one only adds no-split modules for `device_map=\"auto\"`, while the other also moves mid-position embeddings to the hidden state device and includes the same split-module tweak.", - "confidence": 0.94, + "summary": "Most items are unrelated PRs; the only clear duplicate/near-duplicate pair is the YOLOS device-mismatch fixes (46886 and 46922).", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR 46922 as the canonical PR: it is the most complete YOLOS fix, touching the actual failing code path and including the device placement correction plus the split-module safeguard.", + "canonical_pr_reason": "PR 46922 is the best canonical PR for the YOLOS bug: it shares the same issue target as 46886 and contains the concrete runtime fix in the forward path, plus the supporting no-split-module change.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best representative because it directly addresses the runtime mismatch in `modeling_yolos.py` and subsumes the narrower device-map fix in 46886.", + "best_pr_reason": "PR 46922 is the strongest representative of the cluster because it addresses the actual YOLOS device-mismatch path and is the more complete fix for the shared issue target.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are tiny test-only fixes with different models and no shared bug or code path." + "reason": "Different models and different changes; both titles are generic, but the code paths do not match." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test cleanup and FP8 dequant logic are unrelated subsystems." + "reason": "Whisper test/tokenizer cleanup is unrelated to the FP8 dequant/model-loading fix." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tests vs generation watermarking/model-loading changes are unrelated." + "reason": "Whisper test changes are unrelated to generation watermarking validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenizer changes do not match the YOLOS device-mismatch fix." + "reason": "Whisper test fix and YOLOS device-mismatch fix are unrelated subsystems and bugs." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test assertion edits and Phimoe CI integration changes are unrelated." + "reason": "Test edits in CLIP/ViT do not match the Phimoe integration-test/CI-memory fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different models and problems: test failures vs FP8 dequantization." + "reason": "These are unrelated fixes in different areas; no shared concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Both are broad test-related PRs, but they fix different bugs in different areas." + "reason": "No evidence they address the same underlying issue; one is test noise, the other is generation config behavior." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Model test-only changes are not the same as the YOLOS runtime device mismatch fix." + "reason": "Generic test edits are not the same bug as the YOLOS device-placement fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading logic and Phimoe CI memory/device-map setup are different issues." + "reason": "FP8 dequant/padding work is unrelated to Phimoe CI/device-map testing." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 quantization vs generation configuration validation." + "reason": "Different code paths and different bugs: FP8 quantization vs watermarking config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 kernel/loading fixes are unrelated to YOLOS device placement." + "reason": "No shared underlying bug; FP8 dequant changes are unrelated to YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI/device-map behavior are different failures." + "reason": "Generation watermarking validation and Phimoe CI setup are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config watermarking fix is unrelated to the YOLOS device mismatch." + "reason": "These target different subsystems and different failures." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI infrastructure changes do not share the same bug or code path as YOLOS." + "reason": "CI memory/device-map test infrastructure is not the same bug as the YOLOS model forward/device fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", - "accept": false, - "reason": "They share the same issue target, but they are not the same fix: 46886 only adds `_no_split_modules`, while 46922 also patches the forward pass device placement; these could not be merged as one single identical PR." + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue on the same model file and shared issue target; 46922 subsumes 46886's split-module change and adds the concrete tensor-to-device fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly mergeable near-duplicate pair is PR 46886 and PR 46922: they share the same YOLOS issue target and model file, and 46922 adds the concrete forward-path device fix on top of 46886\u2019s supporting no-split-module change. The other rejected pairs are conservatively treated as unrelated and do not look like single-PR bugfix merges." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -23612,52 +23670,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "5c4e78cf68f9e5a4d1cabc60e7358d8a57c7b0f5069560382d97821e1d4441af", + "prepared_review_unit_hash": "be4611692f539610d70bbaf14341b938ca8ce13188891c2189e81af4cd17ab20", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated synthetic \"don't merge\" PRs: one changes setup/dependency/versioning, one rewrites CI/testing workflow plumbing, and one flips a security-gate workflow trigger. No pair looks like the same underlying fix or mergeable as a single PR.", - "confidence": 0.97, + "summary": "These three open \"don't merge\" PRs are only superficially similar. They each touch different workflow/test-infra paths, and the shared signals are not enough to treat them as duplicate fixes or the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broadest/hub-like change in the cluster, touching multiple workflow and test-related files, so it is the most representative member even though it is not a duplicate of the others.", + "canonical_pr_reason": "PR 43532 is the broadest of the three and most representative of the cluster's general test/workflow-infra theme, but it still targets a different change than the other two.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most central representative by surface area and connectivity, but it still is not a suitable duplicate target because it addresses a different CI/testing change than the other two.", + "best_pr_reason": "43532 is the best cluster representative only because it spans the most files and behavior, but it is not a strong duplicate anchor since the underlying workflow changes differ from the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Reject: setup/version/dependency changes versus a security-gate workflow trigger change are unrelated code paths, despite superficial similarity." + "reason": "Different changes: 43488 adjusts setup/dependency/version and a ViT test, while 46747 switches a security-gate workflow trigger. No shared underlying bug or mergeable single fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the only overlap is a test file; one PR edits packaging/versioning, the other CI workflow/testing helper plumbing. Not the same bug or change." + "reason": "Only incidental overlap on a ViT test file; 43488 is about repo-bot/package setup, while 43532 rewrites comment/self-scheduled/slack workflow logic. Not the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Reject: both mention workflows, but they change different workflow logic and different scopes. They are not the same concrete fix and would not be merged as one PR." + "reason": "Both are workflow-related, but they modify different CI jobs and different triggers. They do not appear to fix the same concrete issue and should not be merged as one PR." } ] }, @@ -23687,7 +23745,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "29bf98b6a2823f53f09149737fd9551b22733896afbf43c33b2b391174e5b078", + "prepared_review_unit_hash": "90bd38c9cb20b932029953383d8752832cae17e6e2c01586381491a3df2b5e1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23709,18 +23767,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate pipeline-addition PRs for different features: promptable concept segmentation vs promptable visual segmentation. They share a lot of scaffolding, but they are not the same underlying change.", - "confidence": 0.94, + "summary": "Two separate PRs adding different pipelines: Promptable Concept Segmentation and Promptable Visual Segmentation. They share a lot of scaffolding, but the feature targets, pipeline classes, docs, and supported model tests are different, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate exists in this cluster; if a single representative is needed, #43613 is the broader/more feature-complete PR, but it addresses a different pipeline than #43612.", + "canonical_pr_reason": "No canonical PR for duplication: these are distinct feature additions rather than the same code-path fix/change.", "best_issue_reason": null, - "best_pr_reason": "#43613 is the better representative of the cluster because it is the more extensive pipeline addition and includes more model/test coverage, but it should not be treated as a duplicate of #43612.", + "best_pr_reason": "PR 43613 is the broader feature addition, covering more model integrations and a larger pipeline surface, so it is the better representative PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete changes: concept segmentation vs visual segmentation. Similar docs, registry, and pipeline scaffolding are expected, but the target tasks, pipeline class names, and model/test files differ enough that they should remain separate PRs." + "reason": "Different pipelines and user-facing tasks: concept segmentation vs visual segmentation. The overlap is mostly shared infrastructure/docs, not the same concrete bug or change, so they should not be merged as duplicates." } ] }, @@ -23750,7 +23808,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f2c0b58cb44768599697cf277c3b10a43e5e7922b073988e8434ca98c87f0ab3", + "prepared_review_unit_hash": "b0a3c9bbb93a2245441942e16f90ff327eb78cb25cb2e757dbdaff1e85fd54fb", "component_budget": { "node_count": 2, "item_count": 2, @@ -23772,18 +23830,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same trainer file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not duplicates of the same underlying fix.", + "summary": "These two PRs both touch `trainer.py`, but they solve unrelated problems: #43651 changes gradient-accumulation loss scaling, while #43663 refactors signature-column filtering for custom/PEFT trainers.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete representative change: it directly alters `training_step` loss normalization and adds a dedicated hook for custom trainers, while #43663 is a separate refactor for input-column filtering.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a specific training-behavior change with a clear API hook, making it the more substantive representative item in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: 43651 changes training_step loss normalization for gradient accumulation, while 43663 adds _get_signature_columns to customize input column filtering. Same file/subsystem, but not the same bug or mergeable change." + "reason": "Different code paths and behavior: #43651 is about GA loss scaling in `training_step`, while #43663 is about deriving signature columns for data filtering. Shared filename alone is not enough to treat them as the same change." } ] }, @@ -23813,7 +23871,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "345bbfb5df2036171f95cf8c9e4fc01b7b558d13690b10373bcf371121a44e50", + "prepared_review_unit_hash": "b6842ed8445d88a3590a0e7ee1d80852fe7047b7bcd47263a06de6965362609a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23835,24 +23893,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they fix different runtime annotation issues in different code paths. They are related, not duplicates.", + "summary": "These PRs are related annotation/name-resolution fixes in `src/transformers/cli/serve.py`, but they address different concrete changes: `43656` adds `from __future__ import annotations` and cleans up model/processor annotations, while `43842` adds a `TYPE_CHECKING` import for `TypeAdapter` and quotes only the validator annotation. They are similar, but not clearly the same underlying bugfix.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical PR for this cluster because it directly addresses the TypeAdapter NameError path with the narrowest fix and clearest trigger (pydantic import handling).", + "canonical_pr_reason": "`pull_request:43842` is the better canonical PR because it targets the specific `TypeAdapter` NameError path with the smallest, most direct fix and has the clearest explicit issue linkage.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it has the clearest, most specific bug statement and a focused fix in the relevant validation path.", + "best_pr_reason": "`pull_request:43842` is the best representative of the cluster because it most directly addresses the concrete `TypeAdapter` annotation/import problem, whereas `43656` is a broader annotation cleanup in the same module.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both edit src/transformers/cli/serve.py and both involve NameError-type annotation issues, but 43656 is about postponing evaluation of several other type hints while 43842 specifically avoids importing TypeAdapter at runtime when pydantic is absent. Different concrete failures, so not the same change." + "reason": "They share a file and general annotation theme, but the diffs fix different code-path issues and use different mechanisms; this is too weak to treat as the same PR-worthy bugfix." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these PRs are related because they both touch `src/transformers/cli/serve.py` and deal with annotation/name-resolution issues, but the summary overstates the evidence by calling them the same underlying bug. The explicit issue targets are different (`43576` vs `43824`), and the visible diffs address different fixes: `43656` adds `from __future__ import annotations` and cleans up model/processor annotations, while `43842` adds a `TYPE_CHECKING` import for `TypeAdapter` and quotes only the validator annotation. A more conservative summary would say they are similar annotation-related fixes in the same module, not definitively the same bugfix." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -23989,8 +24050,8 @@ "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:44068|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", @@ -24008,7 +24069,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", - "pull_request:44059|pull_request:44066", + "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", @@ -24039,20 +24100,20 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "1979fdba8a04447432fba150cd3cf5cbcfacf897b5e32bdba9398306c8a7a085", + "prepared_review_unit_hash": "a930af71ccffdd880ec5fe5c23eefab01f873834e448f8072da1564ffa0db7e7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84108, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76930, + "serialized_chars": 76932, "estimated_input_tokens": 19233, "estimated_eval_tokens": 38722 }, @@ -24061,408 +24122,432 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of model-by-model refactors to standardized output tracing/decorator-based capture. Most PRs are related thematically but not duplicates; the only strong duplicate-like overlaps are within the same model family/code path, especially GPT-J/CodeGen and GPT-Neo.", - "confidence": 0.91, + "summary": "This cluster is mostly a broad standardized output-tracing migration across many unrelated model families. Tight duplicate-like overlap only appears within the GPT-J/CodeGen subset and the GPT-Neo subset; the rest are separate model-specific refactors that share only the same theme.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the clearest representative of the repeated GPT-J/CodeGen output-tracing refactor: it targets the same concrete code paths as the earlier GPT-J PRs, has an explicit issue link, and appears to be the most polished/latest variant of that specific change.", + "canonical_pr_reason": "Best representative of the cluster\u2019s core refactor: it explicitly targets #43979 and covers the shared GPT-J/CodeGen output-tracing change that also matches the closest duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #44722 is the best standalone exemplar of the cluster because it captures the core change pattern with concrete model code, explicit issue linkage, and enough scope to represent the duplicate GPT-J/CodeGen refactor work.", + "best_pr_reason": "Best overall PR fit for this cluster: it is the clearest exemplar of the shared standardized output-tracing migration and has the strongest direct overlap with other GPT-J/CodeGen PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same broad output-tracing theme, but different models and code paths (CVT/FNet vs GPT-J); not the same underlying change." + "reason": "Different model families (FNet/CVT vs GPT-J); same tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are standardized output-tracing refactors, but they touch different architectures and different concrete implementations." + "reason": "Different architectures and code paths (FNet/CVT vs DeBERTaV2)." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Same GPT-J family and same tracking issue, but #44085 is a narrower single-model variant rather than the same exact change set as #44066." + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; 44085 is the same underlying change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet versus EfficientNet; same refactor pattern, but not the same underlying bug or code path." + "reason": "ResNet/RegNet sweep vs EfficientNet; only shares the general refactor theme." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and implementations; too broad to treat as duplicates." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different code paths despite similar output-tracing modernization." + "reason": "GPT-J/CodeGen vs EfficientNet; not the same change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 versus DeBERTa V2; same framework-level pattern only, not the same concrete change." + "reason": "MobileNetV2 vs DeBERTaV2; different model logic." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor style matches, not the underlying implementation." + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; shared decorator migration theme, but unrelated code paths." + "reason": "GPT-J/CodeGen vs MPT; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model code path; the later PR looks like a reworked version of the same concrete change." + "reason": "Same GPT-Neo output-tracing migration in the same model family/file." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations; similar modernization, but not the same bug/change." + "reason": "GPT-J/CodeGen vs GPT-Neo; same feature theme but different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families and different refactor targets; not a duplicate." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model-specific implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; no shared concrete code path." + "reason": "ResNet vs GPT-J/CodeGen; unrelated model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; same high-level pattern only." + "reason": "MGP-STR vs GPT-J/CodeGen; not the same code path." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; different models and different changes." + "reason": "ResNet vs GPT-J; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model code paths." + "reason": "GPT-Neo vs ResNet; only shared output-tracing idea." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; shared refactor style only." + "reason": "ResNet vs MPT; unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; similar output-tracing work, but different model implementations." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same concrete fix." + "reason": "GPT-Neo vs Flaubert; unrelated change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; only a shared refactor theme." + "reason": "GPT-Neo vs Flaubert; different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different models and code paths." + "reason": "MPT vs GPT-J/CodeGen; unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; not a duplicate change." + "reason": "GPT-Neo vs GPT-J; different models." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; unrelated implementations." + "reason": "GPT-Neo vs MGP-STR; not the same bug/change." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus MGP-STR; same refactor motif only." + "reason": "MPT vs GPT-J; same refactor theme, different code path." }, { - "left": "pull_request:44071", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "GPT-Neo vs MGP-STR; unrelated." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR; only both mention output tracing." + "reason": "GPT-J vs MGP-STR; different model families." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; unrelated concrete changes." + "reason": "GPT2 vs MGP-STR; unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert; different model implementations." + "reason": "ViLT vs Flaubert/XLM; different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; similar refactor language, but not the same code path." + "reason": "GPT2 vs GPT-J/CodeGen; same broad theme, not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; separate model families and code paths." + "reason": "GPT-Neo vs MPT; different model code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT versus LongT5; not the same underlying bug or change." + "reason": "SegFormer vs LongT5; unrelated architectures." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT versus Flaubert; same migration theme only." + "reason": "SegFormer vs VisualBERT; different model families." }, { - "left": "pull_request:44056", - "right": "44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet versus Flaubert; different implementations." + "reason": "SegFormer vs GPT-J/CodeGen; only shares the generic refactor theme." }, { - "left": "pull_request:44059", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 versus MPT; related modernization pattern, but not duplicate code-path work." + "reason": "GPT-Neo vs MPT; unrelated." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo versus GPT-2; separate model-specific output handling changes." + "reason": "RegNet vs VisualBERT; different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; different concrete changes." + "reason": "SegFormer vs MPT; different models." }, { - "left": "pull_request:44101", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert versus LongT5; not the same model or fix." + "reason": "VisualBERT vs LongT5; unrelated changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet versus SegFormer; both are output-tracing refactors, but not the same underlying change." + "reason": "RegNet vs SegFormer; unrelated model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet versus MPNet; unrelated model code paths." + "reason": "RegNet vs MPNet; not the same underlying bug." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT versus ImageGPT; same framework idea, different concrete implementation." + "reason": "MPT vs ImageGPT; different model code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert; not the same underlying bug/change." + "reason": "TextNet vs Flaubert/XLM; unrelated." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; different model code paths." + "reason": "MPNet vs LongT5; different architectures." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; unrelated implementations." + "reason": "RegNet vs GPT-Neo; only the broad output-tracing migration matches." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus LongT5; not a duplicate." + "reason": "RegNet vs LongT5; unrelated." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus LongT5; different model-specific changes." + "reason": "TextNet vs LongT5; not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT versus MPT; same output-tracing theme only." + "reason": "SqueezeBert vs MPT; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo versus SpeechT5; different model families and code paths." + "reason": "GPT-Neo vs SpeechT5; unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT versus VisualBERT; not the same concrete fix." + "reason": "SqueezeBert vs VisualBERT; different model families." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet versus TextNet; separate model implementations." + "reason": "RegNet vs TextNet; not the same code path." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT versus GPT-Neo; only the decorator migration pattern matches." + "reason": "SqueezeBert vs GPT-Neo; different models." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT versus SpeechT5; different code paths and outputs." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet versus SpeechT5; not the same underlying change." + "reason": "MPT vs SpeechT5; unrelated." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus LongT5; same broad refactor family, but unrelated models." + "reason": "FNet/CVT vs LongT5; no shared concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet versus SegFormer; different model-specific implementations." + "reason": "FNet/CVT vs SegFormer; unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT versus DeBERTa V2; unrelated concrete code paths." + "reason": "SqueezeBert vs DeBERTaV2; different model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 versus TextNet; same standardization effort only." + "reason": "DeBERTaV2 vs TextNet; unrelated." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT vs TextNet; only the general output-tracing theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same underlying code paths; the later PR is a clear duplicate-style variant." + "reason": "Same GPT-J/CodeGen decorator migration on the same files; one is effectively a broader/same-scope PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors affecting the same block-level code path, so they look like the same change." + "reason": "Same GPT-J output-tracing refactor on the same file; these are the same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5; unrelated implementations." + "reason": "GPT-J vs SpeechT5; shared issue target is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT versus ResNet/RegNet; same topic, different concrete code." + "reason": "FNet/CVT vs RegNet/ResNet; only the high-level refactor theme matches." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT versus SpeechT5; not the same underlying fix." + "reason": "FNet/CVT vs SpeechT5; unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 versus SpeechT5; separate model-specific changes." + "reason": "DeBERTaV2 vs SpeechT5; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 versus VITS; only the migration pattern is shared." + "reason": "DeBERTaV2 vs VITS; not the same bug/change." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet versus ImageGPT; same refactor style, but not the same concrete problem." + "reason": "FocalNet vs ImageGPT; different model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBERT versus TextNet; different model families and code paths." + "reason": "VisualBERT vs TextNet; only the general output-tracing theme is shared." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly centers the wave of output-tracing/decorator refactors and keeps the duplicate-style claims mostly limited to same-model/code-path cases. The accepted soft pairs are conservative enough given the shared files/issue links in GPT-Neo and GPT-J/CodeGen, and the rejected pairs are appropriately treated as only thematic matches across different model families. One minor wording point is that the canonical-PR rationale leans a bit on subjective phrasing like \"most polished,\" but it does not materially overstate the evidence." + "feedback": "The summary is grounded in the packet: it keeps the cluster scope limited to the standardized output-tracing migration theme, and the only duplicate-like overlap it elevates is within the GPT-J/CodeGen and GPT-Neo subsets. The soft-edge verdicts are generally conservative and consistent with the listed PR contents and shared issue targets." }, "evaluator_used": true, "retried": false, @@ -24496,58 +24581,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "d2d0d04ee86619f599b77148941a4d945687ec944768423020657ce21a41341b", + "prepared_review_unit_hash": "77d4794972fc2a8504d63dbc897bba6bd584fa8451fafa1c3872b81216189171", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84108, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12756, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of separate model-specific PRs that all migrate output tracing to the newer capture_outputs/can_return_tuple pattern. They are thematically similar but not duplicates of the same bug or change; each targets a different model implementation and code path.", - "confidence": 0.94, + "summary": "These PRs are related by a common output-tracing refactor pattern, but they touch different model implementations and are not the same duplicate change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the most concrete representative because it has an explicit linked issue target and a substantive model-specific output-tracing refactor, making it the best anchor for the cluster theme.", + "canonical_pr_reason": "No issue present. For a representative PR, 44010 is the strongest anchor: it is a concrete model-specific refactor, has review activity, and clearly shows the standardized output-capture migration pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone PR in the set: it is tied to a specific issue, changes a concrete code path in SpeechT5, and is more clearly scoped than the other migration-style PRs.", + "best_pr_reason": "44010 is the best representative PR for the cluster theme because it is a focused, self-contained output-tracing refactor with the clearest reviewer signal; the others are separate model ports rather than duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same broad refactor pattern, but different models and different forward/output code paths; these are not the same underlying change and would not sensibly merge into one PR." + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are different code paths and model internals; this is a shared migration pattern, not the same underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing migrations, but they affect different model implementations with distinct logic and tests; similarity is architectural, not duplicate-specific." + "reason": "MPNet and TextNet are separate model implementations. Similar decorator migration does not make them the same concrete change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both update model output handling, but RegNet and SqueezeBert are unrelated code paths and the diffs are separate model migrations rather than one shared fix." + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors. They share the standardized output-capture theme, but not the same bug or mergeable PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "These are separate model refactors for SqueezeBert and SpeechT5; they share a migration theme but not the same concrete bug or change." + "reason": "SqueezeBert output-capture refactor and SpeechT5 output-tracing refactor are distinct model changes; the explicit issue link on 44129 does not imply duplication with 44010." } ] }, @@ -24627,268 +24712,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "99d2a233b8862d006d54a715aaad5da4fdb564155a7590fd3ea50907065a2b98", + "prepared_review_unit_hash": "8c37139a8a1d03b713cda33433b4a2a89b4a8aae9ef0abb0f088bcb211479cab", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate model-specific output-tracing refactors, not duplicates of one underlying bug/change. The shared theme is broad, but each patch targets a different architecture and code path.", - "confidence": 0.95, + "summary": "These PRs share a generic \"refactor output tracing\" theme, but they are model-specific changes across different code paths. I do not see true duplicate pairs among the provided soft edges; they look like separate refactors rather than one mergeable change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate candidate here; if an anchor is needed, PR 44003 is the most representative because it makes the core tracing refactor across two closely related Mamba-family code paths and shows the full pattern clearly.", + "canonical_pr_reason": "PR 44003 is the best representative of the set: it is the most coherent and substantive single refactor, spanning the closely related mamba/falcon_mamba implementations and adding the output-capture plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative of the cluster because it is a substantive, concrete implementation of the shared output-tracing refactor rather than a smaller or more incidental variant.", + "best_pr_reason": "44003 is the strongest standalone PR in this cluster because it addresses one concrete model family and includes the core tracing infrastructure, rather than just applying the pattern to a single unrelated model.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different model families and forward paths; same refactor pattern, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different architectures and files; both touch output handling but not one mergeable code-path bug." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Timm backbone vs UnivNet: unrelated implementations, so this is not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different model families; the mamba output-capture refactor is a separate change from timm_backbone." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Timm backbone and RWKV are unrelated code paths; only the refactor theme overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "MobileNetV1 and UnivNet are unrelated; shared output-tracing wording is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "MobileNetV1 vs UperNet: different model logic and no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different models and outputs; these are parallel refactors, not duplicate fixes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "MobileNetV1 and VisionEncoderDecoder target different forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate implementations; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different model families; no shared concrete defect to merge." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "CLIP-style dual encoder vs mamba family: same refactor motif, different fixes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Vision-text dual encoder and Depth Anything are separate model-specific changes." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "UnivNet and UperNet have unrelated forward behavior." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "UnivNet vs mamba family: not the same code path or bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different models and output types; not a duplicate change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "UperNet and RWKV are unrelated implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Different model families; no plausible single PR would cover both fixes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Mamba family vs SuperPoint: different subsystems and code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Mamba output tracing and CodeGen cache/output behavior are distinct changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Timm backbone and CodeGen are unrelated models; not duplicate fixes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "UnivNet vs CodeGen: different model logic and output contracts." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "UperNet and CodeGen are separate code paths; only superficial similarity." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Depth Anything and VisionEncoderDecoder are different model families, so this is not one bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Depth Anything and SpeechEncoderDecoder are separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Depth Anything and SuperPoint target different forward implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Depth Anything vs RWKV: unrelated architectures and behavior." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Depth Anything and DPR are distinct model-specific output changes." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "Encoder-decoder wrappers for vision and speech are similar in style but still separate concrete changes." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "VisionEncoderDecoder and SuperPoint do not share the same underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "VisionEncoderDecoder vs DPR: different model families and output handling." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "SpeechEncoderDecoder and RWKV are different model paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "SpeechEncoderDecoder and DPR are separate refactors, not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "SuperPoint and RWKV have no shared concrete code-path problem." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "SuperPoint and DPR are unrelated model changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; same refactor motif only." + "reason": "RWKV and DPR are different architectures and output contracts." } ] }, @@ -24918,7 +25003,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "93e71f03520ab7303309a3f5dd09b715e506ff1f35e9b44bce14d32eea8fb7ef", + "prepared_review_unit_hash": "b3ef4d4cc3b09be88048b246b07abdab9134c218b443b3a6f274a053dec1fc0b", "component_budget": { "node_count": 2, "item_count": 2, @@ -24940,18 +25025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-onboarding PRs (PenguinVL vs Voxtral TTS). They share only the standard Transformers integration scaffolding, not the same underlying feature or code path.", + "summary": "The two PRs are unrelated model additions: one adds PenguinVL, the other adds Voxtral TTS. They share some standard Transformers boilerplate files, but they do not appear to fix the same underlying code-path problem or represent mergeable duplicate work.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single PR must be designated, #45401 is the better anchor because it has an explicit issue target and a tighter, clearly scoped TTS integration; however, it is not a duplicate of #44662.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45401 is the best representative PR in this cluster because it is explicitly tied to issue #45027 and is more narrowly scoped. #44662 is a separate model implementation with its own files and tests.", + "best_pr_reason": "PR 45401 is the more self-contained representative of the cluster because it has an explicit issue target and a focused Voxtral TTS implementation, but it is not a duplicate of the PenguinVL PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: different models and different code paths. The overlap is only broad Transformers integration boilerplate (auto mappings, docs, __init__), which is not enough to treat them as the same change." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct configs, modeling, and tests; the shared docs/auto-registration files are generic scaffolding, not evidence of the same fix." } ] }, @@ -24981,7 +25066,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0d646d8668802ce3e4f6bf1be449c0a4d365295854c7147248723fc6c25562d4", + "prepared_review_unit_hash": "69396bd85047c6551cf9985d6b2c1334231eb9e37b57d15e318bf6d00e5d83cc", "component_budget": { "node_count": 2, "item_count": 2, @@ -25003,18 +25088,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 introduces a general Module Fusion API and new module_fusion.py plumbing, while #45363 adds n-to-1 kernel fusion via KernelConfig and integration hooks. They target different abstraction layers and would not plausibly be merged as one PR.", - "confidence": 0.89, + "summary": "The two PRs are related to fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion workflow via KernelConfig and integration hooks. No duplicate relationship.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the better anchor if this cluster is grouped by fusion work because it implements a concrete end-user feature with broader integration changes, whereas #44979 is a lower-level API foundation for module fusion.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45363 is the most representative PR for the cluster because it is the more complete, specific fusion implementation rather than a general API scaffold.", + "best_pr_reason": "PR #45363 is the more complete user-facing feature implementation and touches the concrete fusion workflow end to end; #44979 is lower-level API groundwork rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related theme, but different concrete changes: one is a new module-fusion API, the other is kernel-config-driven n-to-1 fusion. They operate at different layers and are not the same underlying bug/change." + "reason": "Related fusion infrastructure, but different scopes and code paths: #44979 introduces a generic module-fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integrations. They would not plausibly be merged as one PR." } ] }, @@ -25044,7 +25129,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5be9a5c57f4fcd1c926edb0a57dbd4fa34c5309d27cf665e29b8b1fd0f578d51", + "prepared_review_unit_hash": "13c6c3f58bf7b654f4e7a48b6675f16fa207f6058f3e5770215839c97479392d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25066,18 +25151,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError in `_patch_mistral_regex` against the same issue, with 45317 appearing to be the fuller version (adds tests).", - "confidence": 0.98, + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` against the same issue, with 45317 being the fuller version that adds tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR: it targets the same bug as 45086 but is more complete and includes test coverage, making it the better representative fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 and also includes test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "45317 best represents the cluster because it fixes the same concrete code path while also adding validation via tests; 45086 is effectively a narrower precursor.", + "best_pr_reason": "PR 45317 is the best representative PR: same underlying bug fix, same target file, and it adds validation via tests, so it is the strongest standalone candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file and issue target, and the diffs are essentially the same fix with 45317 adding tests." + "reason": "Same concrete bug in `_patch_mistral_regex` on the same file and issue target; 45317 is effectively 45086 plus tests, so they are mergeable into one PR." } ] }, @@ -25107,7 +25192,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "6c9d86dd516b85f88a9843fde8d43092cac68b01748f61bb5ea57c96472a9327", + "prepared_review_unit_hash": "852caaab0de4f9470855e563cd6ee4aef8249a40e14af582d8a586b2aa087a55", "component_budget": { "node_count": 2, "item_count": 2, @@ -25129,18 +25214,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH PRs, but they are not duplicates: one is a conversion/refactor mapping update, while the other is a broader architecture split into nemotron_h_dense and nemotron_h_sparse with docs and tests.", - "confidence": 0.93, + "summary": "Two NemotronH pull requests overlap in some core model files, but they are not the same change: one is a narrow inheritance/conversion refactor, the other is a broader model split into dense/sparse variants with docs and auto-mapping updates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "45115 is a narrow conversion-mapping/refactor change; 45569 is the more complete PR that introduces the actual dense/sparse NemotronH split and associated model/docs updates, so it is the better canonical representative if one must be chosen.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it represents the larger, user-facing model reorganization (NemotronH thin dispatcher plus dense/sparse implementations, docs, and auto-mapping changes). PR 45115 is a narrower refactor focused on conversion mapping and inheritance details.", "best_issue_reason": null, - "best_pr_reason": "45569 is the strongest standalone PR because it covers the concrete model restructuring, documentation, and test updates, whereas 45115 is a smaller supporting refactor.", + "best_pr_reason": "PR 45569 is the best representative of this cluster because it is the most comprehensive and likely final form of the NemotronH redesign; 45115 looks like an earlier supporting refactor rather than the main change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but fix different things: 45115 only adds checkpoint conversion/rename mappings for compatibility, while 45569 introduces the model split into dense/sparse variants and broader API/docs changes. They would not plausibly be merged as one PR." + "reason": "They share some NemotronH core files, but the PRs target different underlying changes: 45115 is a conversion/inheritance refactor, while 45569 adds the dense/sparse model split, docs, and auto mappings. Not the same concrete fix and not mergeable as one PR without conflating separate work." } ] }, @@ -25170,12 +25255,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6035227e1ccd42f46d1d8476f744293d299b79e29271f17abc6e609d58bff28b", + "prepared_review_unit_hash": "fd7c2e671312dc0e50caf6580b2c9b996e4c4419c94602a621f668e09b16b18e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6090, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -25183,7 +25268,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6090, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -25192,18 +25277,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target the same new heterogeneous-config feature area, but they are not duplicates in the strict sense: #45332 is the broader end-to-end heterogeneous model support PR, while #45333 is a narrower config-only slice of that work.", - "confidence": 0.91, + "summary": "Two open PRs on heterogeneous model support overlap heavily in the config/docs area, but #45332 is the broader umbrella change (config + modeling/cache/masking support) while #45333 is a narrower per-layer configuration-only PR.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the best canonical PR because it is the more complete change set: it includes heterogeneous configuration plus the downstream modeling, masking, cache, and integration updates. #45333 is a subset focused on configuration only.", + "canonical_pr_reason": "#45332 is the better canonical PR because it is the broader, more complete implementation of heterogeneous model support and subsumes the config-only work while also adding the modeling/caching/masking pieces.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest representative of the cluster because it subsumes the config work and extends it into actual heterogeneous model behavior; #45333 is narrower and would not capture the full feature.", + "best_pr_reason": "#45332 is the strongest representative of the cluster: it covers the full feature set and is the more complete upstream change, whereas #45333 looks like a narrower subset focused on configuration alone.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change: #45332 adds full heterogeneous model support across config, modeling, masking, and cache paths, whereas #45333 only adds per-layer configuration. The overlap is a shared foundation, not a duplicate fix/change." + "reason": "They are related but not the same concrete change: #45333 is config-only, while #45332 also adds modeling/cache/masking support. That makes #45333 a subset/component of #45332, not a duplicate PR that should be merged on its own." } ] }, @@ -25233,12 +25318,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d2ea0abdc1b8efcf0976cb2b94a13ff7208468034a4c4a26999ffa4fbb2bca89", + "prepared_review_unit_hash": "93187f8c3239ccaa3ec73b90beb115ce407d96250c1abee53ec2b23289b19881", "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 }, @@ -25246,7 +25331,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25255,18 +25340,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing aliases/protocols and a smaller set of `modeling_utils`-adjacent fixes. Shared files alone aren\u2019t enough to treat them as duplicates.", - "confidence": 0.88, + "summary": "These are related only in the broad sense that both affect typing in transformers, but they are not the same underlying change. PR #45415 is a wide type-checking sweep across many files, while PR #45425 adds shared typing protocols/helpers and updates a smaller set of typing-sensitive call sites. I would not treat them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change: it adds type checking coverage across many transformer modules and even adjusts type-ignore policy, so it is the more canonical representative of this typing sweep.", + "canonical_pr_reason": "No canonical duplicate PR: #45415 is a broad repo-wide typing cleanup, while #45425 is a narrower typing-infrastructure change centered on modeling_utils and shared protocols.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best representative for the cluster because it is the larger, more central typing cleanup; PR 45425 looks like a narrower support/refinement PR.", + "best_pr_reason": "#45425 is the better representative PR if one must be picked: it has a tighter, more coherent scope and a clearer concrete change than the large type-checking sweep in #45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few filenames, but they address different scopes: 45415 is a broad multi-file type-checking pass, while 45425 introduces typing helpers/protocols and targeted fixes. They do not look like the same underlying bug or change, and would not plausibly be merged as one PR." + "reason": "Both touch typing and share a few files, but they address different workstreams: a broad typing pass vs. adding shared typing protocols/helpers. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." } ] }, @@ -25296,7 +25381,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "109ffc7bb319b794687dcb30aa53a6f044d1c168729dbe09091e60619a0e71a2", + "prepared_review_unit_hash": "f8c31f32bf495e638868ea95ae937606c39773db6844b648de5e5bf3112e612c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25318,18 +25403,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism, but they fix different concrete loading paths: #45548 targets EP + DeepSpeed ZeRO-3/accelerate launch serialization and model config handling, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast with additional load-time wrapping changes. They are related but not duplicates.", - "confidence": 0.88, + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete bugs in different code paths, so they should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45662 is the better canonical PR for this cluster because it addresses a more concrete and code-path-specific EP loading failure, with changes spanning model loading and MoE/tensor-parallel handling rather than only config serialization.", + "canonical_pr_reason": "PR 45662 is the more concrete and central EP bugfix: it addresses parameter handling during sharded loading and expert overwrite behavior, while 45548 focuses on config serialization and launch compatibility.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the strongest representative of the cluster: it fixes a clearly defined expert-parameter overwrite bug during distributed loading and has the broader implementation footprint needed for the underlying issue.", + "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it targets the actual parameter-loading path where the corruption occurs and has the broadest direct fix for the EP bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP theme, but the bugs differ: #45548 is about Accelerate/ZeRO-3 loading and config serialization, while #45662 is about FSDP2/rank-0 broadcast overwriting expert weights. Different code paths and fixes, so not a duplicate." + "reason": "Related EP loading theme, but distinct failures: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten after sharding/broadcast in FSDP2. Different code paths, not the same underlying change." } ] }, @@ -25359,40 +25444,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "da3ba35ee16ba1488316a020213a1e7a242f34e1c9e5d9464889f2332b4d2780", + "prepared_review_unit_hash": "b6497096af099f7887985ad9d4d033f046de7d1cc56a88347a98669a126581f6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem around `src/transformers/testing_utils.py`; PR 45645 is the broader superset that also updates CI log collection, so this looks like one underlying change split into two PRs.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist-related captured_info collision problem under issue 45561; 45645 is the broader superset that also updates CI log collection, while 45639 focuses only on the file-writing fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe `captured_info` fix plus the CI workflow update to read multiple log files, making it the more complete version of the change.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe testing_utils fix plus the workflow change needed to preserve and display multiple captured_info files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best single PR for the cluster since it covers the full fix path and the downstream log-handling adjustment, whereas 45639 only covers the testing utility side.", + "best_pr_reason": "PR 45645 is the strongest overall solution: it addresses the same underlying captured_info/xdist failure mode and also updates downstream CI handling, making it the most complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same underlying xdist collision in captured_info handling, share the same core file, and 45645 appears to be a superset of 45639 rather than a separate change." + "reason": "Accept: both PRs fix the same concrete captured_info xdist collision path and are merge-compatible as one change set; 45645 simply adds the CI-side follow-up." } ] }, @@ -25488,7 +25573,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "5082445c8d94dd4feb1ebc9104f0db3908988a34dcd55d8c1d84ff247e5829dd", + "prepared_review_unit_hash": "022eae94caa25c52141ba5a2a1896914af8c69ea58c1461ef75cde791de51c9b", "component_budget": { "node_count": 2, "item_count": 2, @@ -25510,18 +25595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a broad CI/modeling cleanup for grafana/testing, while the other is a test migration focused on kernels and VIT/ALTCLIP coverage. Their overlap is only superficial at the repo/subsystem level.", - "confidence": 0.95, + "summary": "These two pull requests are not duplicates: one is a broad model/workflow change set, while the other is a test-migration PR touching different tests and a DDP config. The similarity is superficial (both are flagged DO NOT MERGE and relate to testing/infrastructure), not the same underlying code-path change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out as the same underlying change; the PRs address different code paths and purposes. If forced, PR 46100 is the more self-contained test migration, but it is not a duplicate of 45932.", + "canonical_pr_reason": "No clear canonical duplicate PR exists here; if one must be chosen, #45932 is the broader, more central change set and the better representative artifact for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the cleaner representative of its own change set because it is a focused test-migration PR. PR 45932 is a mixed CI/modeling PR and does not represent the same underlying work.", + "best_pr_reason": "#45932 is the better representative PR because it is larger and more central to the repo\u2019s implementation/workflow changes, whereas #46100 is narrowly focused on test migration files.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the diffs are about different changes. 45932 modifies CI workflow secrets and multiple model files/configs; 46100 adds kernel test infrastructure and model tests. They do not fix the same concrete bug or implement the same feature, and would not plausibly be merged into one PR." + "reason": "Reject: the PRs address different work. #45932 changes model code and CI workflow secrets across multiple transformer modules, while #46100 adds/rewrites kernel and model tests plus a DDP YAML. They do not appear to fix the same concrete bug and would not plausibly be merged as one PR." } ] }, @@ -25551,7 +25636,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "5a2fa20da0a647f4ac4a63c3af32291d8ff8912d44792208d5cd29035271dfb6", + "prepared_review_unit_hash": "556f4ee251e36effb4d4a520b0560aeadb0d26ed21c4f8a098697446698ef1e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25573,18 +25658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests overlap on a few distributed/MoE files, but they are not the same underlying change: PR 46126 is a focused EP + Trainer integration, while PR 46269 is a broad distributed branch-base PR spanning many unrelated subsystems. The shared files alone are not enough to treat them as duplicates.", - "confidence": 0.93, + "summary": "These are related distributed-training PRs with overlapping files, but they do not look like the same change: #46126 is a focused EP/trainer integration feature, while #46269 is a broad distributed branch base touching many subsystems.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more specific, self-contained change set centered on EP and Trainer integration; PR 46269 is a broad branch-base PR with many unrelated edits, so it is a poor canonical duplicate representative.", + "canonical_pr_reason": "#46126 is the more specific, coherent PR centered on one concrete distributed/MoE feature path (EP + trainer integration). #46269 is a much broader branch-base PR and looks like a superset-style integration branch rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the cluster because its scope is narrow and directly matches the shared distributed/MoE code paths, whereas PR 46269 is too broad to serve as a clean duplicate target.", + "best_pr_reason": "#46126 is the best representative of the cluster because it targets a concrete code path and feature, whereas #46269 is too broad and multi-purpose to serve as a clean canonical PR for deduping.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share some filenames, but the diffs indicate different goals and scopes. 46126 is a focused EP/Trainer integration change, while 46269 is a large distributed branch-base PR touching many unrelated areas, so they are not the same concrete fix and would not plausibly be merged as one PR." + "reason": "Shared distributed filenames alone are not enough here. The PRs have different scopes and likely different intents: one is EP/trainer integration, the other is a broad distributed branch base. They do not appear mergeable into one single fix/change." } ] }, @@ -25652,238 +25737,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "94713442cc1058c884568c0c083786b933f7884cc6d0c9189eaf24dc151e3a44", + "prepared_review_unit_hash": "1e2b1f24485c3743065f34314de18bdd8a474045bd222879ca41fd2892446f40", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26694, - "estimated_input_tokens": 6674, - "estimated_eval_tokens": 13604 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26694, - "estimated_input_tokens": 6674, - "estimated_eval_tokens": 13604 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all pull requests, mostly one-off workflow maintenance changes. The only apparent cluster is around pr-ci-security-gate.yml, but the PRs make different edits and should not be deduplicated.", - "confidence": 0.96, + "summary": "This is a loose workflow-maintenance cluster, not a true duplicate set. The only tight subgroup is pr-ci-security-gate.yml, but each PR changes a different behavior, so the soft links should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR group is present; 46554 is the most substantive representative because it changes the pr-ci-security-gate workflow behavior in a meaningful security-focused way, while the others are separate workflow tweaks.", + "canonical_pr_reason": "No exact duplicate PR stands out; if one representative is needed, 46554 is the most substantive security-gate change and the clearest standalone PR in the cluster.", "best_issue_reason": null, - "best_pr_reason": "46554 is the best standalone representative: it introduces concrete security-gate logic changes rather than a narrow one-line workflow adjustment.", + "best_pr_reason": "46554 is the strongest standalone PR because it makes the concrete security-gate behavior change, while the others are smaller, unrelated workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior changes; only a loose similarity in being workflow updates." + "reason": "Different workflows and different problems: stdin handling for comment text vs security-gate file-diff checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; no shared code path or concrete bug fix." + "reason": "Self-comment CI message piping is unrelated to PR CI security-gate permissions/approval logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow areas and distinct edits; not the same underlying change." + "reason": "Different workflow and change intent; one updates comment handling, the other adds a note to a reusable workflow call." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow update versus pr-ci-security-gate secret handling; not duplicates." + "reason": "No shared code path: self-comment CI input handling vs changing secrets passing in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; no evidence of the same bug." + "reason": "Both are shell-safety tweaks, but they fix different scripts and different command inputs, so not the same bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different CI workflows with unrelated changes." + "reason": "SSH runner hardening and benchmark dispatch support are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Both are workflow maintenance, but they modify different jobs for different purposes." + "reason": "Different workflows and different concerns: runner secrets cleanup vs anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "No common underlying defect; separate workflow updates." + "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not the same change." + "reason": "Runner hardening in ssh-runner.yml is unrelated to the security-gate logic added in pr-ci-security-gate.yml." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows; no shared concrete bug or fix path." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Same broad CI area only; the actual changes are unrelated." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and different behavior; not duplicates." + "reason": "Different workflow files and different problems; no shared underlying bug or change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Distinct workflow modifications with different triggers and permissions." + "reason": "Both are workflow chores, but they modify different jobs and unrelated behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Same repo area, but different workflows and different fixes." + "reason": "Anti-slop permissions adjustment is unrelated to assign-reviewers checkout ref selection." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow changes; only superficial similarity." + "reason": "Different workflow files and different fixes; no common code path." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concrete changes." + "reason": "Anti-slop workflow permissions are unrelated to pr-ci-security-gate diff checking." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Assign-reviewers checkout behavior and benchmark dispatch triggering are different changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "No shared bug or code path; separate workflow tweaks." + "reason": "Different workflow files and unrelated shell/input handling changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different files and different behavior changes." + "reason": "Checkout ref fix for reviewer assignment does not match security-gate validation logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; not the same underlying fix." + "reason": "Different workflows and different command-line input handling; not the same underlying bug." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Only broad CI similarity; the actual changes are unrelated." + "reason": "Benchmark workflow dispatch support is unrelated to PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different concrete issues being addressed." + "reason": "Both touch shell input handling, but one is build-ci-docker-images commit-message matching and the other is security-gate repo diffing." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow updates; no duplicate fix." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Same broad automation area only; changes are unrelated." + "reason": "Build-ci-docker-images shell tweak is unrelated to pr-ci-security-gate permission changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different edits: one adds security-check logic, the other changes permissions/approval flow." + "reason": "Same file, but different changes: one adds diff-based security checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the same workflow, but they solve different problems and could not be merged as one duplicate PR." + "reason": "Same workflow file, but one is functional security logic and the other is a documentation/comment note about the reusable workflow." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-hardening changes in the same file; not the same underlying change." + "reason": "Different security-gate modifications: diff-based checks versus removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but distinct behavior changes and different code paths." + "reason": "Same workflow file but different concerns: permissions/if-guarding vs explanatory comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different modifications to the same reusable workflow setup; not duplicates." + "reason": "Permissions and approval gating are not the same change as switching secrets: inherit to secrets: {}." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Related theme, but one adds explanatory comments while the other changes secrets handling; not the same change." + "reason": "A safety note about the reusable workflow is not the same underlying change as changing secrets passing." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Shell quoting fix in build-ci-docker-images is unrelated to the pr-ci-security-gate reusable workflow note." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Separate workflow updates with different objectives." + "reason": "SSH runner hardening is unrelated to the pr-ci-security-gate reusable workflow comment." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow changes; no shared concrete issue." + "reason": "Build-ci-docker-images commit-message handling is unrelated to secrets passing in pr-ci-security-gate." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different fixes; not duplicates." + "reason": "Different workflow files and different security hardening targets; not a duplicate." } ] }, @@ -25976,12 +26043,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "a9128120f1aaf1ab8f03d8455c0379b3a78581d9faae5eab906d1890e169b773", + "prepared_review_unit_hash": "01a4782ce9a73616b9c5db9809a037b08ff38cbdc2a672161ae1a729bf35503b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4278, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25989,7 +26056,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4278, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25998,18 +26065,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two security-hardening PRs that both block path traversal, but they target different loader paths and different inputs: sharded checkpoint `weight_map` resolution vs `transformers_weights` config resolution. They are related in theme, not duplicates.", - "confidence": 0.95, + "summary": "Two security-focused PRs that both block path traversal, but they target different inputs and different loader code paths: sharded checkpoint filenames from a weight_map vs. the transformers_weights config field.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster because it directly fixes shard-file resolution in `hub.py` with explicit containment checks and a corresponding test; however, the cluster does not contain true duplicate PRs.", + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different path-traversal vectors in different modules.", "best_issue_reason": null, - "best_pr_reason": "PR 46890 is also a legitimate standalone security fix, but it targets a different code path (`modeling_utils.py` / `transformers_weights`) and should not be treated as the same change as 46281.", + "best_pr_reason": "Neither PR is a duplicate of the other; if one must represent the cluster, PR 46281 is slightly more general in its sharded-checkpoint loader hardening, but it does not subsume PR 46890.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both mitigate path traversal, but in different mechanisms and files: one validates sharded checkpoint filenames from `weight_map`, the other validates `transformers_weights` config paths. They are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Reject: both are path-traversal mitigations, but they fix different concrete code paths and inputs (`weight_map` shard filenames in `hub.py` vs. `transformers_weights` in `modeling_utils.py`). They are not the same underlying bug and would not naturally merge into one PR." } ] }, @@ -26039,12 +26106,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "2bdee7cd9da6869cb9e143c40fd7af793af2925a976e11b9b5c34f6f38fa8afb", + "prepared_review_unit_hash": "06a9d758ebf931e1b300dc9af5a15998b5b874e4f270bb31dabf84b638b4d9f7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26052,7 +26119,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26061,18 +26128,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #46574 fixes CodeLlama decode-time stripping of real leading spaces, while #46580 fixes incorrect tokenizer-class selection for specific DeepSeek checkpoints.", - "confidence": 0.97, + "summary": "These two PRs address different tokenizer bugs in different model families: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class misloading in AutoTokenizer. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the changes touch different tokenizer code paths and solve different model-specific bugs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because they are unrelated fixes and could not be merged as one change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and different affected model families: CodeLlama decode stripping vs DeepSeek tokenizer-class routing." + "reason": "Different code paths and symptoms: CodeLlama decode/decoder initialization vs AutoTokenizer checkpoint-prefix overrides for DeepSeek models. They are unrelated fixes and would not be merged as one PR." } ] }, @@ -26104,12 +26171,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "240fdb6f1d5cd596617640bd27e16ee5976ec0b1d7fc0ce73e7fa600b2547231", + "prepared_review_unit_hash": "26691656286a02dd5ec78727e844943844818455c72b4312142eec9c01cb1376", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26117,7 +26184,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26126,24 +26193,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests address different bugs in different code paths: cache-layer validation, prompt lookup decoding length handling, and logits-processor input validation. The soft-similarity links are false positives.", - "confidence": 0.99, + "summary": "Three open PRs, but they address different bugs in different code paths: QuantizedCache layer-type validation, prompt lookup decoding max_length handling, and empty-list validation for generation biases/bad words. I do not see duplicate-candidate evidence strong enough to merge any pair.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct fixes and do not describe the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good duplicate anchor here; the PRs are unrelated beyond broad generation/cache validation overlap.", + "best_pr_reason": "No PR is a clear duplicate target here. If forced to pick a single representative, PR #46993 is the most self-contained user-facing bug fix with a focused code change and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Unsupported QuantizedCache layer-type validation is unrelated to prompt lookup decoding exceeding max_length." + "reason": "Different subsystems and failure modes: cache quantization layer-type support versus prompt lookup candidate truncation. They do not fix the same underlying bug." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Prompt lookup max_length handling and empty bad_words_ids/sequence_bias validation are different bugs in different subsystems." + "reason": "Both are generation-related, but one fixes prompt lookup decoding length budgeting while the other tightens validation for empty lists in logits processors. Separate code paths, separate bugs." } ] }, @@ -26173,57 +26240,61 @@ ], "soft_pairs": [ "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "f839bbfa38ef80e0d5c0f1810ddaee6b1c351afb76a5569afd739890c3cac505", + "prepared_review_unit_hash": "63a873fb96a999c18de63c00b0a41f5fd51e6286a6c6d052e6028fa12ddb9061", "component_budget": { "node_count": 3, "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6945, - "estimated_input_tokens": 1737, - "estimated_eval_tokens": 3730 + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 }, "budget": { "node_count": 3, "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 6945, - "estimated_input_tokens": 1737, - "estimated_eval_tokens": 3730 + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related sibling fixes for Hungarian matcher failures from non-finite cost matrices, but they are not all strong duplicate-equivalents. PR 47048 is the best representative. The 47048\u219447066 edge is well supported; the 47016\u219447048 edge is only thematic and should be rejected as a soft merge candidate.", - "confidence": 0.83, + "summary": "Three open PRs all add a nan/inf guard before Hungarian matching to prevent scipy \"cost matrix is infeasible\" errors, but they target different model-specific matcher implementations rather than the same exact code path.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the best cluster anchor because it directly fixes the infeasible-cost-matrix crash with a minimal, reusable safeguard and applies it across multiple matcher implementations, making it the clearest representative of the shared bug class.", + "canonical_pr_reason": "PR 47048 is the best representative of the cluster: it applies the matcher-cost guard in a shared object-detection loss path and covers two models, making it the broadest and most central example of the fix pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 is the strongest standalone PR for triage: its title and patch clearly target the underlying non-finite Hungarian cost matrix failure, and the fix is broadly reusable across similar matcher code paths.", + "best_pr_reason": "PR 47048 is the strongest standalone candidate because it addresses the core matcher failure in a shared loss module and has the clearest generality; 47016 is narrower and 47066 is another parallel model-family patch.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "They share the general theme of non-finite Hungarian cost matrices, but the evidence is too soft for a duplicate edge: low Jaccard, no shared files, no shared target issue, and they patch different model-specific matcher paths. This is related work, not the same concrete bugfix PR." + "reason": "Both fix the same class of Hungarian-matcher crash, but they act on different model-specific loss implementations (RT-DETR vs DETR/Grounding DINO), so they are not the same concrete code-path change." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "These are parallel guards for different matcher implementations (RT-DETR vs Deformable DETR/LW-DETR); similar bug pattern, but not the same underlying change or code path." }, { "left": "pull_request:47048", "right": "pull_request:47066", - "accept": true, - "reason": "Both PRs implement the same concrete safeguard for the same Hungarian-assignment failure mode by replacing non-finite costs before scipy assignment. The patch pattern and bug are close enough that they could plausibly be merged into one broader fix." + "accept": false, + "reason": "They both add the same non-finite-cost guard, but across distinct matcher files and model families; this is a repeated fix pattern, not one mergeable code-path change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the first soft-edge verdict is too strong. PR 47016 and PR 47048 do share the same general theme (Hungarian matcher cost matrices becoming non-finite), yet the packet only shows soft similarity there: low Jaccard, no shared files, and no shared target issue. That makes mergeability into a single same-bugfix PR plausible, but not established enough to mark as an accepted edge. The 47048\u219447066 edge is better supported. " - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -26247,7 +26318,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "93571ce6f262e33ebd581a527331ef06aff943e94754c48e234617c96bd6ba9f", + "prepared_review_unit_hash": "5f3050423424a16df37b6548fa1da7691e54fb11e9e6f8d1b0e10a726a096874", "component_budget": { "node_count": 2, "item_count": 2, @@ -26269,18 +26340,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xLSTM train-mode forward crash path in `modeling_xlstm.py`, with PR 47046 appearing to be the broader/finalized fix that also covers `use_cache` and adds tests. They look duplicate enough to cluster together.", - "confidence": 0.84, + "summary": "These are likely two closely related xLSTM PRs against the same train-mode crash family; one is a narrower patch, the other appears to be the broader follow-up/final fix with tests.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same train-mode crash path as 47026 but is broader and more complete, covering both `return_last_states=False` and `use_cache` with test coverage.", + "canonical_pr_reason": "PR 47046 is the better canonical representative because it appears to cover the broader xLSTM train-mode failure set (return_last_states=False plus use_cache) and includes test coverage, whereas 47026 is a narrower fix for one branch of the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the strongest representative: it fixes the xLSTM train-mode crash in the same file, spans the same underlying forward-path bug, and includes accompanying tests, making it the best standalone reference for the cluster.", + "best_pr_reason": "PR 47046 is the best overall representative of the cluster because it seems more complete and likely subsumes the narrower crash fix in 47026.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", "accept": true, - "reason": "Both PRs fix the same xLSTM train-mode crash in `modeling_xlstm.py`; 47046 looks like the superset of 47026\u2019s `return_last_states=False` fix by also handling `use_cache`, so they are plausibly mergeable into one change." + "reason": "Both target the same xLSTM train-mode crash path in modeling_xlstm.py, share the same issue target, and the later PR looks like a broader version of the same fix rather than a separate change." } ] }, @@ -26314,7 +26385,7 @@ "pull_request:47032|pull_request:47045", "pull_request:47051|pull_request:47060" ], - "prepared_review_unit_hash": "48b2cf53d7b13e9982622a549dd83f169aa35a2bd1906f3bc4dae676e95c9a8c", + "prepared_review_unit_hash": "8d9c7ddacc92ff60f2bc55892b0d8152dfbde3a90da2ef664cacfc519f271bb0", "component_budget": { "node_count": 4, "item_count": 4, @@ -26336,30 +26407,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four distinct PRs that only overlap at a broad multimodal/processing-pipeline level. The only close-looking pair, 47032 vs 47051, shares a file but fixes different behavior: stop-sequence handling vs. forwarding generation kwargs. The others target unrelated Voxtral audio-format validation and Qwen Omni post-processing.", - "confidence": 0.9, + "summary": "These PRs are related only by broad multimodal/pipeline similarity, but they fix distinct code paths: stop-sequence handling, audio format validation/encoding, direct generation-kwargs forwarding, and Qwen Omni batched decoding.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the broadest and most central of the set, spanning the multimodal generation pipeline plumbing across multiple files; it is the best representative of the cluster\u2019s shared pipeline theme, though it is not a duplicate of the others.", + "canonical_pr_reason": "PR #47051 is the best representative because it is the broadest pipeline-level change and touches the shared multimodal generation plumbing that overlaps conceptually with one other PR, while still being concrete and test-backed.", "best_issue_reason": null, - "best_pr_reason": "PR 47051 best represents the cluster because it addresses the core multimodal generation pipeline parameter routing and touches both pipeline implementations, making it the most central code change among these unrelated fixes.", + "best_pr_reason": "PR #47051 is the most central to the cluster\u2019s shared theme (multimodal pipeline behavior) and has the widest impact across the affected pipeline code, making it the most suitable anchor PR even though the set is not duplicate-heavy.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image_text_to_text.py, but 47032 fixes stop_sequence/stop_strings behavior while 47051 forwards direct generation kwargs. Different underlying bugs and different merge intent." + "reason": "Both touch image-text-to-text pipeline code, but #47032 only changes stop_sequence translation to stop_strings, while #47051 refactors how generation kwargs are routed. They address different behaviors and could be merged independently." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Different subsystems and bugs: image-text-to-text stop-sequence handling versus Voxtral audio-array format validation and soundfile requirements." + "reason": "These are unrelated fixes in different processors: image-text-to-text stop-sequence handling vs Voxtral audio-array format handling/encoding. No shared bug or code path." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "47051 is about multimodal pipeline kwargs routing; 47060 is about Qwen Omni batched post-processing. They do not fix the same concrete code path." + "reason": "#47051 changes multimodal generation parameter forwarding, while #47060 fixes batched post-processing for Qwen Omni decoders. They affect different stages of the pipeline and are not the same change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2bf5e1c3184cd24883bc40a42490e5b7f6394ef5..3129abacbc71e37f5c0434deb8830f728f8ff71a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260704t120019z", + "analysis_id": "hybrid-model-20260704t180019z", "archived_artifacts": { - "hybrid": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260704T120019Z/analysis-runs/hybrid-model-20260704t120019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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cluster with 14 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 281.974 + } +} diff --git a/snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a36e400e40f2412cbb61939ed0eef3e7000f3778 --- /dev/null +++ b/snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26445 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260704T180019Z", + "generated_at": "2026-07-04T18:11:23Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": 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"issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "477c0639b9cb0093c429dedc8cf992c52264dd074dcdece1ebb5f4de9e0b8e8b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46569, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The main duplicate family is the DeepSpeed ZeRO-3 empty-tensor IndexError reports (41762, 43596, 43638), plus a separate torch 2.4.1 / transformers 5.8.0 incompatibility pair (45800/46515).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41762 is the earliest ZeRO-3 empty-tensor IndexError report in this packet, and it anchors the same failure family later seen in 43596 and 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 has the clearest generic wording for the ZeRO-3 empty-tensor IndexError family, so it is the most reusable triage label even though it is not the earliest report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute missing vs chat/completions streaming API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend problems on different hardware paths; only broad GPU/MPS similarity." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different symptoms and subsystems: image dtype mismatch vs AMD GPU model failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device issues, but for different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes; too broad to be duplicates." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "AMD GPU support issue vs invalid-method bug in a different model class." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export problem vs Qwen3MoE FP8 failure; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "No concrete overlap beyond generic model-loading/backend failure." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different product areas: table QA crash vs documentation example cleanup." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs import-path breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed items and likely need separate edits." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different trainer/resume problems; no shared concrete bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Local-resume/trust-remote-code issue vs multi-GPU device-map issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask/index shape mismatch vs Gemma4 device_map forward mismatch; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Only loosely related IndexError wording; the actual failure messages and contexts differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training resume/remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the reported failure modes differ enough that they are not clearly the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal/video loading bug; no concrete shared code path." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic IndexError vs TP/MoE support issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different features and errors; not a duplicate pair." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template bug vs training resume issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug vs ONNX export bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention distributed training, but the actual errors and model contexts differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 empty-tensor IndexError family; the titles describe the same concrete failure mode on different Bert reproductions." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy path vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization regression vs LoRA merge/save-load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with no shared code path." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for a specific model vs remote-code model_class/config_class attribute error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the underlying bugs are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as the mask-shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated backend/hardware failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but different bugs: CPU-offload incompatibility vs uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model/backend problems; no shared concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training/runtime errors." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 empty-tensor IndexError vs tensor-parallel MoE issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal inference bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures; only superficial version-era similarity." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same version-compatibility problem report: torch 2.4.1 incompatibility with transformers 5.8.0/related stack." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General Torch compatibility issue vs Qwen NVFP4 runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/backend problems on different models." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm failure vs image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch vs Qwen NVFP4 runtime failure." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method bug vs MPS int-histogram backend limitation." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend failures." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Trainer embedding unpacking bug vs MoE tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue vs trl SFT embedding unpacking issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 load-time empty-tensor IndexError family; Gemma3 and Bert are different repros of the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed APIs/commands." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge acceptances look conservative, but the canonical_issue_reason is not fully grounded: issue 43596 is not the earliest ZeRO-3 empty-tensor IndexError in the packet (issue 41762 predates it). Please remove or correct that chronology claim before accepting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "cb8a4971ae2a0513c1e26fb652cdd2e666de8cf526e03037bf33bb46f7d6b243", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40047, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues. The only clear duplicate families are the DeepSpeed ZeRO-3/BERT load failures and the v5 AutoTokenizer token-ID regression; the rest are only loosely similar by subsystem or error style.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue: it has the broadest and clearest title, describes a concrete v5 tokenizer regression across multiple models, and is more representative than the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue candidate because it is broad, actionable, and clearly framed as a regression affecting multiple model families, making it a good anchor for the duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/transformers breakage, but they describe different incompatibilities and likely different code paths." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "One is a corrupted checkpoint report; the other is an unmapped text-encoder weight loading bug. Not the same failure." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different models and different symptoms: vLLM/Gemma3 loading versus distributed build/runtime support in v5.9.0." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 init/load-time IndexError class and appear to stem from the same loading bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window config missing and Qwen3 auto-device-map cuda assert are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different API/documentation mismatches and do not share the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torch USE_DISTRIBUTED=0 compatibility problem." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy fallback and Qwen3-VL video StopIteration are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG docs are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch and video token/template mismatch are different multimodal bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt compatibility are not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading failure and RAG example docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted checkpoint is not the same as a model implementation load failure." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the pytorch/distributed build issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different models and different config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": true, + "reason": "Both are the same ZeRO-3/BERT-style IndexError during loading/training and look like the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure and corrupted checkpoint are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch incompatibility and pydantic PretrainedConfig breakage are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different symptoms and likely different paths." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 IndexError and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error and table task crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both involve MoE-related models, but the traced grouped_mm failure and MPS histogram failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral tracing error and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight-tying bug and corrupted checkpoint are not the same failure." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU auto device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 errors, but the specific exceptions and model contexts differ enough that they do not look like one bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class failures are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a broken PretrainedConfig field in pydantic are related only by version churn, not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it picks 45920 as the broadest tokenizer-regression issue and correctly characterizes most other pairs as unrelated by title/context. The accepted soft pairs are conservatively phrased as likely same-family DeepSpeed/ZeRO-3 or tokenizer regressions, without overclaiming beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "dbd75fd4ef2cbfe34871e5c79ba6eed7ac80e03be5cf7add41068fc8ef748eba", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36240, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated bug reports with similar wording. The only clear duplicate-style match is the trust_remote_code/custom-module cache collision pair (45632/45698).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45632 is the cleaner root-cause report: it describes the cache-path collision for local models with the same leaf directory name, which also explains the wrong-module symptom in issue:45698.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the best representative because it states the underlying bug more generally and would absorb the downstream manifestation reported in issue:45698.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading under transformers/vLLM vs GGUF gpt-oss architecture support. Not the same code-path." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/indexing errors, but one is a mask-length mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT trainer; different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral vs tensor-parallel not working for GPT-OSS MoE; different execution paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is chat/completions streaming on Qwen3.5-0.8B. Not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Memory/OOM under int4 quantization is unrelated to tied-weights issues on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are distinct model/runtime problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument mismatch is a loader/init bug; pydantic `PretrainedConfig` field breakage is a separate API/serialization issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic `PretrainedConfig` breakage." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a zero-sized tensor during deepspeed zero3 init. Different causes." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 vs video token/feature mismatch in Qwen3.5-9B; different modalities and code paths." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and unrelated to be the same concrete bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text embedding quality regression and nonsensical AutoModel/pipeline output are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Video-input regression in v5.3.0 affects a family of Qwen models, but it is not the same as the apply_chat_template video-feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device_map_auto failure are unrelated model-integration issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen multimodal `text_config` unwrapping and Qwen3_5MoeTextRotaryEmbedding uninitialized memory are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3 init index error is unrelated to resuming training with local models and trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration problem and remote-code model_class/config_class AttributeError are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "One is an image dtype mismatch; the other is TRL unpacking failure for Qwen3.5 inputs. Not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape runtime error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization in Transformers 5.0.0 is not the same as flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-quality reports with no shared code-path." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same trust_remote_code/custom-module cache collision leading to the wrong custom module being loaded; one is the root-cause report and the other is the manifested wrong-module load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights issues are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling on translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash on Qwen3.5 is unrelated to tied weights in translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and docs mention of removed run command are different documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight issues." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Generic input_ids/inputs_embeds XOR validation messaging is broader than the T5 decoder-input validation bug; different scopes and fixes." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL SFT trainer is unrelated to GraniteMoEHybrid calling an invalid method." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted pair, issue:45632/issue:45698, is well supported by the titles and the stated cache-path/custom-module relationship, while the other soft-edge rejections do not overclaim from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "23840281e09dd6df45095fcf78b273b25c325fcca411331aca03b4087e25d95b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many separate Transformers regressions around loading, tokenization, remote-code, quantization, and model-specific errors. Only a few soft edges look like true duplicates, mainly where the titles point to the exact same underlying contract/regression.", + "confidence": 0.73, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella for the cluster\u2019s repeated loading/tokenizer/remote-code regression reports, so it is the best single issue to anchor triage even though the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most representative high-level issue in this set: it captures the recurring recent-version loading breakages that many nearby issues are variants of, making it the best global issue anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen3 NVFP4 load/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete bugs and model behaviors; not the same underlying fix." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc example/model-processor mismatch and quantization failure vs SigLIP2 text embedding quality regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent buffer corruption regression in Transformers v5; 44534 is essentially the same bug restated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated trainer API change vs DeepSpeed ZeRO-3 Gemma3 loading error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different subsystems: remote-code AutoConfig field loss vs non-persistent buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/float8 incompatibility errors with different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly references the same issue family." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/pathology: autocast dtype mismatch on Phi MoE vs Qwen3.5 3D position-id/attention issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but not the same concrete bug or fix scope." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs broad tokenizer-version change report; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 symptoms: unexpected zero probabilities vs worse text embeddings." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract problem returning a tensor instead of a plain int, causing downstream breakage." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but the second is about meta->to_empty materialization and uninitialized rotary state, which is a different bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a flash-attn crash from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 complaints: degraded text embeddings vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training problems: LoRA gradient checkpointing vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma4/Qwen3 issues with unrelated code paths and symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo attribute error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model failing to load; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs early-stopping metric selection issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading reports with different root causes." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote-code loading, but one is a specific missing-fields AutoConfig bug and the other is a broad umbrella report; not clearly the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/training issues: LoRA checkpointing inefficiency vs Qwen3 MoE memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/loading failures: Gemma3 ZeRO-3 index error vs Qwen3 MoE FP8 config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific loading errors with no shared bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class vs bitsandbytes keyword-argument incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only load error vs unrelated GLM5 issue." + }, + { + "left": "issue:44910", + "right": "issue:44928", + "accept": true, + "reason": "Same underlying Qwen3.5 3D position_ids handling bug in attention; one manifests as flash-attn crash, the other as SDPA fallback/NaN instability." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being heterogeneous. The accepted soft edges are all plausible same-bug or same-regression families from the titles, and the rejected ones avoid overclaiming where the evidence only shows related symptoms rather than a shared fix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "d7fb8bfb06ae1482bfecc639a971bb33926295a634a898770c7f934f17109dd1", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36747, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster with only a few true duplicate-style pairs: docs cleanup around removed pipeline tasks, the `_is_hf_initialized`/`Int8Params` loading bug, and the repeated mask-shape mismatch issue. Most other pairs are only thematically related (loading, tokenizer, DeepSpeed, or model-family regressions) but do not look like the same concrete bug or mergeable fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest representative of the largest recurring theme in the cluster (recent-version remote_code/loading regressions), but the cluster is heterogeneous, so it should be treated as a loose anchor rather than a universal canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most umbrella-like report, even though several nearby items are separate bugs rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS int histogram support vs device_map='auto' forward device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer backend crash and flash-attn fallback gating are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case vs generic remote_code loading regression; different underlying failures." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device placement mismatch are distinct problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Branch-compatibility/LoRA loading issue vs a tie_word_embeddings warning; not a duplicate." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different missing-attribute failures during loading." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regression vs Kimi tokenizer codec/regression issue; separate fixes." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and performance paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Int8Params/_is_hf_initialized TypeError vs YOLO multi-GPU device_map failure; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug vs missing config_class on remote-code models; different issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed these pipeline tasks, but the docs still reference them." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / Int8Params loading bug when using init_empty_weights." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Pattern-similar tokenizer regressions, but not clearly the same concrete DeepSeek bug or fix." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weight bug vs non-persistent buffer corruption; different state-handling failures." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Similar training-loss double-shift wording, but the evidence does not show a single shared bugfix." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code related, but one is a loading regression and the other is a config_class attribute failure." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs `_torch_extract_fbank_features()` issue; different audio code paths." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is missing weight conversion, the other is gradient averaging under GAS; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing ineffective vs missing supports_gradient_checkpointing flag; related area, different defect." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature breakage vs tensor-mask shape mismatch; unrelated failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed weight-loading complaints, but the concrete missing-weight causes differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures/checkpoints." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message vs hard tokenizer load failure; not the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN / SDPA fallback problem vs flash_attention crash on s_aux=None; distinct failures." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a broad regression and the other is a specific StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape-mismatch indexing failure, just with different reported sizes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different topics: DeepSpeed training weight shape error vs void segmentation-map processing." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is broadly grounded, but I\u2019d reject because a few soft-edge accepts are too strong for the evidence in the packet. 43827/44509 and 43872/44291 are solid duplicate-style matches, but 45488/46489, 43940/45313, and 46894/46897 look only pattern-similar from the titles, not clearly the same bugfix or single PR-worthy issue. Given the packet\u2019s own deterministic_accept=false on those pairs, the verdicts should stay more conservative. The 45020 umbrella-canonical framing is also a bit overstated for a mixed cluster." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:41553|issue:44488", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:42915|issue:43957", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "40fa208b96e4260276337f38075fe08501cfab6e109445378f0894e6419f4551", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38359, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated reports; only three soft edges are strong enough to accept: 43645\u219443646, 38175\u219443994, and 45672\u219446899. The deepspeed/Zero-3 BertModel pair (43596\u219446515 and 43638\u219446515) is correctly rejected, not treated as a true duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "43646 is the broader, more general report of the Transformers 5 custom-model initialization regression; 43645 is the narrower Jupyter-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best anchor for the custom-model-init cluster because it describes the core regression without the notebook-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: Qwen3.5 PagedAttentionCache/linear_attention vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but they affect different architectures and concrete code paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the models and symptoms differ; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF support issue vs sliding-window bug; no shared underlying fix." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Distinct regressions: Qwen2.5-VL rope scaling vs Qwen3_5Moe meta\u2192to_empty materialization." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel Zero-3 IndexError is a specific training-time bug, not a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different pipelines and failures: AudioFlamingo3 batched leakage vs Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different code paths: FSDP2 shared_kv_states rebuild vs device_map=\"auto\" device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "BertModel Zero-3 IndexError is not the same as a broad torch version incompatibility report." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs meta-device loading breakage in different models." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2.5-VL is unrelated to meta-device loading failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different symptoms and models: image-preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5 custom model initialization regression; 43645 is just the Jupyter-specific variant." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but the concrete bugs are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs MPS histogram support for Int in MoE code." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel runtime issue is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different bugs: torch.compile+SDPA on Bamba vs flash-attention 3D position_ids on Qwen3.5." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration vs TRL SFT unpacking embeddings; different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 compiled flex_attention failure vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but in different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2-base-patch16-224 output regression: zero probabilities vs nonsensical results through AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs generic mask/index shape mismatch." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug class; both point to unsafe dtype handling in embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but for different models and without a shared code-path." + }, + { + "left": "issue:43638", + "right": "issue:44589", + "accept": false, + "reason": "BertModel Zero-3 IndexError is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model-addition/tokenizer-mapping failure is unrelated to the mask shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall conservatism is good, but the summary overstates the evidence by listing the deepspeed/Zero-3 BertModel IndexError as one of the true duplicate clusters. In the packet, both 43596\u219246515 and 43638\u219246515 are explicitly soft-rejected, so that pair should not be described as a true duplicate. The accepted pairs that are grounded are 43645\u219443646, 38175\u219443994, and 45672\u219446899." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "5fff046314a9278d71c2d611cb435e47ccdf4f04eb05424eaa223a1026803144", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two reports of Transformers 5.0.0 filling non-persistent buffers with junk. The rest are related by topic or model family but describe different failures or code paths.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the clearest representative of the one confirmed duplicate pair, with a broad title that captures the shared regression and earlier report date.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the cluster because it names the concrete regression directly and matches the accepted duplicate exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: dequantized model offload/load bug vs Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is a zero-probability/model output bug and the other is a broken docs example with processor mismatch and quantization issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different model/code path and symptom: Qwen3 auto device-mapping cuda assert vs Qwen3MoE fine-grained FP8 failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3MoE FP8 training/loading issue vs Strix Halo mmap OOM workaround." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and mechanisms: Qwen3 MoE hf4.x/hf5.x incompatibility vs Gemma4 resize_token_embeddings propagation bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model families and failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different checkpoints, but the titles do not show the same concrete bug or shared code path." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and symptoms: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan OOM/shape errors." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is ignored dtype on multimodal loading and the other is stale config dtype after from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same family, but different issues: ZeRO-3 load failure for language_model vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization problem." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the first is a broken documentation example and the second reports nonsensical model outputs; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and without evidence of the same underlying tokenizer bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: Qwen3 MoE training memory inefficiency vs quantization/offloading behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and distinct load failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-specific resize_token_embeddings regressions." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization causing reserved-memory OOM." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different training/optimization bugs with no shared concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model-specific embedding propagation bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated: GLM5 issue vs quantized-model save/load regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load/init issues, but the concrete failures differ: extra_state handling vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar loss-shift pattern, but different model implementations; not clearly the same underlying bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and describe different incorrect behaviors." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but different affected submodules and model implementations; not enough to treat as the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated failures in different components/models." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes and error modes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Related to tokenizer/model loading, but one is vocab-size mismatch and the other is a model-load regression for a different checkpoint." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model families and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted soft edge (issue:43644 \u2194 issue:44534) is well supported by the near-identical titles. The other pairwise rejections are conservative and generally stick to differences visible in the issue titles. No obvious overstated duplicate claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "e4233b2de85ab8ae5f65f7ae00ac780ada1a2fa1227468245cbce5283b0fd3ab", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer issues, with one small duplicate cluster around `resize_token_embeddings` not propagating to model output/decoder embeddings across Gemma4/T5Gemma variants.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic report of the embedding-resize propagation bug and best serves as the umbrella duplicate target for the model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the clearest representative of the shared bug class: `resize_token_embeddings` updates are not reflected in downstream embeddings/output weights, with nearby issues describing the same failure in specific model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a Torch version compatibility complaint; the other is a meta-device loading regression affecting specific models. Different bugs and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batch token/embedding leakage. Not the same code path." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv state error vs Qwen multimodal config unwrapping in `from_config`. Separate model-initialization problems." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are different model implementations and likely different missing tie-weight fixes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument breakage is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/quantization, but one is offloading behavior and the other is increased reserved memory under int4 quantization. Not the same defect." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug vs VideoPrism output field mismatch. Different output-structure issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility. Unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Distinct quantization/model-loading failures for different models and backends." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad area of gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition. Different problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading failure and Strix Halo mmap/OOM are different memory/loading regressions." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Gemma4 FSDP2 shared-kv-state error. Different model subsystems." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs broken example script. Related family, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying embedding-resize propagation bug; 45276 is a Gemma4-specific manifestation of 45292's generic issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL models vs strict config rejection for granite_speech. Different failures." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing prohibition vs RLHF NaN from 3D position_ids/SDPA fallback. Not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained `extra_state` handling is unrelated to the Strix Halo mmap issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are separate tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` is unrelated to Gemma4 FSDP2 shared state rebuilding." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model loading test failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression. Different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is permissions propagation and the other is wrong module reloading. Not duplicates." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize-token-embedding propagation bug; 45335 is a T5Gemma-specific instance of the broader issue in 45292." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is separate from `extra_state` save/load handling." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to meta-device loading regressions." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-tokenizer loading issues; one is vocab/token placement, the other is loading a specific model in latest version." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs Trainer resume/max_steps miscalculation. Different functionality." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization error is unrelated to Strix Halo mmap/OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clear cluster is the resize_token_embeddings propagation issues around issue:45292, issue:45276, and issue:45335, and the rejection calls for the other soft pairs are appropriately cautious based on the titles alone. No evidence of overstated duplicate claims or mergeability issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:39404|issue:44912", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821", + "issue:43632|issue:47050", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "1efd394f368059374da1edb2ba6255643322031621577b41491ec2e07e0d9ba7", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and docs issues; the soft pairs are similar at a surface level but do not share the same concrete bug or fix path.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45701 is the broadest representative of the recurring tokenizer-regression theme in this set, with a title that most naturally covers version-dependent tokenization changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most suitable global representative because it is broad, regression-oriented, and closest to the common symptom space across several other tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a training-loss shift pattern, but they are model-specific reports with no evidence of the same shared code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a general Torch 2.10 incompatibility report; the other is a torch.autocast dtype mismatch in Phi-tiny-MoE. Different failures." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs. a leading-space round-trip bug. Different tokenizer behaviors." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is unrelated to added-token lookup slowdown." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language failure is a pipeline behavior bug, not the same issue as general tokenization changes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and a template-node compilation TypeError are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 breakages, but one is base_model_prefix loading and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility is unrelated to YOLO multi-GPU device_map loading." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language and from_pretrained-inside-classes are distinct behaviors with different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "These are both compatibility-style reports, but they affect different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models does not match a generic mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they target different pipeline task deprecations and behavior changes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong/incoherent model outputs for SigLIP2 are not the same as ModelOutput key assignment semantics." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures for torch_compilable_check are unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are separate tokenizer-loading bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Sinq save/load breakage and mistral_common continue_final_message behavior are different features." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are different regressions." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of a prior issue and a tokenizer message-continuation bug do not share the same underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a Mistral regex patch crash and the other is a different model's tokenizer load failure." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map placement issues and Gemma4 multimodal 4-bit dtype-cast issues are related only by model family, not the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "A sequence-classification loss degeneracy is not the same as ASR training-loss double-shift behavior." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different resource problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3-VL weight-shape mismatch are separate loading failures." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and a TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Canine ONNX fp16 dtype mismatch are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention 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": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "d4d5ee1970d314d415e63770e7f0a8bc930971981f762aa0a7d4d6be33932315", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with no PRs. The one audio-feature-extraction pair is only superficially related from titles/metadata, so it should not be merged as the same bug on the available evidence.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44206 is the clearest standalone issue in the audio-feature-extraction area, but the metadata is not strong enough to prove 44220 is the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "44206 is the best issue anchor because it names a concrete regression and failing path more clearly than 44220.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different bug classes: zero-loss classification vs Florence2 training double-shift." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they involve different models and no shared concrete code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Repository tokenizer loading and Mistral regex-patching are separate tokenizer paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading breakage and non-persistent buffer junk are distinct regressions." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to tied lm_head weights in Mistral3." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Repository tokenizer.json handling and DeepSeek-Coder tokenizer output are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure mismatch and Sam3 text-encoder weight loading affect different model code paths." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to template-node compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline issue and CamemBERT masked-LM predictions are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration failure and flex_attention compile regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code field loss and PagedAttentionCache group-type crash are different issues." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen offload incompatibility are separate device bugs." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid-group-type crash do not share a concrete fix." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures after updates, but they target different models and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on one model is unrelated to tokenizer post-processor update behavior." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm failure and non-template-node compile error are different failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting bug and multi-image IterableDataset finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer corruption is not the same concrete bug as generic custom model initialization breakage." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized regression are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "TensorFlow extra packaging and backend mapping validation are separate backend problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles both concern audio feature extraction, but 44206 is a specific unsupported-`center` regression while 44220 only names `_torch_extract_fbank_features()`; titles/metadata do not establish the same concrete code-path bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization are unrelated v5 regressions." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper skip_special_tokens decoding and empty-transcription generation after align_special_tokens are different behaviors." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Generic gguf_file from_pretrained breakage and Qwen2.5-GGUF loading failure are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned tokenizer-load failures, but the models and failure modes differ." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Compilation/template-node error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized-load failure and GGUF model loading failure are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common continue_final_message are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overview is mostly conservative, but it overstates the evidence for the one accepted pair. In the packet we only have titles and metadata for 44206/44220, which show related audio-feature-extraction symptoms, not a clearly established shared crash path or identical function-level bug. That makes the acceptance too assertive for the available evidence. The rest of the rejections are generally conservative, and there are no PRs to assess." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43883|issue:44488", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44464|issue:45987", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43883|issue:44991", + "issue:43089|issue:45987", + "issue:43531|issue:44877", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "3f4061866955ef529d56ea59792d5b37e315679b2cebd471098b614684e5f766", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose mix of unrelated Transformers issues; there is no PR data. The closest thematic concentration is around v5 initialization/regression problems, but none of the soft edges look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43632 is the strongest anchor because it states a broad v5 initialization regression with a likely root-cause flag (`_is_hf_initialized`) that overlaps conceptually with several nearby initialization-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for this cluster: broad, root-cause-oriented, and closer to the shared v5 regression theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262 \u2014 audio processor chat template defaults to 16kHz", + "right": "issue:43377 \u2014 MIMI encoder batched vs single outputs differ", + "accept": false, + "reason": "Both are audio-related, but one is about sampling-rate defaults and the other about padding-mask/batching behavior in a different model." + }, + { + "left": "issue:43208 \u2014 xLSTM bugs preventing training <7B", + "right": "issue:47013 \u2014 xLSTM train crash when return_last_states=False", + "accept": false, + "reason": "Same family, but the titles describe different defects and code paths; not the same underlying bug." + }, + { + "left": "issue:43883 \u2014 Molmo missing all_tied_weights_keys", + "right": "issue:44488 \u2014 cannot load cjvt/sleng-bert", + "accept": false, + "reason": "These are unrelated loading failures with different models and different failure modes." + }, + { + "left": "issue:43792 \u2014 whisper-large-v2 can't run", + "right": "issue:46869 \u2014 YOLO model failing on multi-GPU auto device map", + "accept": false, + "reason": "Different models, different execution paths, and different error types." + }, + { + "left": "issue:44403 \u2014 unnecessary noise when loading a transformer", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "One is cosmetic logging noise; the other is a tokenizer crash. Not the same bug." + }, + { + "left": "issue:43646 \u2014 Transformers 5.0.0 breaks custom model initialization", + "right": "issue:44534 \u2014 v5 fills non-persistent buffers with junk", + "accept": false, + "reason": "Both are v5 regressions, but they affect different mechanisms: custom init vs buffer state handling." + }, + { + "left": "issue:43645 \u2014 Jupyter notebook custom model init breaks in v5", + "right": "issue:46661 \u2014 AutoModel.from_pretrained remote-code config_class missing", + "accept": false, + "reason": "Both involve model loading/init, but the root causes and affected flows differ." + }, + { + "left": "issue:42915 \u2014 Qwen3Moe fails with FineGrainedFP8Config", + "right": "issue:45084 \u2014 Can't compile non template nodes", + "accept": false, + "reason": "Different subsystems: quantization/config handling versus compilation/template-node parsing." + }, + { + "left": "issue:44849 \u2014 Qwen3.5 output_hidden_states bug", + "right": "issue:45325 \u2014 Qwen2.5-VL still-image temporal position_ids scaled wrongly", + "accept": false, + "reason": "Different models and different bugs in output handling vs rope/position-id computation." + }, + { + "left": "issue:43377 \u2014 MIMI batching/padding-mask mismatch", + "right": "issue:43819 \u2014 DAC.from_latents mismatch with forward pass", + "accept": false, + "reason": "Similar symptom class, but different models and different implementation details; not the same underlying defect." + }, + { + "left": "issue:43404 \u2014 lm_head weight not tied in Mistral3ForConditionalGeneration", + "right": "issue:44466 \u2014 lm_head.weight serialization depends on device in v5", + "accept": false, + "reason": "Both touch tied weights, but one is a model-architecture tying bug and the other is serialization inconsistency." + }, + { + "left": "issue:44987 \u2014 transformers>=5.1.0 fails loading physical-intelligence/fast", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "Both are loading problems, but they target different components and causes." + }, + { + "left": "issue:28530 \u2014 early stopping needs metric_for_best_model but lacks eval_f1", + "right": "issue:34567 \u2014 num_input_tokens_seen not updating", + "accept": false, + "reason": "Completely different trainer-state behaviors with no shared failure mode." + }, + { + "left": "issue:43994 \u2014 siglip2 gives nonsensical AutoModel/pipeline results", + "right": "issue:44610 \u2014 OmDet-Turbo processor outputs 640px instead of 224px", + "accept": false, + "reason": "Both involve bad outputs, but one is model/pipeline behavior and the other is a processor image-size mismatch." + }, + { + "left": "issue:44464 \u2014 chunked generation inconsistent with compiled forward", + "right": "issue:45987 \u2014 StaticCache.get_seq_length returns Tensor instead of int", + "accept": false, + "reason": "Both are generation/cache-related, but the concrete bugs are different." + }, + { + "left": "issue:42915 \u2014 Qwen3Moe FineGrainedFP8Config failure", + "right": "issue:44291 \u2014 init_empty_weights passes unexpected _is_hf_initialized", + "accept": false, + "reason": "Different regression areas: FP8 quantization versus initialization API incompatibility." + }, + { + "left": "issue:44451 \u2014 latest version cannot load ScandiBERT", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "Both are model loading issues, but the models and causes are unrelated." + }, + { + "left": "issue:36032 \u2014 T5Tokenizer add_special_tokens method conflict", + "right": "issue:43742 \u2014 KeyError loading facebook/MobileLLM-125M", + "accept": false, + "reason": "Tokenizer/loading failures, but not the same bug or code path." + }, + { + "left": "issue:44008 \u2014 Gemma3n variable name collision in forward", + "right": "issue:46899 \u2014 Gemma4 multimodal 4-bit quantization dtype bug", + "accept": false, + "reason": "Same broader product area, but distinct bugs: name collision vs unsafe dtype casting." + }, + { + "left": "issue:44265 \u2014 torch.export fails with torch_compilable_check", + "right": "issue:44610 \u2014 OmDet-Turbo processor uses wrong image size", + "accept": false, + "reason": "Different layers entirely: export/compilation versus processor configuration." + }, + { + "left": "issue:44062 \u2014 AddedToken gets duplicate special kwarg", + "right": "issue:44991 \u2014 transformers>=5.0.0 fails loading tokenizer for est-roberta", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken constructor error and the other is a model-specific load failure." + }, + { + "left": "issue:43322 \u2014 segmentation fault loading Llava Next", + "right": "issue:43540 \u2014 ValueError processing video inputs in Qwen3OmniMoe", + "accept": false, + "reason": "Both are multimodal issues, but the failing models and failure modes are different." + }, + { + "left": "issue:44849 \u2014 Qwen3.5 output_hidden_states bug", + "right": "issue:45325 \u2014 Qwen2.5-VL rope index scales still-image positions", + "accept": false, + "reason": "Different models and separate bugs in hidden-state reporting vs position-id scaling." + }, + { + "left": "issue:44877 \u2014 strict config prevents granite_speech loading", + "right": "issue:46661 \u2014 remote-code model_class lacks config_class", + "accept": false, + "reason": "Both concern config handling, but one is strict config validation and the other is remote-code class metadata." + }, + { + "left": "issue:44987 \u2014 transformers>=5.1.0 fails loading physical-intelligence/fast", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "No shared root cause beyond both being loading regressions." + }, + { + "left": "issue:44488 \u2014 current version cannot load cjvt/sleng-bert", + "right": "issue:45081 \u2014 Mistral tokenizer regex patch crashes", + "accept": false, + "reason": "Different tokenizer/model failures with no concrete overlap." + }, + { + "left": "issue:44464 \u2014 chunked generation inconsistent with compiled forward", + "right": "issue:45987 \u2014 StaticCache.get_seq_length returns Tensor instead of int", + "accept": false, + "reason": "Both touch generation internals, but the bugs are not the same." + }, + { + "left": "issue:43089 \u2014 generation overhead from many GPU syncs", + "right": "issue:46821 \u2014 TimesFM window_size AttributeError", + "accept": false, + "reason": "Performance overhead versus an attribute error in a different model." + }, + { + "left": "issue:44589 \u2014 cannot find Float8_e4m3fnStorage", + "right": "issue:46869 \u2014 YOLO model failing on multi-GPU auto device map", + "accept": false, + "reason": "Unrelated runtime failures: storage-type lookup vs device-mapping assert." + }, + { + "left": "issue:43531 \u2014 sliding_window issue with Qwen3-MoE", + "right": "issue:44877 \u2014 strict config prevents granite_speech loading", + "accept": false, + "reason": "Different models and different failure types; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:43425|issue:44403", + "issue:44991|issue:46315", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:44291|issue:44589", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "edb86ed1f6feaaf002d2574da44be372f8a3bdf572dddc2621343fa9c629226c", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bug reports. I only see two likely duplicate mini-clusters: Qwen3.5 save_pretrained checkpoint regressions, and AutoTokenizer/tokenizer.json loading regressions. Everything else is just loosely related by model family or subsystem.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44462 is the most reusable root-cause report here: it describes the generic AutoTokenizer/tokenizer.json loading bug in a model-agnostic way, and it can naturally absorb the Granite-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Best anchor for triage because it states the underlying tokenizer-loading regression broadly rather than a single downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; the later report narrows the symptom to incorrect visual encoder keys, but the underlying bug appears shared." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: torch version compatibility vs. noisy model loading output." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is a loading failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning failure and the other is a rope/position_ids scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype problems, but they affect different models and different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: model loading with base_model_prefix vs. non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs. compiled flex_attention on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is about noisy loading logs, the other about tokenizer loading failure; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated issues: tokenizer BPE-marker handling vs. PEFT adapter checkpoint loading." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related only at a very high level; one is eval-mode checkpointing usage, the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: _is_hf_initialized handling vs. mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL-related, but multi-GPU training and multi-image finetuning are different problems." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs. missing Float8 storage type; no shared underlying code path is evident." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different models and symptoms: high perplexity vs. processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different initialization failures: unexpected _is_hf_initialized argument vs. missing Float8 storage object." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures: Qwen2.5 GGUF/v5 compatibility vs. Llama4Config missing pad_token_id." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states bugs are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized errors." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "The first is a backend feature about updating post-processors; the second is a model-specific BOS/EOS addition bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and failure sites: Qwen3 auto device mapping vs. Mistral tokenizer regex patching." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backends, but the dependency/install contexts and symptoms differ." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading compatibility and CLIPTokenizer model_max_length are unrelated bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions in different code paths: ModelOutput key handling vs. buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE training memory inefficiency are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Likely the same underlying AutoTokenizer/tokenizer.json regression; Granite wrong token IDs look like a concrete manifestation of the generic repository-loading bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/loading regressions, but the titles indicate different failure modes and not one clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The summary sticks to the packet titles and only promotes two plausible duplicate clusters, which are both reasonably supported: Qwen3.5 save_pretrained regressions and AutoTokenizer/tokenizer.json regressions. The accepted soft pairs look defensible, and the rest of the verdicts err on the side of rejecting weakly related issues rather than overstating duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:42175|issue:43296", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:41553|issue:43582", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43873|issue:45701", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550" + ], + "prepared_review_unit_hash": "0810c5943c592c9896496184e80d0db492fb738b6de80cac54ecdd6a95f1562d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36923, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated issues across models, tokenization, quantization, device mapping, and docs. None of the soft-edge pairs are convincing duplicates of the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they target different docs/examples and different models/tasks." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is about an install extra missing TensorFlow; the other is a PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batch/padding behavior, but they affect different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Library-internal regressions, but one is junk-filled non-persistent buffers and the other is ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is training with multiple images per prompt and the other is a video position-id regression." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and code paths: Video-LLaVA architecture/weights vs Sam3Model text encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated model families; one is Video-LLaVA internals, the other is Qwen3.5 save_pretrained key naming." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both touch multimodal indexing, but the models and concrete errors are different." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX implementation discrepancy while the other is a nonsensical AutoModel/pipeline result; not clearly the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image scaling and the other is video vision_position_ids." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern bad sequence-classification behavior, but one is tied to flash_attention_3 training and the other to num_labels=1/problem_type handling." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a config loading/tie failure and the other is serialization inconsistency by device." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: tokenizer loading error message vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/loading failures on different models; only loosely related by transformer version/quantization." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are load-time failures, but the causes are distinct: unexpected init_empty_weights arg vs strict config rejection." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regression/device issues, but one is Qwen video-input regression and the other is Gemma4 PLE device mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaults and PEFT checkpoint loading are different speech-model bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset and progressive generation with cache/embeds are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A documentation example error for SigLIP2 is unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER padding/truncation are unrelated to export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=\"auto\", but they are different models with different concrete failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight-tying/generation corruption is unrelated to Bamba torch.compile SDPA failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:43819", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43881|issue:44488", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "88906229a1dce95a01f7e632f346770424310edd81f596619e9fadb24d9bddf1", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36631, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose group of Transformers bug reports around loading/offloading, quantization, tokenizer regressions, model-specific failures, and a few training/runtime issues. The soft pairs are semantically related in broad subsystem terms, but they are not the same underlying bug and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest, most central report in the set: offloading plus quantization/device-placement problems, with multiple related references and clear overlap with several nearby loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue for the cluster because it captures the shared theme of loading/offload/quantization regressions without overfitting to one model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both involve model loading/offload behavior, but one is a CPU-offload device mismatch for bark-small and the other is DAC.from_latents vs forward mismatch due to missing STE; different bugs and code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Both mention Qwen3 and configuration/loading concerns, but one is about MOE weights not converting under accelerate+deepspeed while the other is a missing gradient_checkpointing flag on a trust_remote_code model; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral-3-8B-Instruct is unrelated to FP8 inference failure on B200 hardware." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens not adding BOS/EOS for a specific tokenizer, while the other is wrong token IDs across multiple models; different underlying failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are shape/consistency bugs in multimodal/audio-image processors, but one is a padding-mask batching issue in MIMI Encoder and the other is an OmDet-Turbo image-size mismatch; not duplicates." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Both concern windowing/offloading-style API behavior, but one is Gemma4 device mismatch with auto device map and the other is a TimesFM window_size AttributeError; separate models and failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head weight tying causing garbage generation is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Both are regression-style bugs involving window/token processing, but one is an off-by-one in MoonshineStreaming mask logic and the other is a tokenizer performance regression; not the same code-path bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset and ineffective gradient checkpointing with PEFT LoRA are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A generic 3d_parallel.py runtime failure and a Qwen3MoE fine-grained FP8 config failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve processor/input handling, but one is batched-vs-single output inconsistency from missing padding masks and the other is non-default-resolution Perceiver classification failure despite interpolate_pos_encoding=True; different model paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different configuration bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both relate to offloading/quantization, but one is dequantized model loading with device_map=auto on gpu+cpu offload and the other is a broader offloading-not-working report; related theme, not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and failures: weight tying in AyaVision versus packed-weight unpacking in BitNet loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage and non-persistent buffers being filled with junk are separate runtime/regression issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are different model-specific load problems." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq quantized model save/load breakage are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a device-mapping/runtime assertion issue, while Llava Next is a load-time segfault; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature regression and inability to run 3d_parallel.py are unrelated training/runtime issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3 and flash/device execution, but one is an auto device-mapping crash and the other is a flash-attention generation bug; not the same concrete defect." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM due to increased CUDA reserved memory is not the same as T5 silently using apex.FusedRMSNorm with a memory leak." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3 MOE fine-grained FP8 loading failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loading/configuration bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model/dataset is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization/tied-weight regressions in v5, but one is lm_head.weight serialization depending on device and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; different artifacts and fixes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched shape bug and version-dependent tokenization changes are separate regressions." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading in Sam3Model are related by model family but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and a generic 3d_parallel.py failure are different runtime problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup failure are unrelated training-loop issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading instability is different from disabling mmap on Strix Halo to avoid OOM; the mechanism and fix differ." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43881|issue:44991", + "issue:43526|issue:43883", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44464|issue:46858", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44671|issue:44743", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "1d1d4115a6bd0473efb746ebfc16e71f5a811b40340deb4fb88b52cc7f3a82ca", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous set of closed/open Transformers bug reports spanning tokenizers, generation/cache logic, device-map/offload, multimodal processors, and version regressions. The titles overlap at a high level, but the underlying failures are different; none of the soft pairs look like true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue truly represents the whole cluster, but issue:46858 is the closest central representative because it is a concrete core runtime/generation bug in cache arithmetic, which is the most recurring technical theme across the nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the most suitable representative issue: it is specific, technically central, and about a low-level generation/cache regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: tokenizer crashes on NER/padding vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation internals, but one is beam-search cache reorder skipping and the other is static-cache slice arithmetic under compile; distinct failure modes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype loading vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenization behavior, but one is a processor API regression and the other is a model/version tokenization change; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: MPS histogram on Int in MoE vs TimesFM window_size attribute handling." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom-model init/from_pretrained overlap is too broad; these describe different regressions with different triggers." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer loading failures for different models and failure points." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading errors, but one is a model load failure and the other is a tokenizer load regression for a different model." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different areas: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related preprocessing bugs, but they affect different models and different preprocessing contracts." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Distinct runtime issues: SDPA/torch.compile in Bamba vs CPU offload device mismatch in suno/bark-small." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal regressions: untied lm_head weights vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization, but one is a Qwen3MoE FP8 failure and the other is device_map offload loading of a dequantized model." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and different spatial-size issues; same broad theme only." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache handling, but one is serve KV-cache continuation indexing and the other is prefill seq_length tensor arithmetic under compile." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but one is a string `.to()` failure in continuous batching and the other is a missing `_tokenizer` attribute on Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-family bugs: variable-name collision in forward vs device mismatch during auto device mapping." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failures: cuda assert on Qwen3 vs tensor-parallel support issue in GPT-OSS MoE." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different config/runtime problems: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled generation, but one is inconsistent chunked outputs and the other is a static-cache device tensor arithmetic bug." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: Qwen3MoE FP8 loading vs kernels v0.15 import metadata requirements." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature regression and Qwen3 device-map cuda assert are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent state reset under cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Separate save/load issues: trust_remote_code cache path collision vs read-only file permissions during save_pretrained/register_for_auto_class." + } + ] + }, + "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": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44857", + "issue:44913", + "issue:45059", + "issue:45072", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44857|issue:47050", + "issue:44186|issue:44361", + "issue:44464|issue:47050", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:45859|issue:47050", + "issue:44387|issue:45701", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45072|issue:47050", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "e3d5d08e982aca806c98c56d97898ad1a292370a20dc773e98a58d549f48db13", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly heterogeneous; none of the soft pairs look like true duplicates or the same underlying change. The best anchor, if one is required, is the open offloading/quantization regression because it is the most general active infra bug in the set.", + "confidence": 0.88, + "canonical_issue_reason": "No exact duplicate cluster is evident; if a representative issue is needed, issue:43873 is the best anchor because it is open, active, and describes a broad loading/offload regression rather than a narrow model-specific bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue here: it has current discussion/inbound refs and a wider cross-cutting inference/loading scope than the mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different failures and code paths: AMP/CUDA loss crash in LwDetrImageLoss vs fp16 ONNX export dtype mismatch in CanineModel attention." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different tokenizers and different triggers; no shared underlying bug is evident." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is unrelated to an ONNX fp16 dtype mismatch during export." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "A Torch version compatibility complaint is not the same bug as a TimesFM window_size attribute error." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection is unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different models and different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error has no clear overlap with progressive generation using inputs_embeds and past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error and weight_only loading error are different code paths, not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is distinct from the T5 add_special_tokens name-collision load failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to an apex FusedRMSNorm memory leak." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as an ONNX export dtype mismatch." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "An int4 quantization memory regression is not the same as a tokenization version-change issue." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding_window in Qwen3-MoE and text_config unwrapping in composite multimodal configs are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA regression is unrelated to tokenizer special-token registration and empty decode output." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file handling in from_pretrained is a different bug than XLMRobertaTokenizer passing the wrong type to Unigram." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is unrelated to outdated v5 docs about removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and PEFT local-checkpoint loading failure do not share the same code-path bug." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token counting logic are different issues." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "bfloat16 inference dtype mismatches are not the same as fp16 ONNX export failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failures are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text/bbox interaction bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting not updating is a different problem from progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are unrelated despite the similar parameter name." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark-small CPU offload mismatch and BigBirdTokenizer mask-token registration are clearly 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": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34634", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:46032|issue:46463" + ], + "prepared_review_unit_hash": "f19daa392fd7b623f093934f7dbfd296b34be7e813e576691ab5b29bdc95e5d4", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with two real duplicate pairs: the offline HF_HUB_OFFLINE tokenizer regression (42886 \u2194 44843) and the Qwen2_5_VLProcessor batched `padding=False` crash (44514 \u2194 44545). The rest look like separate bugs in different models/code paths.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 44843 is the strongest representative for the offline tokenizer regression because it states the concrete failure and likely root cause (`model_info()` being called unconditionally), making it more actionable than the symptom-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the best cluster anchor because it is the clearest root-cause report for the offline tokenizer bug; 42886 is the closely related symptom report, but not a broader duplicate hub than the other pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different bugs: BEiT `reduce_labels` output shape vs a GLM-4V model loading failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated failures: BarkProcessor `voice_preset` handling vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input processing vs cache length tensor arithmetic in `_prefill`." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different issues: Qwen3-MoE `sliding_window` behavior vs a Float8 storage lookup/type error." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: `from_config` unwrapping of composite Qwen configs vs CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is about wrong visual encoder keys on save and the other about missing text encoder weights on load." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different models and are likely separate root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config problems: optional `post_init` handling vs `num_labels` propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different failures: non-persistent buffers being filled with junk vs `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Separate bugs: loading `physical-intelligence/fast` vs PIL image processors wrongly requiring `torchvision`." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different root causes: `AddedToken(..., special=...)` argument duplication vs ScandiBERT load failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: Perceiver resolution/interpolation handling vs bf16 dtype mismatches in inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config/labels, but one is propagation of `num_labels` in Qwen3.5 and the other is a generic zero-loss `problem_type` bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training behaviors: gradient checkpointing in eval mode vs a ZeRO-3 gradient growth regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they are different models and different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated Qwen3.5 warning/config issue vs incorrect visual encoder keys on save." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence/loading bugs: PEFT adapters failing from local checkpoints vs quantized sinq models breaking after save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different problems: CUDA assert in Qwen3 auto device mapping vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: SmolVLM video padding calculation vs FlashAttention2 long-context performance regression." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different issues: checkpointing/eval-mode restriction vs T5 apex memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different symptoms and code paths: Qwen3.5 embedding unpacking with TRL vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config related, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer bug: loading from cache fails under `HF_HUB_OFFLINE=1`, and 44843 pinpoints the unconditional `model_info()` call causing it." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different bugs: T5/apex memory leak vs missing `supports_gradient_checkpointing` on a trust-remote-code model." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different Qwen/Nemotron model-config issues with no shared failing code path." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/offloading problems: local checkpoint loading for PEFT adapters vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: Mamba2Mixer cache misuse vs T5 decoder-input validation error message." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one claim is a bit overstated: saying 44843 has the \"broadest duplicate value\" is not supported by the packet. The evidence only clearly shows it as the cleaner root-cause report for the offline tokenizer bug, not that it has broader duplicate coverage than the other duplicate pair. The soft-edge verdicts themselves look conservative and reasonable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:43421|issue:44186", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:45987|issue:46829", + "issue:43540|issue:46294", + "issue:43550|issue:44361", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "3590ab97370a3430e21d84e8c7bc719937b9ff2661a07d98d856d6a2c7f4b011", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37974, + "estimated_input_tokens": 9494, + "estimated_eval_tokens": 19244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of tokenizer, vision/video, cache, loading, and trainer regressions; none of the soft-edge pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue has to represent the cluster, 43421 is the broadest tokenizer-infrastructure report and overlaps the most with the other tokenizer-focused items, though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most active open report here and has the broadest apparent impact, but it still does not match the others closely enough to serve as a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a docs/example mismatch and the other is a HF-vs-JAX implementation discrepancy; different fixes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor refresh and the other is BigBird mask-token registration/decode behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems: image segmentation map handling vs an import error for GenerationMixin." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen vision/video-related, but one is a weight_only load failure and the other is a video position-id bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex paths, but the concrete failures differ: missing backend_tokenizer vs codec/warning regression." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache length, but one is stale cache state on a second forward pass and the other is a device-tensor return breaking slice arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API revision forwarding; unrelated code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but one is special-token post-processor updates and the other is a LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to the quantization/offloading regression." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: accelerate loading of packed BitNet weights vs DAC latent/STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API breakage vs long OCR input indexing failure; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Special-token decode bug vs packed-weight loading bug; different code paths." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT/vision model issues, but one mis-populates hidden_states and the other errors when feature levels exceed backbone outputs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA runtime failure vs config save/load token-ID loss; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache seq-length contract issue vs output field mismatch; different areas." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video issues, but one is video input processing in Qwen3OmniMoe and the other is chat-template token/feature count mismatch in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model classes and failures: SDPA/compile regression vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer-loading/special-token-adjacent, but one is AddedToken kwarg duplication and the other is a model-specific load failure." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel init crash vs audio fbank feature extraction issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE bug vs AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base-model-prefix loading regression vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 auto-device-map cuda assert vs tokenizer load regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like failing in tokenizer mapping names." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer/NER padding crash vs image classification interpolation bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure vs custom trainer loss-signature change." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode bug vs DAC latent mismatch; no shared concrete code path." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs static-cache seq-length tensor issue." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Cache length return-type bug vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE layer count regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions-field regression vs RT-DETR output differences; different model bugs." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the root causes differ: one model fails to load, the other passes the wrong vocab type to Unigram." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile SDPA failure vs DAC STE 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": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45183|issue:45479", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44991|issue:47020", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "4edb7a9aba49a8259db574c1de5d6f8dee38eee952834c4edade9e70c5e0d757", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs in config loading, tokenizers, vision/video models, dtype/device handling, training utilities, and documentation. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items span unrelated failure modes and subsystems, so there is no single underlying defect to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: because there is no coherent duplicate set, any single issue would be a poor representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trust_remote_code versus strict config rejection for granite_speech." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but one is an offline hub call problem and the other is a backend_tokenizer attribute crash." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: loading AutoImageProcessor from URL versus a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and root causes: SigLIP2 doc example errors versus Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal input bugs, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n variable-name collision in forward()." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated issues: BarkProcessor voice_preset versus an ImportError for GenerationMixin from transformers.generation." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: Pegasus v4/v5 output drift versus CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: LayoutLMv2 NER/batching crashes versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both concern validation/loss behavior, but one is input validation error messaging and the other is degenerate zero loss for single-label classification." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different audio/vision bugs: Whisper empty transcription after token alignment versus Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime issues: Llava Next segfault on load versus an MPS histogram op not implemented for Int in moe." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is a regression loading est-roberta and the other is an XLMRobertaTokenizer constructor type mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading/runtime problems: non-persistent buffers filled with junk versus broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both involve mismatches, but one is Bark CPU offload device mismatch and the other is dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model bugs: weight_only loading error for Qwen3VL versus flash-attention generation failure for Qwen3.5." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Different tokenizer/processor behaviors: special-token runtime updates versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at a very broad migration level; one is removal of is_torch_fx_available breaking trust_remote_code models, the other is a generic remote_code regression." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Different tokenizer import paths and causes: est-roberta loading regression versus kernels v0.15 requirement breakage in transformers.pipelines." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different video-input regressions: Qwen VL family v5.3.0 behavior change versus Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both are BLIP/Video-LLaVA model issues, but one is dtype staying float32 on load and the other is missing temporal attention plus weight sharing." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention torch/dtype/runtime behavior, but Bamba-9B-v2 torch.compile+SDPA is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype/allocator-ish, but one is an Apple Silicon warmup TypeError and the other is stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different training/inference bugs: gather_for_metrics dropping tuple labels versus Mamba2Mixer use_cache producing incorrect results." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both touch pipeline/model behavior, but one is an error-message regression and the other is nonsensical SigLIP2 outputs with AutoModel and pipeline." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different chat-template and decoder-input problems: Qwen3.5-9B video token mismatch versus T5 decoder input validation messaging." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different error classes and subsystems: shape-mismatch indexing bug versus trainer.evaluate() failing after trainer.train()." + } + ] + }, + "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": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645" + ], + "prepared_review_unit_hash": "c1b39bace777b6dee28f9d2918d679c4ec7a3d0a851551f7ea31c4c43dcc5095", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35824, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct regressions across unrelated model, tokenizer, loading, and processor code paths. I did not find a convincing duplicate pair. The broadest issue in the set is the remote_code regression report, but it is not a true umbrella for the rest.", + "confidence": 0.34, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest, most central regression report in this set and the best single issue to keep visible, but it does not duplicate the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: dtype mismatch in Mistral-3 preprocessing vs an audio_mel_mask attribute collision in Gemma3n forward." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen-related, but one is a load-time weight shape mismatch and the other is a tensor-parallel planning/OOM issue; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video-input failures for different Qwen models, but the concrete problems differ: one is a ValueError in Qwen3OmniMoe, the other wrong vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is about an extra space after added tokens while the other is a broader slow/fast tokenizer inconsistency; not enough to treat as the same defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different code paths: image processor size mismatch vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights passing an unexpected argument; different regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to dtype mismatch problems in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model usage, but the failure contexts differ: Jupyter notebook model definition/init vs from_pretrained inside Python classes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about the v5 pipeline removal era, but one is an incorrect error message and the other is stale documentation; not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 float32 dtype retention and Apple Silicon caching_allocator_warmup TypeError are unrelated issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and symptoms: BarkProcessor voice_preset vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a massive one-hot position-embedding memory issue and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but one is over-padding and the other is an incorrect patch-count calculation; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP model structure inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and CUDA AMP crash in LwDetrImageLoss are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/generation flows, but one is an import error for ReasoningEffort and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading MobileLLM is a specific model-loading bug, not the broad remote_code regression reported in 45020." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an earlier issue and an FP8 inference failure on B200 are not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and custom-model-in-notebook breakage are different loading/import regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46291" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:44060|issue:44368", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "93161c8f3e9de1f12545a9063d86d833bf82926ce107ba99bc87c5d92c584709", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the pairs span unrelated bugs in training, loading, quantization, multimodal/video, audio, and packaging. I don\u2019t see a single underlying duplicate thread that would justify merging any pair.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failure modes: BEiT label reduction bug vs RTDetrV2 output divergence." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both touch Qwen3-MoE, but one is accelerate/deepspeed loading/conversion and the other is a multimodal token-counting video-branch bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the unexpected num_items_in_batch kwarg in compute_loss()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but gguf_file breaks from_pretrained flows while EMBEDDIA/est-roberta is a tokenizer-specific v5 regression." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different components: Mistral tokenizer regex patch crashes in tokenizer internals, while Gemma4Processor lacks _tokenizer in serve." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different lifecycle bugs: deepspeed ZeRO3/non-pretrained Bert index error vs trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tie-word-embeddings warnings, but they affect different models and setups, not the same code-path defect." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency problems, but one is missing TensorFlow in the torch extra and the other is kernels import requiring version/revision." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents vs forward-pass mismatch is a model computation bug, while DiaConfig loses custom token IDs across save/load." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIPTokenizer using an absurd model_max_length value." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token-counting undefined variables are unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT reduce_labels bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE loading with accelerate + deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields with trust_remote_code and the other fails to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors and gpt-oss MXFP4 quantization fallback are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but int4 quantization reserved-memory growth and Sam3Video CUDA OOM are not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE load/convert failure is unrelated to Qwen3-VL weight-shape mismatch on model load." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper variables are unrelated to batched video processor shape errors." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "These are both video-related, but one is a token-counting helper bug and the other is a broad v5.3.0 video input regression across several models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is unrelated to MobileLLM key errors when loading facebook/MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss-20b producing high perplexity on WikiText-2." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized mismatch is unrelated to PIL image processors requiring torchvision." + } + ] + }, + "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": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:43697|issue:45357", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45081|issue:47020", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44936|issue:46821" + ], + "prepared_review_unit_hash": "a2aa0f4a359881c4c1989df7bf241b08fc35c44313e4f8ef23202e70c435e9a0", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35325, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose lexical grouping of mostly unrelated Transformers issues across different models, tokenizers, loading paths, and training/runtime features. None of the proposed soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:34689 is the strongest standalone report to use as a representative issue: it is a concrete, reproducible model-loading regression with a specific affected version/model combination and clear user impact. It is still not a duplicate of the other items, which are about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy initialization causing spurious recompilation with chunked prefill, while the other is about `max_cache_length` only affecting Quantized Cache. Different bugs and code paths." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is a tokenizer/protobuf decode path hiding real tokenizer errors, and the other is a bare `except` in FuyuBatchFeature swallowing `KeyboardInterrupt`. Not the same issue." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "`ADD THE DATA` is too vague to match anything specific, while the other is an isolated reproduction of a separate issue. No shared bug description." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "One is a Qwen3Moe FP8 config failure, the other is an `AutoImageProcessor` URL loading problem. Different model families and failures." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency versus TrainerState token-count tracking not updating. Different components and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/loading concerns, but one is FSDP CPU RAM efficient loading being broken and the other is disabling mmap on Strix Halo to avoid OOM. Distinct fixes." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "One is about video input processing in Qwen3OmniMoe; the other is a diffusion generation output/pipeline failure. Different features and failures." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to the pipelines import failure caused by kernels v0.15 requiring version/revision." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel versus a Bart `generate()` unbound local error. Completely different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer-related, but one is `add_special_tokens` failing to add BOS/EOS, while the other is a Kimi-K2.5 codec/regex regression. Different underlying bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading `physical-intelligence/fast` in newer Transformers is unrelated to CLIPTokenizer's enormous `model_max_length` constant." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug versus BLIP2 dtype propagation bug. Different model internals and remedies." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are load-time errors, but one is missing PyTorch dependency detection and the other is a specific Llama 3.2 Vision model-loading regression. Not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-support issue; kernels v0.15 import failure is a separate dependency/API requirement issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error for a CLIP community model versus a TrainerState counter not updating. No shared code path." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output differences in Transformers v5 versus Qwen3.5 saving wrong visual encoder keys. Different model families and bug classes." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "AMP float16 loss crash in LwDetrImageLoss versus RTDetrModel.forward failing when feature-level counts mismatch. Related domain, but not the same underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings/lm_head behavior, but one is a missing weight tie in Mistral3ForConditionalGeneration and the other is LoRA merging with extended vocabulary causing collapse. Different mechanisms and fixes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "One is packaging/backend dependency coverage (`tensorflow` missing from `.[torch]`), the other is an import error for a newly introduced class. Not duplicates." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crashing on tokenizer backend access is unrelated to XLMRobertaTokenizer passing a dict to Unigram. Different tokenizer implementations and errors." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error versus an incorrect minimum PEFT version bump. No overlap in bug origin." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "`trainer.evaluate()` breaking after training is unrelated to TimesFM 2.5's `window_size` AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression across specific VL models is different from a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer's absurd `model_max_length` value is unrelated to YOLO failing with multi-GPU `device_map='auto'`." + }, + { + "left": "issue:446??", + "right": "issue:??", + "accept": false, + "reason": "No additional soft edge provided." + } + ] + }, + "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": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "03256b278eb183587d9a3f99428992a35f8cb040f10e1be1ed51a3baf6c29f5b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35830, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer regressions and loading errors. The Qwen video-position pair should be treated conservatively: related theme, but not enough evidence here to call it the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45488 is still the strongest canonical issue candidate: it is open, actively discussed, and describes a concrete tokenizer regression with broader user impact than the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best issue to anchor the cluster because it is the most active, broadly representative, and user-visible regression in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading failures, but the failure modes and code paths differ (`KeyError` for MobileLLM vs `_is_hf_initialized` in `init_empty_weights`)." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but they point to different bugs and models; not the same concrete regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error vs tokenizer consistency issue; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug, the other a broad tokenization change; different symptoms and causes." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading bug vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different advanced-loading paths (`FineGrainedFP8Config` vs FSDP CPU RAM-efficient loading); not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is a Blip2 weight/QFormer dtype mismatch while the other is stale config dtype after `from_config`; distinct issues." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention support vs missing PyTorch import; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related runtime failures, but one is auto device mapping/cuda assert and the other is video-input processing in Qwen3OmniMoe." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen multimodal models and different failure signatures; too far apart to treat as one bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-loading regression vs a hub API forwarding bug; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure for a specific checkpoint; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-position regressions, but this packet only supports title-level similarity; there is not enough evidence to conclude the same underlying bug or code path." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video paths, but they affect different model families and likely different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different symptoms; not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count state not updating vs custom `compute_loss` signature change; related to training internals but not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for mDeBERTa and the other is LlamaTokenizer pre-tokenizer override for DeepSeek; distinct causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model init with `init_empty_weights` vs loading `AutoImageProcessor` from URL; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures and different operations (test generation vs loading a checkpoint); not duplicate." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed vs RoPE layer count mismatch in Smollm3; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer bugs, but one is AddedToken argument handling and the other is Mistral regex patching; different root causes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor dependency regression vs tokenizer regex crash; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-time errors, but the specific failure mechanisms and affected components differ." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm model bugs with unrelated mechanisms; not mergeable into one fix." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/positioning, but one is Smollm3 RoPE-layer count and the other is Qwen2.5-VL temporal position scaling; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs image-processor URL loading failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal dtype/pipeline issues with no shared concrete code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version pinning vs stale auto-mapping config references; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is not conservative enough: you accepted issue:44479 vs issue:45381 even though the packet\u2019s deterministic label is false. The titles suggest related video-position bugs, but the packet does not provide enough evidence to treat them as the same underlying bug. Please keep that pair rejected or qualify it much more narrowly." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43697|issue:45216", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "4b0843a259d52e3d663245f2b488289aaf8878bfdb629fca6d85400608a3565f", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; the only plausible duplicate pair is the v5 tied-weights/save_pretrained serialization regression. All other soft pairs are different models, different code paths, or different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44466 is the clearest anchor for the tied-weights regression: it describes the concrete v5 serialization failure and the device-dependent lm_head.weight behavior directly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the strongest representative issue because it is specific about the failing save_pretrained path and generalizes better than the more domain-specific translation-model report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug vs T5 decoder-input validation message; unrelated symptoms and code paths." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is leading-space round-trip loss; different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map/PLE mismatch is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different inference paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit quantization problems, but one is a uint8 torch.finfo crash and the other is a bitsandbytes skip-module assertion." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to Bart generate() unbound variable error." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Reproduction of an old issue and broken Nemotron example are different problems." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "General gguf_file loading breakage and a specific model load failure are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and missing TP plan entries are different sharding/training failures." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different output-shape/output-field problems." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error message is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope parameters, but one is reload persistence and the other is a JSON list type error in validation utility." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to single-label-classification zero-loss behavior." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual-encoder keys on save_pretrained is unrelated to wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint save regression are different models and code paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue is unrelated to T5 decoder-input validation." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is trust_remote_code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict parsing." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report the same v5 tied-weights/save_pretrained regression affecting lm_head serialization; one is the broader symptom, the other a concrete translation-model case." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load IndexError and trainer.evaluate() after train() are different failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id unexpected keys and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft pair, issue:44466 vs issue:45005, is well-supported by the titles as the same v5 tied-weights / save_pretrained serialization regression, with 44466 as the broader anchor. The other pair verdicts stay conservative and do not overstate similarity from the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43761|issue:46829", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "d9539a1102b76dd4533ad356ce6c9ee018e3e0298516aa5d0b5a822893f79f51", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36298, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of tokenizer, model-loading, and forward-pass regressions. The soft candidate pairs mostly share broad subsystems but not the same concrete bug, so I rejected all of them.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and is the most reasonable umbrella representative for the tokenizer-related complaints here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most cluster-representative issue: it is broad, regression-oriented, and closer to the common tokenizer theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP vs processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but one is gguf handling for model/tokenizer load and the other is an offline-mode Mistral regex patch issue." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load errors, but they target different tokenizer classes and likely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are unrelated bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one omits them in CLIPVisionModel and the other mislabels outputs in VideoPrism classification." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Completely different areas: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-model inference problems, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "One is a Gemma/mistral_common import regression; the other is a Windows/ROCm torch.distributed dependency issue." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are DETR loss crashes, but the specific losses and root causes differ." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding_window behavior vs MobileLLM loading KeyError." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 dtype casting are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different models and code paths: config pad_token_id missing vs DiffusionGemma pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer access in custom model code and the other is Kimi-K2.5 codec/reg-ex handling." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Generic tokenizer inconsistency vs a MacOS bus error in CLIP model loading; not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend availability, but tensorboard-without-TF and tensorflow_text backend mapping are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the affected tokenizers and symptoms differ." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not a tokenization regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different failures." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loading and Sam3 text encoder weights missing are separate model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior changes, but clean_up_tokenization_spaces and CodeLlama leading-space stripping are different regressions." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both relate to generation/state handling, but the compiled-forward chunking issue is not the same as Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and EMBEDDIA tokenizer load failure are different tokenizer-loading bugs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model families and output-shape bugs; no shared concrete code path." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird and save/load token-id loss in DiaConfig are different tokenization/config bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models and Qwen3.5 num_labels propagation are not the same change." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError 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": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43643|issue:44561", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "8b7ac29e49a8c17a8b2291c68ba384b2ab987a947fe96318ffb8ab66bf278b2d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: training API breakages, config/load regressions, model-specific generation bugs, and performance/device-mapping problems. None of the soft pairs looks like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43611 is the broadest cross-cutting regression in the set (v5 loading breakage around base_model_prefix) and is the closest thing to a representative anchor, but the overall cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best representative issue because it has the widest blast radius and is a clear version-wide regression, unlike the other highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are different failures in different subsystems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs forwarding bug are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different root causes." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as a Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepSeekV3/DeepseekV3MoE divergence affect different model math paths." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve is a different bug from beam-search cache reorder skipping." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation correctness and a long-context FA2 performance regression are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and compiled-forward chunked-generation inconsistency are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is a different failure mode from Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure are separate model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit pretrained preset loading and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure and FA2 long-context performance regression do not share a concrete bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and classification-head NaNs after checkout/init are different symptoms and likely causes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor.tokenizer/image-handling regression are distinct processor bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a Trainer compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "A broad v5 loading regression is not the same as Qwen3.5 tensor-parallel plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated model/runtime problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-id persistence are different serialization/config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is batched padding=False handling and the other is tool-call messages with no content; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark and DiaConfig token-id loss are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model image-size mismatch are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available; different breakages." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in shape but not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and a not-yet-released peft version bump are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError on tasks are different problems." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different model/runtime failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue and a Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq quantized save/load breakage are different 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": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:44849|issue:46209", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:46821|issue:46832", + "issue:45245|issue:46710", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "ef3090333c9821018aae2a99161786a24410276e8225db2c12798ba7534d50db", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "The set is mostly a grab bag of unrelated bug reports; none of the soft pairs appears to be the same underlying issue or change.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 45812 is the clearest broad, user-visible regression with a concrete symptom and wide model impact, making it the strongest anchor issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the most generally useful issue to keep as the representative report: it is specific, high-impact, and describes a clear regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs. MacOS CLIP bus error; different symptoms, models, and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both concern loading models, but one is a gguf/from_pretrained breakage and the other is a specific BERT model compatibility problem." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference quality issue vs. ignored return_tensors handling; not the same code path." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. Qwen3.5 flash-attention generation; unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors vs. regression in processor.tokenizer/image passing behavior; different scope and root cause." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs. ZeRO-3 gradient growth; different model and training-path issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype drift in evaluation vs. gradient instability under DeepSpeed; no shared bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 vs. accuracy regression after upgrade; different problem classes." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs. FP8/B200 inference failure; unrelated functionality." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs. serialization of lm_head.weight; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer-related, but one is BOS/EOS insertion for mDeBERTa and the other is DeepSeek-Coder output correctness; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch vs. resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors; no evidence they share a single root cause." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP vs. Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure vs. offline-mode regression in Mistral regex patch; different triggers." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs. PEFT minimum-version bump; no shared underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token ID loss in DiaConfig vs. MLukeTokenizer AttributeError; different components." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug vs. incorrect visual encoder keys on save_pretrained; unrelated Qwen3.5 issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a missing class vs. float8 storage type lookup failure; unrelated runtime failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs. PEFT version pinning issue; not the same problem." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "AttributeError in TimesFM vs. RT-DETR forward TypeError; different model-specific failures." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality runtime limit vs. accuracy regression after upgrade; no common root cause." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field after 5.0 update vs. unexpected init argument with init_empty_weights; both version-related but distinct bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs. incorrect unwrap of text_config in composite multimodal configs; related area, but different defects." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field prevents BEiT loading vs. CPU offload device mismatch in bark-small; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs. flash_attn key error on Python 3.13; different compatibility problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-field regressions, but they affect different models and fields; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE conversion/loading path vs. Qwen3VL MOE model loading/import path; related family, but different breakages." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs. CLIP text-model structure inconsistency; different model families and failures." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained loading with a legacy field vs. BigBirdTokenizer special-token registration/empty decode bug; 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": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + 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None of the proposed soft pairs look like the same underlying defect or fix.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue here, so it is the best representative anchor if one is needed; however, this cluster does not contain a true duplicate issue group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative single issue in the set because it is broad, active, and has the most inbound references; it is still only a loose thematic anchor, not a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM issue; different code paths and fixes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different models and failure modes: CPU offload device mismatch vs a stale GraniteSpeech CI test." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference; the other is an RT-DETR backbone/feature-level shape issue." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked compiled generation inconsistency and cache max length handling are related to generation, but they are not the same bug or fix." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading runtime behavior vs broken save_pretrained/from_pretrained serialization; distinct problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is unrelated to a model load failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output correctness and unexpected position-id keys are different symptoms with different likely causes." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are unrelated model-specific issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-chat-template crash affect different tokenizer utilities and code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux handling is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and Gemma4 multi-GPU OOM are different bugs, not one shared fix." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is an OOM and the other is a device mismatch in PLE forward execution." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow failure-reporting behavior are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and CUDA OOM on GPT-oss-20b are not the same underlying issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and Python 3.13 flash_attn import key error are distinct implementation bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior and TrainerState token counting are unrelated tokenizer/training concerns." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and SAM3-litetext memory overflow are only loosely model-related, not the same defect." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are different concerns." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model/code-path problems." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume checkpoint key mismatch are different kinds of bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are both serve-related, but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation issue in Qwen3.5 and DeepSeek regression after upgrade are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import error and meta-device loading breakage are separate compatibility/loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:44521|issue:45290", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "65faf0d68474511ce5730f61b37f35903cf9979c96762d22c737bea74731b135", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issues across tokenization, generation, multimodal processors, import paths, quantization, and dtype/device behavior. None of the soft pairs look like the same underlying bug, and there are no PRs to consolidate.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; the cluster spans many unrelated failures, so there is no single underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the soft edges are all false positives across different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and rope-validation TypeError are unrelated failures." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 inference dtype mismatch is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash and `AutoModelForCausalLM` text_config unwrapping are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batching crash vs `return_tensors` being ignored; different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig `pad_token_idx` regression is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch and `return_tensors`/`text_kwargs` handling are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression vs OmDet input-size mismatch; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba SDPA `torch.compile` failure is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` to zeros is different from Gemma4 PLE device placement." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 `flash_attn` import KeyError and TensorFlow Text backend mapping error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video-shape bug and Qwen2-57B TP OOM are not the same problem." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart `generate()` decoder mask error and Flash Attention 2 test failures are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig missing pad token index and a model load failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attention helper import vs Qwen2.5-VL class import error; different symbols and causes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 `output_hidden_states` behavior." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to `return_tensors` handling." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero multimodal assistant masks and tool-call/no-content crashes are distinct chat-template bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention value-head dim bug and Kimi tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 JAX parity discrepancy are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are distinct." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse are not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU tensor creation bug and CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra tokenizer spacing after added tokens and post-init reinitialization of output embeddings are different behaviors." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek Coder detokenization regression do not share a concrete cause." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage 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": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "d6701344f6ad445a83cb9624f26376f91fdfb7c6e8549c9d0e438a1a0e5494c4", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37087, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, cache paths, docs, and environment failures. I don\u2019t see any soft edge that looks like the same underlying bug/change, so no pair should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "#43950 is the broadest core regression in the set (a generic `from_pretrained()` load-path corruption issue) and is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the most globally useful issue to anchor the cluster because it describes a cross-cutting, high-impact regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failure modes: GGUF loading vs stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs CI stale device-override test; unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat template sampling-rate default vs batched video processor output shape; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading/structure, but one is a generic buffer-corruption regression and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing), but different model configs and separate fixes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only multimodal token IDs vs Gemma4 4-bit quantized embedder dtype casting; distinct bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure vs save/tokenization failure in a different model family." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Input-token defaults vs quantized vision/audio embedder casting; same model family but different underlying defect." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling vs RT-DETR memory-release behavior; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different processor bugs: label reduction vs `return_tensors` being ignored." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale `num_return_sequences` warning in paged generate; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal issues: Gemma4 token-type defaults vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch vs CI stale device-override test; not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but one is auto device mapping on A800 and the other is FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction bug vs Bamba torch.compile/SDPA failure; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing utility helpers, but they are different symbols with different breakages and fixes." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues about pipelines, but they concern different APIs and regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model bugs: processor input size mismatch vs AMP crash in loss computation." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one drops elements in metric gathering while the other reduces labels incorrectly in an image processor." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch vs feature-length helper arithmetic; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model problems: float16 AMP crash vs missing auxiliary losses." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale `config.dtype` vs `window_size` attribute error; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor arg validation vs Whisper empty-transcription generation failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping bug vs CLIP text-model structural inconsistency; different code paths." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache configuration coverage issue vs static-cache seq-length tensor arithmetic bug; distinct defects." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBird tokenizer special-token registration bug; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific import error for `_flash_supports_window_size` vs a broad torch-version incompatibility report; not the same change or bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError vs MacOS bus error loading a CLIP model; 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": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:39692|issue:43526", + "issue:43720|issue:44112", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "c034b1a8432e9bc54ca1c647d7268a11d3c4aa2f2d4e27d7404a2162d3eb8a2d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft links are false positives across unrelated model-specific regressions. The only clear duplicate pair is issue:45310 / issue:45478, which report the same Qwen3.5 MoE from_pretrained failure with identical wording.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report of the exact-match duplicate pair with the same title and broader inbound context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this set: it is a clean exact duplicate target, while the rest of the pairings are mostly unrelated near-matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are failures, but one is Flash Attention 2 test breakage and the other is a Trainer broadcast NoneType error; different bugs and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both mention v5/loading behavior, but one is about base_model_prefix loading and the other about lm_head.weight serialization; not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Completely different model families and failures: SwitchTransformers sparse layer config vs BEiT legacy field loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python parsing/import issue in DebertaV2 vs a qwen3_omni_moe helper behavior issue; unrelated code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a torch.compile/SDPA failure for Bamba, the other is a CI test stale device override in GraniteSpeech; not duplicates." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/runtime environments and root causes: flash_attn lookup on Python 3.13 vs torch.distributed dependency on Windows ROCm." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is recurrent state reset in modular_qwen3_5; different models and mechanisms." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one is tool-call/tokenize crash and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols (_flash_supports_window_size vs HybridCache); no shared underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template issues, but one crashes on batched padding=False input and the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers configuration bug and D-FINE auxiliary-loss bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config and GraniteSpeech CI stale device override are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error-message clarity vs Trainer GPU broadcast NoneType failure." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are attention/offload related, but one is flash_attention.py s_aux handling and the other is Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning for local paths is unrelated to GLM-4.7 Flash model loading failures in tests." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failure modes: Llama 3.2 Vision loading regression vs output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/STE mismatch and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat template support, the other is weights left on meta with device_map='auto'; different loading paths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and GraniteSpeech CI stale override are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to the LwDetrImageLoss AMP float16 crash." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE from_pretrained regression; these are clear duplicates." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4-v5 tokenizer/model regressions, but they affect different models and distinct behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to unexpected position-id key errors." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb SLM training not starting are different training issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug and GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: LaserFeatureExtractor center-arg regression vs Gemma4 PLE device mismatch during forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet. The duplicate pair issue:45310 / issue:45478 is an exact title match and the earlier issue is correctly chosen as canonical. The soft-edge rejects are appropriately conservative and the reasons generally track the issue titles without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44977", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:47000" + ], + "soft_pairs": [ + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45290|issue:46655", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858" + ], + "prepared_review_unit_hash": "721f7b298fb8d315920a105884e95dacc29c608aa9ccc5119c0c6bad715a646b", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy set of mostly unrelated Transformers bug reports. The soft-similarity pairs are false positives: they share broad subsystems at most, but not the same concrete bug or fix path. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the strongest standalone report: it describes a broad tokenizer regression affecting multiple model families and has the highest signal for a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best cluster anchor overall because it is the most broadly impactful and well-supported issue in an otherwise heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different failure modes: LoRA/extended-vocab collapse vs category-count overflow; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "One is a CUDA OOM report, the other is an image padding bug in Swin2SR; unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and multimodal token-length helper behavior are distinct issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling vs a missing import_utils availability symbol are separate bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of NoneType and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are different problems." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but they are different models and different failure mechanisms; not mergeable as one fix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are distinct inference/model-loading issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model loading are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-Attn test failures and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are separate multimodal bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder mask bug and distributed broadcast NoneType error are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure do not describe the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined video-branch helpers are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template crashes and video padding miscalculation are both multimodal, but not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/indentation failure and a missing decorator on rotary-pos-emb registration are not the same fix." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time BART bug and a DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing import symbol and packaging/backend selection under pip extras are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image fine-tuning failure and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and multi-GPU OOM in Gemma4 are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change and gradient-checkpointing-in-eval-mode are separate behaviors." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache recompilation with chunked prefill and device-tensor seq_length arithmetic on non-CUDA backends are different cache 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": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:44561|issue:44779", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45372|issue:45588", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "2f8f3431bcd11095f513da10e6f01dfb8b296bf0eb90c7f74d21d467d6d6dd6d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the suggested soft pairs mostly share broad ecosystem terms (quantization, generation, tokenizer, model loading) but not the same concrete bug or fix path. No pair looks safe to merge as a duplicate, and there is no true cluster-wide canonical duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the closest thing to a cluster anchor because it is relatively central/active, but it is not a real umbrella duplicate for the rest of these unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best issue only as a triage anchor; it has the strongest centrality, but the surrounding issues do not describe the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/offloading themes, but one is quantization offloading behavior and the other is Gemma4 multi-GPU OOM; different symptom and code path." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning vs quantization/offloading failure; unrelated behaviors." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python/version compatibility issue vs DeepSeekV3 implementation divergence; not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is lm_head serialization/tied-weights behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs trainer broadcast NoneType error; entirely different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings with sliding-window attention; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure; different models and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState token counting not updating; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility breaking trust_remote_code vs Deepseek tokenizer regression; separate breakages." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP model loading vs SigLIP2 documentation example issues; not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash vs Gemma4 device-map mismatch; both Gemma4-adjacent but distinct code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures vs a bare-except bug in Fuyu tensor conversion; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/evaluate dtype mismatch vs tensor-parallel OOM on Qwen2-57B; different issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM; both are GPU issues but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression vs stale num_return_sequences warning in paged generate; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Wav2Vec2 save/tokenization failure; different tokenizers and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage vs rope-parameter dict conversion TypeError; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute error vs Wav2Vec2 save/tokenization failures; not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate unbound variable vs Llama 3.2 vision model-loading breakage; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs Qwen3_5 recurrent-state reset with cache; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Laser feature extractor center-arg regression vs Qwen multimodal video-input regression; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs image processor void-segmentation-map handling; both test regressions but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; both quantization-related but different operations." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence; different models and implementations." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer failing to load a speech tokenizer; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error vs flash-attention s_aux=None crash; same model family, different failure layers." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d vs SigLIP2 nonsensical outputs with AutoModel/pipeline; 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": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:45372|issue:45406", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44857|issue:45588", + "issue:43526|issue:44186", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "91bf480a175a9a7d9c0e7281ba90f02a60e942a624a931cec22cf9cec159c0be", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific bugs, and the soft pairs look like similarity false positives rather than true duplicates. There is no strong single duplicate set, but the Flash Attention 2 performance-regression issue is the closest thing to a representative anchor.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, #46693 is the most concrete and discussion-heavy FA2-related bug; the rest of the items mostly do not describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46693 is the most actionable representative among the mostly disconnected entries because it states a specific failure mode and code-path context, unlike the very generic FA2 titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: a dummy Conv2d placeholder in Sam3PixelDecoder vs an RT-DETR memory-leak/deallocation issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: executorch export guards/erfinv support vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/attention, but one is a Gemma3 NaN correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Completely different models and symptoms: LayoutLMv3 error messaging vs a MacOS bus error with CLIP." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on loading a large Qwen model is not the same issue as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality RuntimeError is unrelated to a stale generate() warning." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval are different behaviors in different subsystems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes does not match token-embedding reinit after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing attribute in serve." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 inference nonsense and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaNs." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash and DiffusionGemma image-text pipeline failure are different concrete issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a leak on deletion and the other is an overflow when calling sam3-litetext." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as ignoring tokenizer.json during AutoTokenizer loading." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure from mistral_common is unrelated to protobuf-error masking in tokenizer code." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Large-model TP OOM and int4 quantization reserved-memory regression are different memory problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "reduce_labels behavior is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import symbol is not the same as a generic dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error messaging." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 inference errors do not match sam3-litetext memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/deepspeed OOM and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "These are separate issues: optimizer OOM vs model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer padding/NER crashes are different components." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "aa53702bc564a29006aec3be94490b3d81f1964ca564666f85c5e53a8ed06d00", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "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 distinct transformer bug reports. The soft links are driven by shared terms like config, loading, offload, vision/video, and model families, but the underlying code paths and fixes differ enough that none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the broadest and most central item here: it is open, has the most discussion/inbound references, and concerns a widely impactful offloading/quantization regression rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue for the cluster because it has the highest engagement and the most general user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different failures: missing pad_token_id on Qwen3-VL config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated regressions: rope validation TypeError vs missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: gradient checkpointing in eval mode vs offloading with quantization." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "One is a flash_attention sink-less crash on s_aux=None; the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched apply_chat_template padding handling and the other is video position ids/rope indexing." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model init breakage is broader and different from patchtsmixer post_init policy." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count RuntimeError are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and symptoms: CLIPVision hidden_states regression vs Qwen3_5Moe rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sample-rate default mismatch is unrelated to LasrFeatureExtractor passing an unsupported center arg." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenizer/model loading problem for FastSpeech2ConformerTokenizer vs Perceiver interpolation failure on non-default resolution." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for trailing-slash local model paths is unrelated to Qwen3.5 recurrent state handling." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue and missing import_utils helper are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to tokenizer loading failure." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to BART generate() decoder_attention_mask assignment error." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate config-model mismatches." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model-specific issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling bug and Swin2SR over-padding are different preprocessing/model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading regression does not match Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Torch.jit parser IndentationError on Python 3.13 is unrelated to DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct reload regression are distinct config serialization issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is a different loading path than Qwen3-VL weight shape mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:43931|issue:45216", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365" + ], + "prepared_review_unit_hash": "74470f264836aa2d03c32d8ceda8bf0af05b206df288c2d75ab7be30c865915a", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36304, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster, but the ModelOutput/output-field bug class appears in more than one issue: #44079 is the generic key-assignment report, and #43761 plus #46829 are concrete downstream misassignment/field-confusion symptoms. So this is better described as one small output-container subcluster plus many unrelated reports, not a one-off singleton.", + "confidence": 0.71, + "canonical_issue_reason": "#44079 is still the clearest canonical issue because it states the underlying generic ModelOutput key-assignment defect directly, while #43761 and #46829 read as model-specific symptoms of that same output-field confusion.", + "canonical_pr_reason": null, + "best_issue_reason": "#44079 is the best cluster representative because it captures the broad root-cause bug class rather than a single model\u2019s manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: a transformers>=5.1.0 loading regression vs a missing tensorflow_text backend mapping." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated paths: local dataset loading in a training script vs model config recognition/loading." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation state handling after sync_gpus is not the same bug as gather_for_metrics truncating tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except in Fuyu tensor conversion are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/VL model loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": true, + "reason": "Yes: CLIPVisionModel returning hidden_states=None fits the same ModelOutput key-assignment bug class described by #44079." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "ModelOutput assignment is unrelated to torch.compile attention branching." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field confusion and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py launch failure and tensor-parallel OOM are different distributed-runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA behavior is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and config/key loading errors are distinct load-time failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support and NoneType broadcast errors are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are separate failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch in the environment." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are serialization-adjacent, but dequantized save/load breakage is not the same bug as wrong custom-module loading." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a misleading pipeline error message are different issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency are different regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 version/revision requirements are different dependency issues." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation, but incorrect outputs and spurious recompilation are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer junk in v5 are separate release regressions." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic custom model initialization breakage and GPTNeoX rotary_pct reload reversion are different configuration bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading issues are different from an unrecognized config missing model_type." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu's bare except swallowing errors is unrelated to Trainer import failure triggered by datasets." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main conclusion is a bit too strong. While the 43761\u219444079 pairing is plausible from the titles, the summary says this is the *only* issue that shares the ModelOutput bug class; issue:46829 also looks like the same kind of output-field misassignment problem (`hidden_states`/`last_hidden_state` confusion). So the cluster is not quite as clearly one-off/heterogeneous as summarized, and the evidence supports a more cautious statement." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "4ab173e85904a4c9fe837933de0f7f2814e45a11f5c9d600ae8b16e2b8fc52f3", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35156, + "estimated_input_tokens": 8789, + "estimated_eval_tokens": 17834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No single duplicate cluster emerges here: the soft pairs are mostly broad textual matches across unrelated models, processors, cache paths, and training bugs. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs and fixes, so treating any one as the cluster representative would be misleading.", + "canonical_pr_reason": "No PRs are present in the provided cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not one underlying problem; if forced, any choice would be arbitrary.", + "best_pr_reason": "No PRs are present in the provided cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a Janus image-generation test failure are unrelated bugs with different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a tied lm_head weight bug in Mistral3; the other is a Flash Attention support error in Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss gating and ASR training-loss double-shift are different loss-calculation bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A local trust_remote_code cache-path collision is unrelated to max_cache_length handling in quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and SAM3 LiteText memory overflow are different model-specific problems." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "These are different multimodal processor crashes with different inputs and failure points." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same issue as a video OOM in Sam3Video." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend install handling and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to the Windows ROCm torch.distributed import issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The noisy/unclear ADD THE DATA report is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a legacy field in BEiT presets and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generate-images test failure and stale Sam3LiteText auto_mappings references are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation failure and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA vocab merge collapse with tied embeddings is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as a generic FA2 issue report." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and recurrent states resetting with cache are both cache-related but distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute are different SAM/video bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gather-for-metrics label dropping and auxiliary loss normalization are separate training bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and rotary_pct not preserved on reload are different serialization/config issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and a trailing-slash import warning are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and Phi-4 multimodal model loading are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 parser/IndentationError and an s_aux=None flash_attention crash are unrelated 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": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:29870|issue:35141", 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"estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the cluster is heterogeneous, spanning unrelated model bugs, config issues, docs regressions, and runtime crashes. If a single representative issue is needed, #47013 is the strongest anchor, but not a duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No safe canonical duplicate target: the items do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "#47013 is the best representative issue: it is open, concrete, and has multiple inbound references with a clear failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype problems in different model paths; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash vs RT-DETR forward type error; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit vs cache-length tensor arithmetic; different failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Cache path collision vs FileNotFoundError loading from cache; not the same root cause." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill cache missing vs lazy-init recompilation; related theme, different bug." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Head-dim config validation vs image over-padding; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs reference cleanup vs bad SigLIP2 outputs; not the same issue." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Decoder attention mask UnboundLocalError vs embedding reinit on resize; different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape load mismatch vs incorrect tied-weights warning; different problems." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs rotary_pct reload regression; not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Flash Attention 2 support issue; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug vs Python 3.13 IndentationError; different failures." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss vs Florence2 double-shift training bug; not the same code path." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import error vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy change vs strict config loading failure; different issues." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong vision_position_ids vs SAM3 memory overflow; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning bug vs empty-transcription generation crash; different behavior." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model crash vs local dataset loading script failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device-mapping cuda assert vs category-cardinality limit; different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in pixel decoder vs processor/model input-size mismatch; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression vs KV-cache continuation crash in serve; different paths." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention auxiliary-state crash vs xLSTM unpacking bare tensor; unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but in different models with different causes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Wrong video position ids vs incorrect video padding calculation; different processor bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model-loading unit-test failure vs Janus image-generation test failure; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example problems vs local dataset loading script issue; different areas." + } + ] + }, + "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": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:43526|issue:46697", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:43673|issue:46858", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "8dea7f4e9846c196f9b8249c0fe043b5069b8a86cd7a6ed73bb3c0a3567faa34", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformers issues; the soft-similarity pairs share broad themes but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical duplicate stands out; if one issue must represent the cluster, issue 44521 is the most active and well-scoped report with the strongest discussion/inbound reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5/save_pretrained behavior, but they describe different failures: LoRA+extended-vocab collapse vs incorrect visual encoder keys." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is about inconsistent outputs with compiled forward while the other is a stale warning in paged generate; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve resizing/token embeddings, but the regressions are different: processor/tokenizer access breakage vs Gemma4 embeddings not updating." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but they target different tokenizer regressions and likely need different fixes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template related, but one is assistant_masks for multimodal inputs and the other is video vision_position_ids." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API area, but not the same bug: tool-call assistant messages with no content vs empty-input IndexError." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures from unrelated causes: stale device-override test vs auto_mappings referencing removed configs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug and Whisper empty-transcription failure are unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: label reduction returns one label vs over-padding divisible images." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting and Bart generate decoder mask assignment are unrelated bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/client issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor placement bug and Fuyu broad exception handling are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different dependency problems." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked_prefill and the other is a device-tensor arithmetic bug in _prefill." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading problems, but they concern different mechanisms: trust_remote_code field loss vs unrecognized model_type." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both involve model loading, but one is a unit-test load failure for GLM-4.7-Flash and the other is Phi-4 multimodal loading." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same failure." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: model loading failure vs CI breakage from stale auto_mappings references." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and output-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both are utility/API export issues, but the missing cache path collision and missing falcon_mamba availability helper are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device override test and model-loading regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package dependency/backend composition issue and generic dependency issue are too broad and not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportErrors, but they expose different missing symbols from different modules." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization bug are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen3.5-style save/load behavior, but one is tied to lm_head weight tying and the other to saved checkpoint correctness." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but for different missing names and unrelated modules." + } + ] + }, + "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": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43650|issue:44220", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44521|issue:46693", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:46123|issue:46369", + "issue:45335|issue:45584", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "f5381e3e152c860f845d564285f0d10f50721af7ed1ddcdb74f826c2a2f17441", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35951, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports with only loose topical overlap in a few multimodal/cache/flex-attention areas. I would keep issue 44521 as the representative issue, but I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, well-discussed, has inbound references, and describes a concrete core multimodal bug with clear reproduction and impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best anchor for the cluster because it is the most active and actionable report, while the rest of the items are largely disjoint regressions or doc/test issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation bugs: Llama head_dim rules vs rope key parsing from JSON lists." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated areas: Qwen3-MoE sliding window behavior vs removed Sam3LiteText auto-mappings." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different failures: position_ids buffer access vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup bug vs a notebook syntax error; not the same change." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is a missing GenerationMixin cache in chunked prefill and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Separate regressions: processor/tokenizer image handling vs t5gemma resize_token_embeddings propagation." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different helper bug vs cross-device numerical mismatch; no shared concrete code path." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue vs loading a specific model failing; unrelated root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax fix vs audio feature extraction error; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model auto-detection failure vs PIL image processor dependency issue; different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug vs ANSI escape output in loading_report; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs behavior mismatch vs unrecognized-model config loading; separate issues." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but save/dequantization failure is distinct from FlashAttention inference failure." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but compiled kernel failure and AuxRequest import/version guard are separate fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No overlap beyond being issues; unrelated requests/data text vs fbank feature extraction." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model recognition failure vs composite multimodal config unwrapping; different code paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache-length config semantics; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but Ministral-3 FlashAttention failure and sink-less s_aux=None crash are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression vs dependency issue; too broad and not the same concrete problem." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Both are generation-related, but assistant_masks bug and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Dependency issue with transformers vs torch 2.4.1 incompatibility; separate root causes." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs affecting different models and fields." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batch-finalization bug vs memory overflow in sam3-litetext; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation and Whisper empty transcription are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k bounds crash vs empty-chat-template IndexError; different failure modes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:46082|issue:46512", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:43381|issue:47000", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:43441|issue:45834" + ], + "prepared_review_unit_hash": "51f7c456b3292e6334eac0dad2810a586373bab38156bc9839b2b2560abd5350", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; none of the soft pairs look like the same concrete bug/change, so I rejected them all. I used issue:43299 as the best anchor only because it is a clear regression report with a specific, reproducible loading failure.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43299 is a clear regression-style bug report with concrete symptoms and version context, and is the most actionable standalone anchor in this otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 has the strongest bug-report quality among the issues here: specific failure mode, explicit regression framing, and a well-defined code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen/Qwen-like regression wording, but one is a processor/tokenizer loading issue and the other is incorrect save_pretrained key serialization; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "One is a general dependency problem with transformers, the other is a PEFT minimum-version bump issue; unrelated causes and fixes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and failures: processor.tokenizer/image-handling regression vs Deepseek tokenization output regression." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug versus a vague data request; not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline API/docs mismatch." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation around head_dim is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments being ignored is a training-optimizer bug; the other is a config warning about tie_word_embeddings." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained key serialization are different bugs in different models." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error may be one symptom, but the second issue is a broad collection of import failures; not the same concrete defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection and remote_code breakage are separate loading paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased PEFT dependency are unrelated release issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialized lm_head.weight depends on device versus resize_token_embeddings not propagating in Gemma4; different behaviors and fixes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is a processor/tokenizer access regression and the other is incorrect visual-encoder key saving; both Qwen3.5-related but not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime problems." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder/data request is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off is different from Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 PLE device placement are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Processor/tokenizer regression for custom model code is unrelated to GLM-4.7-Flash loading failures in tests." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex-patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlexAttention compilation on torch>=2.9 is unrelated to a tensorboard/TensorFlow backend packaging issue." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention auxiliary-state crash and RTDetrLoss cost-matrix infeasibility are different model-path failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4 pad_token_id absence are separate config bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; different defects." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated repository/API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input indexing are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "0e5750a3167d698f63ddd20e9008f5d3269add33f1d2273def5cfa1e1e8443de", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose embedding match across unrelated Transformers issues; I did not find any soft-edge pair that clearly describes the same underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "No true canonical duplicate anchor stands out because the issues span different subsystems; if one must be chosen, 46851 is the closest concrete anchor due to its reproducible position_ids regression and stronger issue signal than the more generic reports.", + "canonical_pr_reason": null, + "best_issue_reason": "46851 is the strongest standalone issue: it has a clear model-specific repro, a concrete failure mode, and the most direct path to a fix among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color handling in loading_report is unrelated to Qwen3.5 position_ids behavior." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models on offloaded devices are different code paths and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing artifacts is unrelated to the data-filtering slowdown regression." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5, but CPU-offload rotary embedding compatibility is a different bug from variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Gemma 4 processor loading and ReasoningEffort import issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "A q_a_layernorm RMS epsilon precision issue is not the same as a torch.split return-value bug in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing save_pretrained files and a Zero3 from_pretrained load failure are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version incompatibility are unrelated setup issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are both maintenance problems, but not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs drift is unrelated to intermittent import-time performance." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM output regression and Deepseek tokenizer misbehavior are separate model/tokenizer bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to CLIPVisionModel hidden_states being None." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing pad_token_id attribute on Llama4Config is not the same as a glm-4v-9b load failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different failures with different model surfaces." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE handling and FlashAttention failure are both model-family issues but not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crashes are unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Physical-Intelligence model loading failure is unrelated to the TensorFlow/tensorboard backend mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a specific config class is not the same as trust_remote_code dropping fields from AutoConfig." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output and a wrong docstring are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage type and a Qwen3.5 chat crash are not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling for images while the other is Qwen3.5 variable-length input handling." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding math and AutoProcessor backend detection are separate processor issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "A kernels dependency/version import failure is different from a Qwen3.5 rotary-pos-emb registration crash." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3_omni_moe feature-length computation is a different position_ids bug than Qwen3.5 variable-length inputs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and Gemma-4 Zero3 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": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + 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"soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import/export regressions, several unrelated Qwen/MoE model-loading issues, tokenizer/pipeline bugs, and a few utility/test complaints. None of the soft pairs look like the same underlying bug or change, so I\u2019d keep them separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:42491 is the strongest anchor in the set: it is the most substantial and best-discussed item, and it matches the recurring Qwen3 MoE version-compatibility theme better than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42491 is the best single issue to represent the cluster only in the sense that it is the broadest and most central of the qwen-related regressions; it is not a true duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both are import failures, but one is a missing image-processor symbol and the other is a Python-version compatibility problem; different root causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both involve import-time backend issues, but one is a missing nn symbol in sentence-transformers and the other is a TensorFlow/tensorboard backend error." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but different code paths: kernel registration/decorator failure versus variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Completely different areas: xdist file-race in testing utils versus a stale generate() warning." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different features and failures: Qwen3OmniMoe video input processing versus empty chat-template input handling." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated bugs in different subsystems: BEiT image label reduction versus sys.modules access in modeling_utils." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Docstring/annotation parsing crash versus Qwen3.5 kernel registration failure; no shared code path." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and symptoms: dtype mismatch in inference versus wrong tensor returned in output dataclass." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer backend caching bug versus inconsistent from_pretrained behavior inside Python classes; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to gemma-4 ZeRO3 from_pretrained behavior." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but one is a sliding_window bug in Qwen3-MoE and the other is a chat-loading crash in Qwen3.5." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink handling and variable-length position_ids are different failures in different paths." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss computation and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/version changes, but one is a LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting bug versus GLM-5 RoPE implementation discussion; no shared underlying issue." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Sys.modules access bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary loss behavior, but they affect different models and different mechanisms." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are separate concerns." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different models, platforms, and failure modes: torch.compile/SDPA crash versus CPU/CUDA output mismatch." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression versus embedding resize propagation bug; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and symbols, so they are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import-name regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for a pipeline option versus a low-level sys.modules access bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to empty chat-template handling." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and a DeepSpeed ZeRO3 deque error are different loader failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline misrouting to image processors is unrelated to fbank feature extraction." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processors, but they are different models and different bugs: input-processing ValueError versus bad padding calculation." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are 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": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "033e9db7f60bd7cf3f70e9d6883adb9502fc384aa0531f31767521c576000777", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across models, processors, training, logging, and performance. None of the soft pairs looks like the same underlying defect, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue stands out because the items are not duplicates of one another; if forced to anchor the cluster, issue 45561 is the most actionable report due to its clear reproduction and discussion history.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45561 is the best single anchor only because it is a well-scoped, reproducible bug with inbound references and active discussion, but it does not represent the rest of the mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen 3.5 multimodal config handling, but one is a missing config field under strict deserialization while the other is AutoModelForCausalLM.from_config not unwrapping text_config; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness in transformers." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and failures: Qwen video regression vs SmolVLM padding calculation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and an xdist race on captured_info.txt are separate bugs in different subsystems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is not the same as a slowdown after upgrading transformers." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding incompatibility and a missing decorator for kernel registration are different concrete bugs." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to RTDetrLoss crashing from an infeasible cost matrix." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated failures." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "A missing Sam3VisionEncoderOutput attribute is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor.tokenizer/image handling regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel index error are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization depending on device is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and AutoProcessor's backend-missing error are different save/load problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one blocks granite_speech loading while the other silently drops a missing Qwen3_5MoeVisionConfig field; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off is unrelated to LWDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning only one label is unrelated to Florence2's training-loss double-shift bug." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe/transformers 5 issue is not the same as CPU-vs-CUDA differences in PPDocLayoutV3." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure with transformers>=5.1.0 and protobuf error masking are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() unboundlocalerror and MLFlow job-status reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for NemotronH is not the same as the generic Flash Attention 2.0 item." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated despite both being training/preprocessing bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "An incorrect tied-weights warning and a patchtsmixer post_init policy change are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tied-embeddings warnings and Qwen3.5 flash-attention generation failure are different concrete issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and ESM2 breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:45412|issue:46123", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132" + ], + "prepared_review_unit_hash": "d09771b0ff156982d00cbcf844976505ce92d14fefde2021632870b9680a0c78", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairings only share a broad subsystem (tokenizers, vision/video, cache, compile, or upgrade regressions) and do not look like the same underlying bug. I would not merge any of the soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43723 is the closest umbrella candidate because it is the broadest tokenizer-loading regression in v5, but the cluster overall does not contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the best representative issue for this noisy group: it is high-signal, general enough to cover nearby tokenizer-loading reports, and more central than the highly specific model/path bugs elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different problems: a video-input regression in specific Qwen models vs a Windows/ROCm import/dependency failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not being released is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO/from_pretrained initialization and a deepspeed double optimizer step are different code paths and symptoms." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache loading offline and Gemma4 multi-GPU OOM are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but one is a dummy Conv2d implementation detail and the other is a tracker/model-type warning; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing attribute in SAM3 video output is not the same as Qwen3OmniMoe rejecting video inputs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config validation and a Windows/ROCm torch.distributed import issue are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression in v5 and an accuracy regression after upgrade are too different to be one bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency failure on Windows/ROCm versus RTDetr forward shape/feature-level mismatch are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and an MLukeTokenizer AttributeError do not share the same underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but the model config warning and stale num_return_sequences warning are different issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache/indexer behavior in GlmMoeDsa is unrelated to Gemma4's missing mm_token_type_ids default." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions endpoint rejection and Gemma pipeline roundtrip failure are different request/processing paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of another issue is not itself the same bug as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/runtime behavior, but one is attention-kernel branching and the other is cache lazy initialization causing recompilation." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are unrelated contract/config issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash and a flash_attention None-attribute crash are different bugs." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary loss behavior and a deepspeed host-sync concern in compute_loss are not the same change or defect." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and missing chat template errors are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "An annotation-processing crash is not the same as device-tensor cache-length arithmetic breaking under torch.compile." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a major throughput regression after upgrade are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder scaffolding and MaskGenerationPipeline batch-end handling are different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related only at a very broad serialization level." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend errors are different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a filtering slowdown regression are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template IndexError and XLMRobertaTokenizer Unigram type mismatch are distinct tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage and ESM2 being broken are too broad and different to merge." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer stepping do not share a code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered-function 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": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:43475|issue:46821", + "issue:43232|issue:43673", + "issue:39692|issue:46726", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:44373|issue:46851", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44038|issue:45310" + ], + "prepared_review_unit_hash": "e2fde61fdb216a42461795051a1231b707c1e2a03a08fdb6d733c9b088b1b86a", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36645, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issue reports centered on API regressions, model-loading failures, and missing/changed attributes. A few Qwen3.5 MoE reports and AutoProcessor backend-missing reports look duplicative, but most pairs are only superficially similar and should stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45310 is the clearest representative of the cluster\u2019s strongest duplicate-like thread: a Qwen3.5 MoE from_pretrained regression in Transformers>=5.4.0, with closely matching follow-ups around the same model/config failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 has the best mix of specificity and duplicate linkage; it captures one of the few concrete recurring bugs in the set rather than a vague API/import complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained/config regression; titles and symptoms line up closely enough to be one bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantization/serialization, but one is saving failure and the other is GGUF loading failure; different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Completely different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields/attributes, but they involve different models and different mechanisms (SAM output vs AutoConfig trust_remote_code)." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different bugs: torch.compile attention-kernel branching vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors, but on unrelated model internals and unrelated entry points." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwargs update and the other is chunked_prefill cache exposure; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc example/model mismatch and quantization failure versus missing-vision-backend processor error; different underlying issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error is unrelated to a loading hang in Sentence Transformers." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both report confusing AutoProcessor failures when the required vision backend is missing; same underlying missing-backend handling issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No concrete overlap: one is an empty bug report, the other is a ZeRO3/from_pretrained issue for Gemma-4." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE Transformers v5 regression; 45375 spells out the missing strict-field root cause behind the from_pretrained error." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo for position_ids is unrelated to a runtime variable-length input bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different areas: Qwen3-VL-Moe v5 bug versus processor.save_pretrained missing files." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they are different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation error message is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are separate tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and mistral_common continue_final_message bug are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings deprecation and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist race in testing utils is unrelated to a CLI incompatibility with huggingface_hub." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import failure and Qwen3.5 kernel-registration crash are different failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different API breaks." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is unrelated to a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and RTDetrLoss infeasible cost matrix are unrelated runtime failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import breakage and AutoImageProcessor import breakage are separate missing-export issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration logic and CLI completion compatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen models on v5, but they are different model families and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge verdicts are conservative enough. The strongest duplicate thread around Qwen3.5 MoE v5 regressions is well supported, and the AutoProcessor/backend pair is a plausible same-bug linkage rather than an overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "fbca7f91fb481cc82fd4ad6c77f5d0234b6e3945228619e03bb6f202a730cb9d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated tokenizer, docs, config, generation, and CI problems. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42673 is the earlier and fuller report for the exact same Qwen3ForCausalLM VRAM leak described again in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue anchor because it is the clearest true duplicate target and has the more substantial discussion around the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems and failure modes: AMP/CUDA loss crash vs import-time doc-lint output." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated code paths: Mistral tokenizer regex patching vs auto_docstring annotation handling." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and a Qwen2.5-VL import error are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is a tokenizer roundtrip bug and the other is a pipeline/output-class failure." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is from_pretrained/config loading; not the same bug." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete symptom: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8 problems: accuracy regression vs model saving failure." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config.json issue and an xdist file-race bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3_5 is unrelated to a deepspeed loss host-sync concern." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Pytest-xdist capture-file race and broken auto_mappings references are separate CI issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A version pin bump and doc-lint stdout noise do not describe the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support breakage is unrelated to an import from image_utils." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training and Adafactor OOM in DeepSpeed are different failures." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and token-embedding resize reinit are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization and ImageClassifierOutput hidden_states mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend and leftover dummy classes are separate packaging/CI problems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking and partial-batch pipeline completion are different pipeline bugs." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Broken auto_mappings CI and a huggingface_hub CLI worker failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in threaded dataloader use is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic AutoTokenizer loading failure and mdeberta add_special_tokens behavior are different tokenizer bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig defaults and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Cleanup-space behavior changes and Granite token-id regression are separate tokenizer issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docs parameter-name mismatch are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation examples, but they concern different models and different failures." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen recurrent-state reset and deepspeed_sp_compute_loss host synchronization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different concrete symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice is grounded: issue:42673 and issue:43704 have identical titles and the body lengths support 42673 as the fuller earlier report. The cluster summary stays conservative by describing the rest as heterogeneous and does not overclaim duplicates. The soft-edge verdicts also look appropriately cautious, with the only accepted pair being the clearly matching Qwen3ForCausalLM VRAM leak reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "71004ef66e3a6b2215a386e9b7e9beb989f8e14279ac1f2daab59b3689b28aec", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35727, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft pairs are mostly related by broad topic only (imports, tokenizers, multimodal models, training, save/load paths), but none look like the same concrete bug or change. I would reject every soft edge and treat these as distinct issues.", + "confidence": 0.83, + "canonical_issue_reason": "No single cluster-wide canonical issue stands out, but issue 44297 is the strongest representative candidate because it is the most concrete, self-contained, and reproducible bug report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is the best issue to anchor on: it has a specific failure mode and a narrow fix surface, unlike the broader or more ambiguous reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols and different dependency surfaces; these are both import errors, but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention behavior for XLMRoberta is unrelated to failed-job MLflow reporting." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "One is about MLflow not closing a failed training run, the other is a model-loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 behavior changes, but one is tokenization cleanup and the other is processor/tokenizer image-passing regression." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model-setup problems, but they affect different models and different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing an image-processor method is not the same as old remote-code checkpoints failing under meta initialization." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer-read AttributeError and a double optimizer-step under deepspeed are distinct runtime bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific symptoms and affected logic differ." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failure is unrelated to the Trainer compute_loss signature mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different import/dependency problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin to an unreleased package and leftover dummy classes in the repo are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but they involve different scripts and different bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns and missing processor save files do not share the same failure path." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing image_utils import and dummy-class leakage into dir(transformers) are different export/surface issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the deepspeed double-step optimizer bug." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is a general AutoTokenizer.from_pretrained loading issue." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "A category-cardinality runtime error is unrelated to AttentionInterface registration semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are separate serialization issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A discussion about a DSA indexer ReLU and numerical differences in Minimax attention are not the same underlying bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "These are both performance/behavior regressions, but they affect different subsystems and symptoms." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is unrelated to the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different modules, symbols, and packages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "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:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43504|issue:47059", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:43408|issue:46402" + ], + "prepared_review_unit_hash": "9259925ebed943deeaa7e59af73f93219d36a6846ccdd3fb6a52c6b66df1c876", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Broad, heterogeneous set of Transformers issues. The soft pairs mostly share only a subsystem or buzzwords (load/save, generation, video, quantization) and do not look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is the clearest high-signal representative of the cluster\u2019s recurring load/regression theme: a specific model fails to load on the latest Transformers version.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the most actionable representative: it has a concrete failing model, a clear user-facing regression, and a narrow reproduction target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: BEiT semantic-segmentation preset loading vs CLI completion breakage in huggingface_hub." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are unrelated code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is separate from LlamaConfig head_dim validation." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version behavior change is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained/moe bug is distinct from the max_shard_size default question." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim rejection." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus is a different bug from cache max_cache_length handling." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and processor.save_pretrained missing files are unrelated issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state handling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained file omission." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading stall and 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bugs: torch.split return handling vs missing ReLU in the DSA indexer." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantization save/load breakage are different model-specific bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is separate from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency trouble is unrelated to SequenceFeatureExtractor.pad list-conversion overhead." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading regression is unrelated to the CLI completion attribute error in huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-MoE loading trouble are different problems." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids mismatch is not the same bug as MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 degenerate training and NaNs after checkout+init are distinct training stability 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None of the soft pairs look like true duplicates; they mostly share only broad theme words.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the closest umbrella candidate because it covers the broadest import/API regression theme, but even that is only a loose thematic match rather than a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative to keep visible because it is the broadest user-facing regression report in the set, especially for upgrade-related import failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export/code paths." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5/meta-init migration, but one is an MLA layernorm precision/config bug and the other 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"left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failure and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall for sentence-transformers and a MacOS CLIP bus error are different model/runtime failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access and tokenizer_class metadata mismatch are different tokenizer/model issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output errors are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting and CLI group completion are different areas." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving 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None of the soft pairs are close enough to be treated as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43122 is the broadest and most central tokenizer-regression report in the set; several nearby issues are also tokenizer-related, but this one best captures the shared failure mode without being too narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it sits at the center of the tokenizer behavior regressions, which are the strongest recurring theme among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 backend settings vs a GlmMoeDsaIndexer torch.split return-value bug are unrelated problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained/loading, but one is a TOKENIZER_MAPPING_NAMES 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dtype changing between train/eval and incorrect LLM output under pipeline parallelism are different distributed-training issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx and an unclear LayoutLMv3 error message are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow missing from a pip extras install and Python 3.14 import/load failure are separate environment/package issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 infinite loop on a specific image are different model-specific failures." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad inefficiency are unrelated 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": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "472a3f70b021eab39d161d0f0e56b5d27d6b3b3174ecb38d4c3e661418d64f59", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The similarity pairs are mostly loose topical overlaps rather than true duplicates; they span unrelated bugs in tokenizers, model loading, processors, docs, and v5 regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:33453 is the broadest, most generic regression report in the set, but the cluster is too heterogeneous to have a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best umbrella candidate only because its title is the most general; it is not a true representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both are doc-related, but one is a parameter-name doc mismatch and the other is an import-time lint output problem." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is clean_up_tokenization_spaces semantics and the other is stale phonemizer language state." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 area, but the bugs are different: GenerationConfig validation vs RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error umbrella; 38617 is a specific missing-symbol ImportError, so they are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the affected tokenizer and concrete failure mode are different." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix and NaNs in classification heads are unrelated code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 Moe and v5, but they target different model variants and different load failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility is unrelated to the flex_attention PyTorch version check bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in threaded Qwen3 inference is not the same as a bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to a training API documentation typo." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save/load serialization of visual encoder keys and from_pretrained load failures are distinct code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation is a config bug; NaNs in classification heads are a separate model behavior issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example-script multi-label bug and a SigLIP2 implementation discrepancy are not the same underlying problem." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size padding is unrelated to a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "The Qwen3 Omni feature-length helper bug and the flex_attention import check bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper are different issues." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "One is an AutoProcessor backend-missing error; the other is repeated HTTP 429 retry behavior." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer evaluate-after-train failure are different failures." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output dataclasses, but they affect different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "from_pretrained missing a weight vs AutoProcessor not forwarding kwargs to cached_file are separate bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "The example-script classification bug and the pipeline translation warning are different problems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but GPT2 support and a separate FA2 issue are not the same concrete change." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to an empty-list crash in apply_chat_template." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash on second forward pass is unrelated to over-padding in an image processor." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Different models and different bugs: VRAM leak vs tokenizer BPE marker handling." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility and numerical attention discrepancies are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and a Qwen3 offset_mapping bug are too different to be duplicates." + } + ] + }, + "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": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:42673|issue:46655", + "issue:43937|issue:45563", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298" + ], + "prepared_review_unit_hash": "6a36422946b0f256787b95737f6c48a93dbeb2fa7fc89d474890ffb270fda1a4", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports; I did not find any soft pair that looks like the same underlying defect, so no merges are justified.", + "confidence": 0.33, + "canonical_issue_reason": "If a single issue must serve as the umbrella, #43122 is the broadest version-regression/tokenization report and has the most general framing among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43122 is the best triage anchor because it is a reusable cross-version tokenizer regression report, whereas most others are narrow model-specific or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different failures: a GlmMoeDsaIndexer split/indexing issue vs a Minimax MSA numerical discrepancy." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after v5 removals is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache during chunked prefill are different code paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "vitpose model breakage and Ministral FlashAttention failure are unrelated model/backend bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import error for Qwen2.5-VL is unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing vs a padding performance inefficiency are clearly different issues." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose loading breakage does not match RTDetrLoss infeasible cost-matrix failures." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM is unrelated to a SmolVLM video-padding bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation-layer problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different mechanisms and subsystems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin issue is unrelated to the flex_attention PyTorch version gate." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch and PretrainedConfig type-checking regression are distinct breakages." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT2 attention scaling being ignored is not the same bug as Gemma4 building causal masks for bidirectional mode." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight and NaNs in classification heads are different symptoms and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and produce different failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 from_pretrained errors are different model-definition/loading problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "A batched video-processor shape bug is not the same as crashing without torchvision in AutoProcessor." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a CLI completion attribute error from huggingface_hub are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing-utils bug and a SequenceFeatureExtractor.pad inefficiency are not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage and stale config.dtype after from_config are different configuration issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training collapse and Qwen3.5 save_pretrained regression are unrelated bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug and the other is an xdist file-race; not the same underlying issue." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "trust_remote_code cache collisions and repeated 429 retries are unrelated loader/network issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a Mistral regex patch AttributeError are different tokenizer-path failures." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker warning is unrelated to a KeyError when loading MobileLLM-125M." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changing across versions and a noisy logging message 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": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261" + ], + "prepared_review_unit_hash": "856b5528d34257dcc616452d2087086a5fca48d66e14f6fd1deccf481b1206a1", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35360, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that only share broad regression/import/model-loading themes. None of the soft pairs looks like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest representative report in the set: a general post-upgrade import-regression complaint that matches the cluster\u2019s dominant theme better than the model-specific or one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best cluster anchor because it is the most general and user-facing regression report, making it the clearest representative issue even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: Qwen3.5 chat crashing vs a SequenceFeatureExtractor.pad performance quirk." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different code paths: vitpose model breakage vs a backend mapping error for tensorflow_text." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Loading granite_speech config vs documentation mismatch for set_training(); unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs MLA q_a_layernorm precision issue; not the same defect." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question vs a Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading errors, but for different models and different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but they concern different models/components and different symptoms." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration discussion vs cache FileNotFoundError for trust_remote_code; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from image_utils vs a broad version-upgrade import regression; too different to merge." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import vs _torch_extract_fbank_features issue; distinct failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different symptoms: missing projections vs from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments ignored vs optimizer.step() called twice under deepspeed; different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type vs changed tokenization output across versions; related area but not the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers vs CohereASR loss double-shift; completely different model bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling vs RoPE implementation issue; different internal logic." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder config flag vs unexpected position-id keys; different breakages." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init API restriction vs repeated HTTP 429 retries in AutoProcessor; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Missing cache in chunked_prefill vs a testing_utils bug; not the same problem." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection vs streaming inference failure; same broad area but different concrete bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs missing projections in qwen3next; unrelated model-loading issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PretrainedConfig type-checking break; distinct regression types." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2-related, but for different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save shard-size question vs Qwen3.5 MoE from_pretrained error; no shared underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs degenerate training with flash_attention_3; separate model-specific issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during bf16 compile vs dtype fields staying float32 in Blip2; related precision space but different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V processor vs MLA layernorm epsilon issue; different multimodal 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": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710" + ], + "prepared_review_unit_hash": "c47dfad96f2baacb63919a44f606e402167850b22595a58fc4ffb1407af07d18", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly broad-similarity false positives across different modules, models, or failure modes; none are safe duplicates. If a representative issue is needed, issue:43873 is the strongest general target.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest and most active open report in this set, with repeated discussion/inbound references around quantization/offloading behavior, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest apparent impact and the most ongoing attention, making it the strongest standalone issue to anchor this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and code paths: GlmMoeDsaIndexer split semantics vs DeepSeek-v4 dtype/transpose." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU omission is unrelated to DeepSeek-v4 tensor transpose behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a loading shape mismatch and the other a broader Qwen3-VL-Moe/transformers 5.0 issue; not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file from_pretrained failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision and a testing_utils bug are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and repeated HTTP 429 retries for HF_ENDPOINT are distinct behaviors." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA norm-epsilon precision drift is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop behavior and SAM memory overflow are different bugs in different models." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing_utils report." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API surface and flash_attention s_aux=None crash are different subsystems and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to the mask pipeline final-batch flag bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-patch counting and torch.split return-value handling are separate defects." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family reports, but remote-implementation divergence and a specific DeepSeek-v4 tensor-op issue are not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and missing vision config fields are unrelated model-definition issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor torchvision dependency crash and mistral_common ReasoningEffort import error are distinct failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and Qwen3Next layer-0 projection omission are different concrete problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal is unrelated to quantized save/load corruption after sinq." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger Kernel not being applied are unrelated training bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different training bugs in different models; only loosely similar at a high level." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor import crash without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are separate defects." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different removed imports from different modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument collision and tokenizer-mapping fallback failure are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Integration test seed flakiness and a noisy logging message are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed API surface and quantization/offloading regression are different problems." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch compile warning and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug and image-text-to-text pipeline failure are different code paths." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-v4 tensor-op issue and DeepSeek-R1 accuracy regression after upgrade are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47059" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "f6312a24421ab3b695bcd4ea0a4051c86a4672914b7aeffb1a6966d3de909286", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate or single mergeable fix; the candidates span unrelated bugs across loading, saving, training, compilation, docs, and environment issues. No PRs were provided. If a representative standalone issue is needed, #43502 is the most broadly actionable user-facing regression among the set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43502 is the strongest standalone representative: it is a concrete, broadly relevant loading bug with clear repro impact, while the other issues are narrower, model-specific, or environment-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different bugs: one is unintended network access with local_files_only, the other is a missing embed_tokens.weight during UMT5Encoder loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs forwarding vs auto_docstring crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: trainer.evaluate after train vs importing Trainer breaking until datasets is removed." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different problems: GPT2 attention scaling ignored in SDPA/FlashAttention vs cache lazy init causing recompilation with chunked prefill." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: Python 3.14 import failure vs a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different areas entirely: video-model AutoProcessor import crash vs a syntax error in a notebook." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different model behaviors: save failure for dequantized Ministrals/Devstrals vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but not the same bug: model dequantization save failure is not the same as saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different symptoms and paths: a precision warning during compile vs an actual torch.compile failure with SDPA." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Different scope: cleanup of leftover dummy classes vs a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but about different configurations: bfloat16 compile warning vs tie_word_embeddings warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different save/load issues: missing embed_tokens.weight in from_pretrained vs max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: xLSTM training bugs vs Bamba compile/SDPA failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different APIs: pipeline task-support messaging vs inability to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but they are different model/backend bugs and not one fixable code-path issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: FlashAttention support gating vs a Python version compatibility issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Not enough evidence of the same bug; wrong tokenizer decoder type is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Different changes: a removed API without notice vs a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Different subsystems: Whisper generation edge case vs Trainer import being affected by datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention internals, but one is backend scaling behavior and the other is register() changing function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific failures: ESM2 broken vs a DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Different bugs: patchtsmixer post_init validation vs Trainer import failure." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: flaky integration tests from missing set_seed vs CLI tests breaking with huggingface_hub 1.22.0." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE models, but not the same concrete bug: FP8 save_pretrained vs from_pretrained error on Qwen3.5 MoE." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Completely different domains: Gemma3Config missing vocab_size vs an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: attention scaling ignored vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportError reports, but for different symbols and unrelated modules." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training/distributed optimizer-state bug vs GPT2 attention scaling behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different dependency/import problems: missing TensorFlow backend in extras install vs Trainer import conflicting with datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Different symptoms: local model path slash warning vs a compile-time precision warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request surfaces: chat/completions rejection vs batched apply_chat_template crash." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different issues: missing configuration_utils symbol import vs unintended API requests with local_files_only." + } + ] + }, + "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": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46851", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43208|issue:43526", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44938|issue:47059", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453" + ], + "prepared_review_unit_hash": "9c4bdb0fda93cf4dafac020085e1735f244a0698ac8d6d2ec21f6dd271742ea9", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related (regressions/import/load/save issues) but the soft-edge pairs mostly describe different concrete bugs and code paths, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:45278 is the broadest umbrella report: a version-upgrade wave of import/load failures. The other items are narrower model-specific or API-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it captures the widest user-visible regression surface in the set, while the rest are more specialized instances of failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are regressions, but one is CLIP attentions output assignment and the other is GPT2 attention scaling under SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and GLM-5 RoPE implementation discussion are related only at the model-family level, not the same defect." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated bugs in different components." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP regressions, but one is about attentions not being assigned and the other about hidden_states being dropped; not the same failure." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 resize_token_embeddings propagation and Gemma4 bidirectional attention masking are separate bugs in different parts of the model." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different dependency breakages: GenerationMixin import from transformers.generation vs is_offline_mode import from huggingface_hub." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted-state_dict load failure are both load-time issues, but the symptoms and root causes are different." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized-model saving failure and Pipeline.save_pretrained failure are distinct save-pretrained problems affecting different object types." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One reports a general Qwen3-VL-Moe bug, the other asks for FP8 inference support; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat-completions API request rejection and an apply_chat_template crash are different request-processing paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure with datasets are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are separate model-specific issues." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors and auto_docstring stdout noise at import time are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different objects/models: Gemma3Config.vocab_size vs Sam3VisionEncoderOutput.fpn_position_embeddings." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and Pipeline.save_pretrained failure are both load/save related, but not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask construction are unrelated model bugs." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and cli completion API breakage from huggingface_hub are different compatibility issues." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized model round-trip are distinct save/load failures." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python-version compatibility, but they affect different releases and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted-state_dict loading and Qwen3.5 checkpoint corruption after save_pretrained are different persistence bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and xLSTM training blockers are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are separate configuration semantics." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression do not share the same code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute errors, but they involve different configs and different models." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config.vocab_size missing and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer states on non-zero ranks and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "torch.no_grad decoration for cache update methods and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and Trainer import failure due to datasets are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are separate model-loading bugs." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and variable-length position_ids in Qwen3.5 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask error and tokenizer loading regression are different 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": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47000" + ], + "soft_pairs": [ + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "afcfd400748c70f28895ab9512f689fd318e716f730b3a9001163c56cee82645", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports across loading, serialization, tensor-parallelism, perf, and flaky-test regressions. Only one soft edge looks like a likely true duplicate: the Qwen3.5 MoE tensor-parallel load failure pair.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the clearest root-cause report: it names the missing `_tp_plan` tensor-parallel metadata on Qwen3.5 MoE, which likely underlies the paired `from_pretrained` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the most actionable and specific issue in the set; it points to the concrete bug rather than just the downstream load error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different model/task failures: 2D bbox hallucination vs RTDetr loss infeasible cost matrix." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve model loading/roundtrip, but they target different models and different failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/compile-time problems, but one is compiled Python files and the other is a TorchScript parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: Gemma3 config missing `vocab_size` vs FSDP2/PEFT optimizer state corruption." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are load/serialization issues, but they concern different Qwen models and different missing fields/errors." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing `set_seed()` and the other is an xdist file race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific `@torch.no_grad` proposal is not the same bug as a broad claim that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM while loading a specific model." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Shared theme of import slowness, but one is a concrete import-* cleanup issue and the other is a vague intermittent slow-import report." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: missing `attentions` assignment vs invalid optional `post_init` usage." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`no_grad` on cache updates is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization regressions, but they affect different models and different save/load paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and symptoms: UMT5 encoder weight loading vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP-related regressions: attentions handling vs inconsistent model structure." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different implementation bugs: DSA indexer ReLU vs DeepSeekV3 MoE divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different flaky-test causes: random-seed omission vs stale device override on CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API requests and AddedToken keyword duplication are separate bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video num_frames semantics are unrelated changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing is a different code path from trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression are similar only at a high level, not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE is a different issue from missing TP plan on Qwen3.5 MoE." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline loading requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing export for a Qwen2.5-VL class is unrelated to loading a cached trust_remote_code model." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper and cached remote-code FileNotFoundError are different failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics do not match the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are different problems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth is not the same as failing to reload old checkpoints after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE load path: one reports the missing `_tp_plan` root cause, the other reports the resulting `from_pretrained` failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:45125 and issue:45478, is plausibly the same Qwen3.5 MoE load-path bug and looks mergeable into one fix. The other pair verdicts are reasonably cautious and do not overstate duplicates from the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "5c7782725feab875ec235b849f1f9145c99ffe2ee9f74d61a0fd71ad90fe42b3", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a true duplicate set: the soft pairs are mostly loose topical similarities across unrelated issues (imports, loading regressions, docs, CLI, cache/generation). I rejected all soft edges and treated the cluster as heterogeneous rather than one underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the candidates span many distinct bugs and regressions, so a null canonical issue is more accurate than forcing a merge.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the closest representative only because it sits in the most soft-similarity links, but those links are still just broad CLI/dependency breakage similarity rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports ('PreTrainedModel' vs 'HybridCache'); separate import breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python execution errors vs checkpoint reload slowdown/regression; unrelated failures." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs documentation confusion; no shared underlying bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing vs config field dropped by strict parsing; different Qwen issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only API requests vs FP8 save_pretrained bug; different codepaths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API request leakage vs unrelated placeholder issue; no meaningful overlap." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about removed pipelines vs unrelated placeholder issue; not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics vs missing-vision-backend handling; different processor bugs." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer update no_grad decoration vs generation sync_gpus behavior; different fixes." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-status reporting vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate UnboundLocalError vs forward-docs confusion; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related load regressions, but they describe different concrete loading failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs a specific model-loading breakage; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol vs broken transformers env CLI; different dependency and codepaths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage vs PretrainedConfig typing issue; not the same underlying problem." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI regressions, but one is transformers env and the other is a huggingface_hub TyperGroup incompatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Model.forward docs issue vs missing configuration_utils export; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger-kernel model_init behavior vs a DSA indexer/ReLU discussion; different subsystems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI breakage vs Qwen2.5-VL import error; only broad v5 breakage similarity." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; no relation." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation vs placeholder issue; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for HybridCache vs FileNotFoundError when loading from cache; different causes and fixes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs about return_all_scores; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error vs placeholder issue; no overlap." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError; different load paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer behavior, but one is kwargs propagation and the other is attention-interface usage; related area, not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports ('AutoImageProcessor' vs 'PreTrainedModel'); separate regressions." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger-kernel model_init bug vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 crash vs broad complaint that v5 breaks many models; not one concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing vs cache-strategy typo; different issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated model areas." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problem vs tensorboard/TensorFlow backend error; no shared codepath." + } + ] + }, + "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": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:44230|issue:46095", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "14437dd61165a63c8f35136db60e2823e988720a4da070b5a733771e8352426d", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38826, + "estimated_input_tokens": 9707, + "estimated_eval_tokens": 19670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regression reports, import/load issues, and a few unrelated model-specific bugs. The overlap is usually only at the subsystem level, not the same concrete defect, so I would not merge any soft pairs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it explicitly captures the general \"v5 breaks too many models\" regression theme that many of the other issues orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it is the most general duplicate magnet for the recurring v5 breakage complaints in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic; 44623 is a specific processor.save_pretrained missing-files bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3/Qwen3-VL related, but one is about model support in v5 and the other is about missing tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy-loading/import performance and unsafe sys.modules access are related areas, but they are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "These are unrelated bugs in completely different components." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and missing GenerationMixin cache in chunked_prefill are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box/output bug is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is 2D box output failure and the other is an infinite-loop/image-specific generation bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env-command breakage and checkpoint reload incompatibility are different failures." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is a specific config attribute bug, not the broad generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern old checkpoints in v5, but they appear to be different model/code-path incompatibilities." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific attribute regression, not the umbrella issue." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/labels is unrelated to broad model breakage." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion question are not the same underlying bug/change." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage and a huggingface_hub CLI test failure are different issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5-regression complaints, but 45278 is specifically about import errors and not the same underlying defect as 45850." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from import-star usage is not the same as a missing Qwen3_5 module import." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel application behavior are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/lazy loading, but one is intermittent import slowness and the other is lazy loading not working properly; too broad to merge." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing set_seed calls is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env breakage and scheduler kwargs are different subsystems and different bugs." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support gating and Qwen3-VL bounding-box hallucinations are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL output bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler kwargs bug and a PretrainedConfig typing regression are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is not the same as the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained class mismatch is a specific serialization bug, not the generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance work and missing HybridCache export are different import-related problems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup/performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and a missing Qwen3_5 module import are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and _get_tied_weight_keys crashing on a list are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are both tooling/import-adjacent, but not the same concrete defect." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not being applied in model_init and flash_attention_3 causing degenerate training are different issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor bugs, but timestamp calculation and padding calculation are separate defects." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are 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": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894", + "issue:47059" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "5c330680caa6f90524af34e66f8285f4820e4cfd263e792b3055d5162aed01a0", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39471, + "estimated_input_tokens": 9868, + "estimated_eval_tokens": 19992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft pairs share superficial vocabulary (loading, tokenizer, Flash Attention, positional encodings, etc.) but do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated regressions, feature requests, docs, and import/runtime failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; none is representative of the cluster as a whole beyond broad subsystem overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Both involve sequence-structure math, but they target different models and different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Audio-related, but one is a positional-encoding issue and the other is a training-loss shift bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command failure and model import failure are unrelated code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch saving, but one is pipeline serialization and the other is tied-weight key handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different components: processor timestamp calculation vs scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import cleanup/performance and multi-thread VRAM leakage are unrelated problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion versus a concrete model-loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are positional-encoding themed, but for different models and different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Concurrency VRAM leak is unrelated to RoPE implementation details." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but different concrete bugs: expert gating versus tensor transpose/casting." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to timestamp miscalculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration and VRAM leakage are different subsystems and symptoms." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about 5.0 breakage is not the same as a specific import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained missing files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model code paths and different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Both mention normalization eps, but they affect different models and different logic." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support and weight-conversion tooling are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage do not share a concrete code path." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support and an import failure are distinct issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but the reported symptoms and likely fixes differ." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Serialization helper crash and CLI completion regression are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "One is GPT2-specific support; the other is a vague generic Flash Attention request." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and spam/off-topic issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated spam issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic breakage complaint versus unrelated off-topic issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 compatibility issue is unrelated to the off-topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading performance and import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Config field missing and tied-weight helper crash are different bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 support requests, but for different models and not one concrete fix." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation-time decoder mask crash and slow loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting failure and checkpoint loading speed are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance and tensor-parallel training bug do not share a concrete fix." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance bug and documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and model from_pretrained regression are different failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support and FP8 inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different architectures and different implementation problems." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value misuse and DeepSeek expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type hint issue and a tokenizer regex warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-509", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2f78c3d88601856e8412d5114d8f2816cd6cbab49d397b9d5660729d208e0b03", + "component_budget": { + "node_count": 509, + "item_count": 509, + "soft_pair_count": 1869, + "serialized_chars": 970140, + "estimated_input_tokens": 242535, + "estimated_eval_tokens": 485326 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6638, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are about different models, configs, tokenizer warnings, and a typo, so they do not look like duplicates of one underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue stands out: the cluster is heterogeneous and spans unrelated code paths, so any single issue would be an arbitrary representative rather than a duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, #43240 is the broadest runtime bug report, but it still does not explain the rest of the cluster and should not be treated as a canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2Former ignore_value handling vs kwargs not being forwarded into loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Unrelated code paths: loss-function kwargs plumbing vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation loss parameter usage and tokenizer regex warnings are unrelated issues." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling does not overlap with RoFormer attention interface behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "One is a model-loss parameter bug; the other is a typo in a quantization attribute name." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type-hint correctness is unrelated to a string typo in quantization conversion code." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and config type-hint correctness are different classes of problems." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama norm implementation question and ModernBERT config typing issue do not share an underlying fix." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior is unrelated to ModernBERT norm_eps typing." + } + ] + }, + "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": 26, + "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": "ffb898021582bce1148e81abf366879935dc8bd93df67948963ef365ae46aa1e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not duplicates: they cover token truncation behavior, ReduceLROnPlateau-style scheduler functionality, and Wav2Vec2 word offset timing. No soft edge should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a true canonical for the cluster because the topics are unrelated. If forced to pick the most self-contained thread, issue #10519 is the clearest standalone request, but it is not representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation-from-beginning options; the other asks for ReduceLROnPlateau-like learning-rate scheduling. Unrelated feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler functionality request vs audio model word-offset timing. Distinct subsystems and problems." + } + ] + }, + "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": 26, + "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": "9f51535e1cc0ee73e9984ba39437c87fd46e21871d13ba8df11c31cb34e2926f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about Tapas tokenization parity, one about an unhelpful auth/download error for private models, and one about failing to load bert-base-uncased. The only commonality is broad model/tokenizer loading context, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue #16618 is the broadest and most representative of the cluster because it concerns a concrete model-loading failure; the other two are separate problems in tokenization and download/auth messaging.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to keep as the representative because it describes a direct user-facing failure in model loading and is closer to the shared high-level theme than the other two, which are unrelated specifics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problems: Tapas tokenization mismatch versus failure to load bert-base-uncased. Same subsystem, but not the same bug or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "The first is about misleading error text for private-model download authentication; the second is a generic model loading failure. These are distinct issues." + } + ] + }, + "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": 26, + "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": "427b0a76097f8ee011b4726bab179e72b27e824b675e66cbb6728d012b5bad56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only broad wording and are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the requests target different features and code paths (Flash Attention 2 vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a true duplicate of the other; if one must be kept as representative, choose based on the larger current discussion, but not as a canonical match for this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: these are different feature requests for different model/runtime support paths, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 26, + "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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "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:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "521e3c32dc86761b90cf561fa0e1bfcbf8b0a8e4679880d27c2075a26e7b6d80", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are superficially similar i18n translation issues, but they describe separate language-specific translation tasks rather than the same underlying bug/change. I would not dedupe them; at most, issue 43834 is the cleanest representative template-style issue in the set.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43834 is the most generic template-style translation issue and best represents the shared pattern, but the cluster does not contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the least language-specific and most representative of the repeated i18n-docs template issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation tasks; Turkish vs a generic/template language entry, so not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation tasks; Turkish vs a generic/template language entry, so not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad docs-i18n theme, but one is a specific Turkish request and the other is a generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate language-specific tasks, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate language-specific tasks, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Both are translation-template style issues, but there is no evidence they refer to the same concrete language task." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-template style issues, but there is no evidence they refer to the same concrete language task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian are distinct translation requests, not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus a generic template issue; related category, but not the same task." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request context; no evidence they are the same translation change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request context; no evidence they are the same translation change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These look like repeated instances of the same translation template, but not enough evidence that they are one underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These look like repeated instances of the same translation template, but not enough evidence that they are one underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Shared i18n-docs pattern, but the titles/body signals are not enough to prove a single duplicate task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Shared i18n-docs pattern, but the titles/body signals are not enough to prove a single duplicate task." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "The Thai-garbled issue appears to be a separate request, not the same concrete translation task as the generic template issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template issues, but no concrete evidence they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different-looking translation issue; no clear evidence of the same underlying task." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Similar i18n template wording, but not enough to conclude a single duplicate issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different-looking translation issue; no clear evidence of the same underlying task." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Identical-looking titles, but still not enough concrete evidence that these are the same underlying request rather than separate instances." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "The titles suggest separate language/text variants, not a single duplicate bug or change." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "The titles suggest separate language/text variants, not a single duplicate 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": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue: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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "92e65a7163589ad659cac0d9a40063efcd6d0b9427a6c537656e00d95049ca6e", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-add/config requests across vision, text, audio, and OCR. The shared wording (\u201cAdd/Support/Proposal\u201d) drives soft similarity, but the underlying changes are different, so no pair looks like a true duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span distinct model requests and config changes rather than one duplicated problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the cluster is heterogeneous across model families and tasks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Same general keypoint domain, but RoMa matcher vs LoMa detector+matcher are different concrete requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; unrelated." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 model addition; different model families and changes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Text-model config request vs Qwen3-TTS speech support; unrelated." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config work and RF-DETR model work are different concrete requests." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config vs MiMo model request; no shared code-path issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are detection models, but RF-DETR and DEIMv2 are distinct models with separate implementations." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection model vs audio model request; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs weight-sparse transformer request; different architecture and scope." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Detection model request vs Qwen3-ASR speech support; different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Detection model request vs Qwen3-TTS speech support; different tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT text-model request vs Qwen3-ASR speech support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition vs weight-sparse transformer request; different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Text-model request vs audio model request; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "CV detector addition vs text-model addition; different underlying requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-derived model requests, not the same change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR speech support; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Vision-language model request vs sparse transformer request; different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 model architecture and ModernVBERT models are separate additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Vision-language model request vs TTS support request; unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS speech model; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model additions vs Qwen3-ASR support; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT model additions vs Qwen3-TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT model request vs MiMo model request; different concrete models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both touch BERT-like text models, but one adds ModernVBERT models and the other asks for RoPE support; not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "Generic RoPE request vs MiMo model request; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Technical model request vs non-technical personal-name issue; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo model request vs SAM3-LiteText request; different model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo model request vs Qwen3-TTS support; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo model request vs DeepSeek-OCR2 request; different model types." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Model request vs unrelated personal-name issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they target different tasks and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS requests, but for different models; not the same concrete fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Speech TTS support vs OCR model request; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Speech model support vs weight-sparse transformer request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support vs audio model request; different tasks and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Speech ASR request vs universal perception encoder request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Speech model support vs sparse transformer request; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText request; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option request; different scope." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE perception encoder request; different models and changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR support vs TTS support; both speech-related but not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "Text-model request vs TTS model request; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR model request; unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language/perception model requests with distinct scopes." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model request vs unrelated personal-name issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "TTS model request vs unrelated personal-name issue." + } + ] + }, + "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": 26, + "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": "55fde3a0244cb56b3065a96f5b8353e35f60d939baf0339f49ff42de1e01f859", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same bug or change, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: docs/framework listing vs. Vision RoPE code refactor; no shared target or underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 26, + "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": "e1c3fe1dc7ad5b630e4fe3880ae6d47f89c4cb79f5d054a72b6f8c9e2772d6af", + "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 do not appear to be duplicates: one is a generic decoding behavior request, while the other is a model-specific compatibility/support request. The soft similarity signal is too weak to overcome the lack of shared targets, filenames, or concrete overlap in the described problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete, user-facing request because it names a specific target ('DeepSeek v3.2 support'), but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: 'Set Block Decoding' describes a decoding-mode change, while 'DeepSeek v3.2 support' is about adding support for a specific model/version. They do not share a concrete code path or explicit linkage." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "1fcf3a76168483a93596b4bf371f70093c426447a481a133f2b3ec808baad200", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other asks for TiledMLP integration to reduce memory use. They touch different model components and change requests.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete, user-facing API request and is better as the representative issue for this small cluster, but it is not a true duplicate of #41826.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is narrower and better-scoped, with a specific `from_pretrained()` behavior request; #41826 is a broader integration ask. Neither covers the same underlying change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features/components: TiledFusedLogitsLoss/FLCE flag support vs TiledMLP integration. Shared 'tiled' wording is superficial and they do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "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": "a2162c90c85df7e3b02a4fe480749b3d08e97f9af4c3867e8aa3c804acbf1a25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both touch Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are related in theme but not the same underlying bug/request.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the reports target different Trainer behaviors and would not be resolved by the same fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the more concrete customization request, but it should not subsume #43600 because the FLOPS-estimation problem is separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both concern custom trainers, but one is about `remove_unused_column` customization and the other about FLOPS estimation. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "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": "c18592305b22a50daf50ec1e1ae78fcad5f630eb2241da6d7a2cb923d5a12204", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one requests core registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests sequence-classification support for Qwen3.5 with a different config and auto head.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader core registration request and is the better representative of the cluster\u2019s general auto-model support theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the most central and broadly scoped request; the other issue is a narrower, different-model auto-head addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model family, config, and task head." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "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": "1b81abe17775240fb4d73117062a1d5f4c9e101ded76359f3eafb469a77aaa55", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like low-signal placeholder issues: one unrelated title ('Fett') and three near-identical but underspecified 'huggingface' issues. There isn\u2019t enough substantive detail to confidently merge any pair.", + "confidence": 0.42, + "canonical_issue_reason": "If a canonical issue must be chosen, issue 43859 is the best anchor among the vague 'huggingface' reports because it is the only one with any discussion activity; however, the report content is too thin to confirm a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 is the strongest issue to keep as the representative because it has the most activity, but the underlying problem is not described well enough to make a high-confidence choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles are different ('Fett' vs 'huggingface'), and there is no body/detail evidence showing the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "The titles are different ('Fett' vs 'huggingface'), with no explicit links or technical details to support a duplicate relationship." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The titles are different ('Fett' vs 'huggingface'), and the issues are too underspecified to infer the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "They share the same placeholder title, but there is no substantive description, target, or filename evidence to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but the reports are too vague and lack technical detail to prove they describe the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but there is no concrete evidence that these are the same bug rather than similarly named placeholder reports." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e504eea0ea65dfcd9d5fb189aad886e0b92a67dc6294e45fb94596c333eaaa89", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are all low-signal and appear unrelated: generic spam/doc placeholders plus one benchmark tip and one Google LLC check-out note. There is no evidence of a shared underlying bug or request, so no duplicate cluster should be formed.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the least spam-like and the only one with any discussion, but it still does not match the others as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam titles with no concrete content or shared bug/request to unify." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Generic spam placeholders; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam post and a documentation enhancement placeholder are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. benchmark tip; different topics and no shared problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a Google LLC check-out note are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement placeholder does not match a spam issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but there is no concrete evidence of a single shared bug/change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no common code-path or request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and Google LLC check-out note are clearly different topics." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and Google LLC check-out note do not look like duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "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": "cd7c5b9e4e2f796170a8039fb075d69ab14266928bdab3df7e07e0375f0f2523", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates or very closely related: they share the exact title and have moderate textual similarity, but there isn\u2019t enough evidence to call them near-exact duplicates. #45145 is the better representative because it has the inbound reference, while #45151 has no linkage signal.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and at least one inbound reference, making it the slightly more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the cluster representative due to the identical title and stronger linkage history from the inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues share an identical title and have substantial textual similarity, with no contrary signals like different targets or filenames. The evidence is not strong enough to call them exact duplicates, but it is sufficient to treat them as the same underlying issue for triage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a likely duplicate/closely related pair, but the analyst overstates certainty. The only similarity evidence is same title plus a soft_similarity signal with Jaccard 0.63 and deterministic_accept=false; that is not enough to call them \"near-exact duplicates\" or say there is \"no evidence\" of different bugs. The canonical choice based on the single inbound reference is grounded, but the summary and soft-edge rationale should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 26, + "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": "81a99dbb81a76471886eb4ba3b4f2e048aab925f7e5c43869c30c54f25cc6d81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: both are bare name/date titles with no problem description, no shared references, and no clear underlying bug or feature change to deduplicate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and different dates, with no issue body or shared context indicating the same bug or request. This does not look like a duplicate pair." + } + ] + }, + "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": 26, + "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": "88e4be169201e641991ae6d8ced2caa747a4d90525d209cebd2ed2e15bba49ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only personal-name-and-date titles; they do not describe a product bug, feature, or the same underlying problem. This looks like unrelated/spam-like content rather than a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the two issues are not about the same topic and contain no actionable bug report content.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Neither issue is suitable as a canonical representative because they are unrelated and non-technical.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, with no shared bug description, code path, or explicit linkage; 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": 18, + "component_count": 26, + "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": "772036ee9baf571ebc9129ee0a6f7f63a2cf0592bced4e587ebe9dfabf55f79c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification head for value modeling, while the other asks for FP8 training support. They concern different features and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request, but it is not a valid canonical representative for this cluster because the two issues are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: the titles and descriptions point to different features (model architecture/head support vs FP8 training support) with no shared underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "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": "6a58c964f620abcbf1ffa6c9f179103c4877c525068e79c24fa19e1f107aebe6", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two separate exact-duplicate issue pairs: one about a DataForge financial time-series example, and one about a DataForge financial time-series + scraping service request. The dataset-bundle promo issue is related by theme only, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45872 is the clearest representative of the duplicate pair for the 'financial time series + scraping service' request: it is specific, actionable, and has an exact duplicate (issue:45873).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45872 is the strongest overall representative in this cluster because it is a concrete, duplicate-backed feature request rather than a broad promo/example post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: one is a dataset promotion, the other is an example request. Same financial-data theme, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: dataset bundle promo vs example request. Similar topic, but no evidence they describe the same change or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: same title and no distinguishing metadata suggesting different requests." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series and DataForge, but one is an example and the other is a scraping-service feature request. Not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as issue:45870 vs issue:45872: related topic, but different request scope and no evidence of a shared concrete change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The titles point to different requests: example notebook/article versus scraping-service feature. Not a duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requests despite the shared financial time-series theme; no indication they should be merged." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: same title and same body length/metadata pattern, indicating the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it correctly separates the dataset promo from the two duplicate issue pairs, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles plus matching body lengths and jaccard 1.0, while the cross-theme pairs are reasonably rejected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "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": "8e1f3dc1157e617811f01ee6724a600f2b29d7a997631efee0c85103178ea779", + "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": "These two issues are closely related to static-cache behavior in linear-attention models, but they describe different concrete failures: one is a shape corruption/runtime error during early initialization, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Not enough evidence they are the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the more specific code-path bug in static cache `early_initialization` and gives a clearer failure mode to anchor investigation.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the strongest representative since it focuses on the likely root-cause path rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one reports corrupted shapes from `early_initialization` while the other reports a `KeyError: 'linear_attention'` on Qwen3.5. These look like related symptoms, not clearly the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e64d0f51bde8757a7e689e2b010aeb76910de553f7b610d051612673b909c153", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate reports of the same Wav2Vec2CTCTokenizer v5 regression; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is the active open report and already has inbound references, so it is the better single tracker for the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue representative because it is open, current, and appears to be the same report as the closed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described tokenizer bug, and no distinguishing details; these are duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two issues have identical titles, identical body length, and a perfect soft-similarity match, with one closed and one open. Treating the open issue as the canonical tracker and the closed one as its duplicate is conservative and supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "4c39fde43788f59b3257695a16d79e580a73d6da0a7cb771a70b6d123e9ae5c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not the same bug: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. The soft similarity is too broad to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the two issues describe different failure modes and different training symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the cleaner representative bug report because it describes a concrete tensor-shape mismatch error, whereas #46692 is a separate OOM symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch versus out-of-memory after some epochs. They do not appear to be 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": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "7accf896c99dd02025071c6611a1298f2d74202bb50a54ddfb3b7a0bce5d260f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning for a composite multimodal submodule vs. 4-bit auto device mapping incorrectly offloading to CPU. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the better representative of the pair only because it is phrased as a self-contained, broadly reproducible loader/device-map bug; however, it is still unrelated to issue 46822.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and root causes: DeepSpeed ZeRO-3 zero.Init partitioning of a composite model submodule vs. 4-bit device_map/max_memory dispatch to CPU. They do not look like 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": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-9", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47037", + "issue:46998|issue:47053", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:47037|issue:47053", + "issue:47037|issue:47049", + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" + ], + "prepared_review_unit_hash": "a44dcee99a6d81647cd66bac5b7a94b7b567f7ca8d87434f34ca3d07aacbea5d", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14781, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14781, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are recurring daily [serge] integration failure triage issues, not duplicates of the same underlying report. They share a template and topic, but each issue is date-specific and appears to track a different day\u2019s failures.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46906 is the earliest in the series and has the strongest reference signal, making it a reasonable representative if one must be picked from this recurring triage set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47053 is the most recent and most active (highest discussion activity among the later entries), so it is the best single issue to surface as the latest triage thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but the titles are for different dates; these are separate daily reports, not one bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-stamped triage threads for different days; similarity reflects the template, not the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Recurring daily integration-failure triage, but each issue tracks a distinct day\u2019s failures." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different triage date in the title indicates a separate report, not a duplicate." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are sequential daily triage issues rather than duplicate reports of one problem." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same pattern and subsystem, but different date-specific triage issues." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "The titles show separate daily triage threads, so they should not be merged as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different days\u2019 integration failure triage; similarity is only from the recurring template." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Not the same underlying bug\u2014just the same daily triage format across dates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped reports for different days; no evidence they describe the same incident." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "These are separate triage entries, not duplicate bug reports." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage series, but each issue corresponds to a different day." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "The pair is only similar because both are daily triage threads; they are distinct reports." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Different dates and likely different failure snapshots; do not treat as duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same template, different day; no concrete shared incident to merge." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage issues for separate dates, not one underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Distinct daily triage thread with a later date; not the same report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different daily integration-failure triage entries." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The titles indicate different dates, so these are separate reports." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No evidence of a shared concrete failure; only the shared triage template." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Later date-specific triage issue, not a duplicate of the earlier one." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring series, but not the same underlying bug or incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different day\u2019s triage report; similarity is superficial." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "These track separate daily failures, so they should remain distinct." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same issue family, but the date-stamped titles show separate triage runs." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent daily triage issues, not the same concrete code-path problem." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Distinct date-specific reports; merge would conflate separate incidents." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different daily triage threads with no evidence of a single underlying defect." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "The shared wording comes from a repeating triage template, not duplicate content." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "These are separate daily integration-failure triage issues, not one bug report." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Different dates and separate triage context mean they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "8d482e77278e2cb7ea90315409fc14dbe0409f117ac29d3378ab6c2fcf31787b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-exact duplicate issues requesting RWKV7 model support; 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The soft-edge duplicate verdict is also appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "514748d2c3c1e44147a12aea5532dd44c336649fa001866165a53494804bb9ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically close, but they read like different high-level writeups rather than the same underlying request or bug. 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Not enough evidence they are the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-45", + "nodes": [ + "pull_request:43451", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + 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"pull_request:47056|pull_request:47058", + "pull_request:47006|pull_request:47058", + "pull_request:46927|pull_request:47055", + "pull_request:46927|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46927|pull_request:46986", + "pull_request:46907|pull_request:46926", + "pull_request:46986|pull_request:47058", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46928|pull_request:47054", + "pull_request:46954|pull_request:46961", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46928|pull_request:46941", + "pull_request:46958|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + 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different models and code paths." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Gemma3 generation-config fix and Mamba2 OOM fix are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "Unrelated model test failures: GLM46V vs EdgeTam." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM46V test fix and Gemma3 generation fix are different bugs." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV3.2 load-error fix is unrelated to BLIP-2 tokenizer registration." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V test fix vs GLM-OCR output mismatch are different model/code-path issues." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam import/config fix and MiniMax-M3-VL load-error fix are unrelated." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "GLM-OCR output mismatch and Mamba2 OOM are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and failure modes: MiniMax-M3-VL load error vs BLIP-2 tokenizer list update." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "BLIP-2 tokenizer change and DeepSeekV3.2 load-error fix are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL load error and DAC output-mismatch fixes are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV3.2 load-error fix and Mamba2 OOM/test changes are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47058", + "accept": false, + "reason": "BLIP-2 tokenizer registration is unrelated to Mamba2 OOM handling." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "BLIP-2 tokenizer update vs MiniMax-M3-VL load-error fix are different issues." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-related GLM-ASR change and Serge branch normalization workflow are unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Different model families and different fixes; 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The lone accepted pair (46903/46958) is plausibly mergeable as the same CohereASR loss bugfix family, and the many rejections are well supported by differing models/code paths. The cluster-level conclusion that this is mostly heterogeneous, with only a few same-model overlaps, is conservative and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-45", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + 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If a representative is needed, use the most complete of the real duplicate families rather than a broad subsystem PR.", + "best_issue_reason": null, + "best_pr_reason": "47058 is the strongest representative of one real duplicate family because it combines the same Mamba2 OOM test-fix direction with the extra test cleanup, but it still does not represent the whole mixed cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46266", + "right": "pull_request:47003", + "accept": false, + "reason": "Different features: DINO conversion work vs OpenVINO exporter docs/code." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Both are broad model/docs updates, but they are unrelated model families." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Step-3.7-Flash tooling vs DeepSeek-V4 cache handling; unrelated changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated PRs; 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both are test workarounds but not the same bug." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper model fix vs PEFT integration change; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Finegrained FP8 decode optimization vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "Different model test fixes for different failures; same pattern is not enough." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "RoPE test/model cleanup vs Gemma3 generation tweak; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Both are broad test/model maintenance PRs, but they fix different code paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Native FSDP2 work vs Neuron finetuning experiment; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47062", + "accept": false, + "reason": "Unlimited OCR model addition vs IMDb docs link fix; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash tooling vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are separate model additions, not duplicates." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Model addition vs exporter work; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 addition vs Neuron SFT experiment; different scopes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model addition vs compile-backend default change; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-45", + "nodes": [ + "pull_request:43451", + "pull_request:46707", + "pull_request:46836", + "pull_request:46912", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46912", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47035", + "pull_request:46912|pull_request:47003", + "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46707" + ], + "prepared_review_unit_hash": "9a9ff957297073b01bfbe40c5408239c77469819b65885f250538383d24c6690", + "component_budget": { + "node_count": 45, + "item_count": 45, + "soft_pair_count": 150, + "serialized_chars": 163516, + "estimated_input_tokens": 40879, + "estimated_eval_tokens": 82014 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 6, + "serialized_chars": 19396, + "estimated_input_tokens": 4849, + "estimated_eval_tokens": 9954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model additions, a distributed/FSDP refactor, RoPE test work, exporter work, and Neuron/training changes. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the cluster: the items are not the same change and do not target one shared code path.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be named, 43451 is the most complete standalone feature PR (implementation, docs, mappings, and tests), but it is not a duplicate target for the other items.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model onboarding and RoPE test expansion are unrelated changes; they do not fix the same bug or implement the same feature." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter work and a Neuron finetuning script are different code paths and could not plausibly be merged as one duplicate fix." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "Exporter support for OpenVINO and a torch-compile backend default for Neuron are separate training/export concerns, not the same change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE test changes across models and OpenVINO exporter implementation are unrelated; shared subsystem is too broad to imply duplication." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition and RoPE test coverage are distinct features with different files, targets, and objectives." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model addition and native FSDP2 infrastructure are different domains and do not address the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "c67b606d93eb3f543cdb62c4cf4a85918e87ccf68c894d9dc3c30a9de7e49583", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not target the same bug or code path and should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: the items address different models and different functionality, so there is no single underlying change to consolidate.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better representative of the cluster only in the loose sense that it is a focused, self-contained feature addition with clear scope; however, it is not a duplicate of PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs concern different model families and different features (TimesFM covariates vs DINOv3 image classification). They do not appear to fix the same concrete code-path problem or belong in one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "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": "807e6235da9ed16a43f902da61a62e0ec688b701c7e95b4812f8fc0fac2c20fc", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs. The only true duplicate pair is 43251/43254, both fixing `fixed_cross_entropy` to forward the same `cross_entropy` kwargs. The other soft-similarity pairs are broad-subsystem overlaps or coincidence, not same underlying changes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "43251 is the best canonical PR: it explicitly targets issue 43240 and matches 43254 on the same `fixed_cross_entropy` kwargs-forwarding fix.", + "best_issue_reason": null, + "best_pr_reason": "43251 is the strongest representative PR in this set because it is the only one in a real duplicate pair and has the explicit issue link for the concrete `fixed_cross_entropy` bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions vs executorch dynamic-shape export tests; unrelated code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding a new model; not the same change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs MobileLLM model scaffolding; different fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs forwarding vs MobileLLM model addition; no shared bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different areas: loss helper kwargs vs Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 test/model changes; not mergeable as one PR." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability test for decoder-only LM vs new MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model integration vs Falcon output-capture refactor; no shared underlying bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon forward signature refactor vs model-creation skill/docs; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fixes; same broad area only." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs `layrnorm` rename fix; different concrete issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 work vs chat-response parsing overhaul; no shared fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel integration; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes vs config-resolution order fix; different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test work vs model-creation skill; not the same artifact." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM vs repository skill scaffolding; different scope and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` path by forwarding supported `cross_entropy` kwargs (`weight`, `label_smoothing`) and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by shared file + shared issue target + matching `fixed_cross_entropy` kwargs-forwarding fix. The other soft-edge rejections do not overclaim mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "4035a0695a4b4d5296f858e0470e3a49604aeb43a02bceb174afb67257065cb7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, while the other bumps docker/build-push-action and related workflow actions to newer versions. They overlap only at the broad theme of CI tooling updates, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different dependency upgrade targets and different code paths: PR 42975 updates checkout/cache/upload-artifact across many workflows for Node 24 compatibility, while PR 42976 updates docker/build-push-action and other workflow actions to latest versions. Shared GitHub Actions filenames alone is not enough to treat them as the same mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "d35a452367b8f5b474248cff42d6d0544ce79b7eeacbfe44826fdadf4166083a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7), not duplicates of one another. They share boilerplate model-registration/docs patterns, but each introduces a different model and codepath.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45490 is the strongest representative of the cluster: it is a full model-addition PR with substantial implementation, auto-mapping, docs, and tests, and has the highest review activity among the set.", + "best_issue_reason": null, + "best_pr_reason": "PR #45490 is the best single representative because it is a complete, well-reviewed model integration rather than a smaller doc-only or incremental follow-up change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions with different architectures and files; shared auto/docs plumbing is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations with distinct implementations and test suites." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model ports; overlap is only in generic Transformers registration/documentation code." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions; they do not fix the same underlying bug or implement the same feature." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "cd37cfe99f13ca829199899068282d30661f21fa863907f71b07c1a0bb6fb1ae", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs; the only clear duplicate/near-duplicate pair is the YOLOS device-mismatch fixes (46886 and 46922).", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR for the YOLOS bug: it shares the same issue target as 46886 and contains the concrete runtime fix in the forward path, plus the supporting no-split-module change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest representative of the cluster because it addresses the actual YOLOS device-mismatch path and is the more complete fix for the shared issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes; both titles are generic, but the code paths do not match." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer cleanup is unrelated to the FP8 dequant/model-loading fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes are unrelated to generation watermarking validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test fix and YOLOS device-mismatch fix are unrelated subsystems and bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test edits in CLIP/ViT do not match the Phimoe integration-test/CI-memory fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated fixes in different areas; no shared concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "No evidence they address the same underlying issue; one is test noise, the other is generation config behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Generic test edits are not the same bug as the YOLOS device-placement fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/padding work is unrelated to Phimoe CI/device-map testing." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths and different bugs: FP8 quantization vs watermarking config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared underlying bug; FP8 dequant changes are unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI setup are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These target different subsystems and different failures." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map test infrastructure is not the same bug as the YOLOS model forward/device fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue on the same model file and shared issue target; 46922 subsumes 46886's split-module change and adds the concrete tensor-to-device fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly mergeable near-duplicate pair is PR 46886 and PR 46922: they share the same YOLOS issue target and model file, and 46922 adds the concrete forward-path device fix on top of 46886\u2019s supporting no-split-module change. The other rejected pairs are conservatively treated as unrelated and do not look like single-PR bugfix merges." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "be4611692f539610d70bbaf14341b938ca8ce13188891c2189e81af4cd17ab20", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three open \"don't merge\" PRs are only superficially similar. They each touch different workflow/test-infra paths, and the shared signals are not enough to treat them as duplicate fixes or the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest of the three and most representative of the cluster's general test/workflow-infra theme, but it still targets a different change than the other two.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the best cluster representative only because it spans the most files and behavior, but it is not a strong duplicate anchor since the underlying workflow changes differ from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 adjusts setup/dependency/version and a ViT test, while 46747 switches a security-gate workflow trigger. No shared underlying bug or mergeable single fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only incidental overlap on a ViT test file; 43488 is about repo-bot/package setup, while 43532 rewrites comment/self-scheduled/slack workflow logic. Not the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they modify different CI jobs and different triggers. They do not appear to fix the same concrete issue and should not 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": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "90bd38c9cb20b932029953383d8752832cae17e6e2c01586381491a3df2b5e1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs adding different pipelines: Promptable Concept Segmentation and Promptable Visual Segmentation. They share a lot of scaffolding, but the feature targets, pipeline classes, docs, and supported model tests are different, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: these are distinct feature additions rather than the same code-path fix/change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader feature addition, covering more model integrations and a larger pipeline surface, so it is the better representative PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and user-facing tasks: concept segmentation vs visual segmentation. The overlap is mostly shared infrastructure/docs, not the same concrete bug or change, 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": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "b0a3c9bbb93a2245441942e16f90ff327eb78cb25cb2e757dbdaff1e85fd54fb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `trainer.py`, but they solve unrelated problems: #43651 changes gradient-accumulation loss scaling, while #43663 refactors signature-column filtering for custom/PEFT trainers.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete representative change: it directly alters `training_step` loss normalization and adds a dedicated hook for custom trainers, while #43663 is a separate refactor for input-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a specific training-behavior change with a clear API hook, making it the more substantive representative item in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behavior: #43651 is about GA loss scaling in `training_step`, while #43663 is about deriving signature columns for data filtering. Shared filename alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "b6842ed8445d88a3590a0e7ee1d80852fe7047b7bcd47263a06de6965362609a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related annotation/name-resolution fixes in `src/transformers/cli/serve.py`, but they address different concrete changes: `43656` adds `from __future__ import annotations` and cleans up model/processor annotations, while `43842` adds a `TYPE_CHECKING` import for `TypeAdapter` and quotes only the validator annotation. They are similar, but not clearly the same underlying bugfix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43842` is the better canonical PR because it targets the specific `TypeAdapter` NameError path with the smallest, most direct fix and has the clearest explicit issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43842` is the best representative of the cluster because it most directly addresses the concrete `TypeAdapter` annotation/import problem, whereas `43656` is a broader annotation cleanup in the same module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share a file and general annotation theme, but the diffs fix different code-path issues and use different mechanisms; this is too weak to treat as the same PR-worthy bugfix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these PRs are related because they both touch `src/transformers/cli/serve.py` and deal with annotation/name-resolution issues, but the summary overstates the evidence by calling them the same underlying bug. The explicit issue targets are different (`43576` vs `43824`), and the visible diffs address different fixes: `43656` adds `from __future__ import annotations` and cleans up model/processor annotations, while `43842` adds a `TYPE_CHECKING` import for `TypeAdapter` and quotes only the validator annotation. A more conservative summary would say they are similar annotation-related fixes in the same module, not definitively the same bugfix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request: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", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "a930af71ccffdd880ec5fe5c23eefab01f873834e448f8072da1564ffa0db7e7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad standardized output-tracing migration across many unrelated model families. Tight duplicate-like overlap only appears within the GPT-J/CodeGen subset and the GPT-Neo subset; the rest are separate model-specific refactors that share only the same theme.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "Best representative of the cluster\u2019s core refactor: it explicitly targets #43979 and covers the shared GPT-J/CodeGen output-tracing change that also matches the closest duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Best overall PR fit for this cluster: it is the clearest exemplar of the shared standardized output-tracing migration and has the strongest direct overlap with other GPT-J/CodeGen PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same tracing theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and code paths (FNet/CVT vs DeBERTaV2)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; 44085 is the same underlying change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet sweep vs EfficientNet; only shares the general refactor theme." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; not the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTaV2; different model logic." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same model family/file." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same feature theme but different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model-specific implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated model families." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; not the same code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only shared output-tracing idea." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; unrelated change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; same refactor theme, different code path." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; same broad theme, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; unrelated architectures." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; only shares the generic refactor theme." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT; different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; different models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT vs LongT5; unrelated changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer; unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; not the same underlying bug." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different architectures." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; only the broad output-tracing migration matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBERT; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; not the same code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT vs LongT5; no shared concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs SegFormer; unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTaV2; different model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; unrelated." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT vs TextNet; only the general output-tracing theme is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen decorator migration on the same files; one is effectively a broader/same-scope PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; these are the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; shared issue target is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet/ResNet; only the high-level refactor theme matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 vs VITS; not the same bug/change." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT vs TextNet; only the general output-tracing theme is shared." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it keeps the cluster scope limited to the standardized output-tracing migration theme, and the only duplicate-like overlap it elevates is within the GPT-J/CodeGen and GPT-Neo subsets. The soft-edge verdicts are generally conservative and consistent with the listed PR contents and shared issue targets." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "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: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": "77d4794972fc2a8504d63dbc897bba6bd584fa8451fafa1c3872b81216189171", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are related by a common output-tracing refactor pattern, but they touch different model implementations and are not the same duplicate change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue present. For a representative PR, 44010 is the strongest anchor: it is a concrete model-specific refactor, has review activity, and clearly shows the standardized output-capture migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "44010 is the best representative PR for the cluster theme because it is a focused, self-contained output-tracing refactor with the clearest reviewer signal; the others are separate model ports rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are different code paths and model internals; this is a shared migration pattern, not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate model implementations. Similar decorator migration does not make them the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific refactors. They share the standardized output-capture theme, but not the same bug or mergeable PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert output-capture refactor and SpeechT5 output-tracing refactor are distinct model changes; the explicit issue link on 44129 does not imply duplication with 44010." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "8c37139a8a1d03b713cda33433b4a2a89b4a8aae9ef0abb0f088bcb211479cab", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a generic \"refactor output tracing\" theme, but they are model-specific changes across different code paths. I do not see true duplicate pairs among the provided soft edges; they look like separate refactors rather than one mergeable change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the set: it is the most coherent and substantive single refactor, spanning the closely related mamba/falcon_mamba implementations and adding the output-capture plumbing.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest standalone PR in this cluster because it addresses one concrete model family and includes the core tracing infrastructure, rather than just applying the pattern to a single unrelated model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor pattern, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files; both touch output handling but not one mergeable code-path bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Timm backbone vs UnivNet: unrelated implementations, so this is not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; the mamba output-capture refactor is a separate change from timm_backbone." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone and RWKV are unrelated code paths; only the refactor theme overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated; shared output-tracing wording is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 vs UperNet: different model logic and no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and outputs; these are parallel refactors, not duplicate fixes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder target different forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate implementations; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; no shared concrete defect to merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-style dual encoder vs mamba family: same refactor motif, different fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder and Depth Anything are separate model-specific changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet have unrelated forward behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs mamba family: not the same code path or bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and output types; not a duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; no plausible single PR would cover both fixes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba family vs SuperPoint: different subsystems and code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba output tracing and CodeGen cache/output behavior are distinct changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models; not duplicate fixes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen: different model logic and output contracts." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate code paths; only superficial similarity." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model families, so this is not one bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are separate refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint target different forward implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything vs RWKV: unrelated architectures and behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are distinct model-specific output changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Encoder-decoder wrappers for vision and speech are similar in style but still separate concrete changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint do not share the same underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder vs DPR: different model families and output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different model paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate refactors, not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV have no shared concrete code-path problem." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated model changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different architectures and output contracts." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "b3ef4d4cc3b09be88048b246b07abdab9134c218b443b3a6f274a053dec1fc0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated model additions: one adds PenguinVL, the other adds Voxtral TTS. They share some standard Transformers boilerplate files, but they do not appear to fix the same underlying code-path problem or represent mergeable duplicate work.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the more self-contained representative of the cluster because it has an explicit issue target and a focused Voxtral TTS implementation, but it is not a duplicate of the PenguinVL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct configs, modeling, and tests; the shared docs/auto-registration files are generic scaffolding, not evidence 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": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "69396bd85047c6551cf9985d6b2c1334231eb9e37b57d15e318bf6d00e5d83cc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to fusion, but they are not the same change: #44979 adds a generic Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion workflow via KernelConfig and integration hooks. No duplicate relationship.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the more complete user-facing feature implementation and touches the concrete fusion workflow end to end; #44979 is lower-level API groundwork rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion infrastructure, but different scopes and code paths: #44979 introduces a generic module-fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integrations. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "13c6c3f58bf7b654f4e7a48b6675f16fa207f6058f3e5770215839c97479392d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` against the same issue, with 45317 being the fuller version that adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 and also includes test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative PR: same underlying bug fix, same target file, and it adds validation via tests, so it is the strongest standalone candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug in `_patch_mistral_regex` on the same file and issue target; 45317 is effectively 45086 plus tests, so they are 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": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "852caaab0de4f9470855e563cd6ee4aef8249a40e14af582d8a586b2aa087a55", + "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 NemotronH pull requests overlap in some core model files, but they are not the same change: one is a narrow inheritance/conversion refactor, the other is a broader model split into dense/sparse variants with docs and auto-mapping updates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR because it represents the larger, user-facing model reorganization (NemotronH thin dispatcher plus dense/sparse implementations, docs, and auto-mapping changes). PR 45115 is a narrower refactor focused on conversion mapping and inheritance details.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of this cluster because it is the most comprehensive and likely final form of the NemotronH redesign; 45115 looks like an earlier supporting refactor rather than the main change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share some NemotronH core files, but the PRs target different underlying changes: 45115 is a conversion/inheritance refactor, while 45569 adds the dense/sparse model split, docs, and auto mappings. Not the same concrete fix and not mergeable as one PR without conflating separate work." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "fd7c2e671312dc0e50caf6580b2c9b996e4c4419c94602a621f668e09b16b18e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6090, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6090, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs on heterogeneous model support overlap heavily in the config/docs area, but #45332 is the broader umbrella change (config + modeling/cache/masking support) while #45333 is a narrower per-layer configuration-only PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the better canonical PR because it is the broader, more complete implementation of heterogeneous model support and subsumes the config-only work while also adding the modeling/caching/masking pieces.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest representative of the cluster: it covers the full feature set and is the more complete upstream change, whereas #45333 looks like a narrower subset focused on configuration alone.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are related but not the same concrete change: #45333 is config-only, while #45332 also adds modeling/cache/masking support. That makes #45333 a subset/component of #45332, not a duplicate PR that should be merged on its own." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "93187f8c3239ccaa3ec73b90beb115ce407d96250c1abee53ec2b23289b19881", + "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 only in the broad sense that both affect typing in transformers, but they are not the same underlying change. PR #45415 is a wide type-checking sweep across many files, while PR #45425 adds shared typing protocols/helpers and updates a smaller set of typing-sensitive call sites. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: #45415 is a broad repo-wide typing cleanup, while #45425 is a narrower typing-infrastructure change centered on modeling_utils and shared protocols.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative PR if one must be picked: it has a tighter, more coherent scope and a clearer concrete change than the large type-checking sweep in #45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both touch typing and share a few files, but they address different workstreams: a broad typing pass vs. adding shared typing protocols/helpers. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f8c31f32bf495e638868ea95ae937606c39773db6844b648de5e5bf3112e612c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete bugs in different code paths, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete and central EP bugfix: it addresses parameter handling during sharded loading and expert overwrite behavior, while 45548 focuses on config serialization and launch compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it targets the actual parameter-loading path where the corruption occurs and has the broadest direct fix for the EP bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP loading theme, but distinct failures: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 loading, while 45662 fixes expert parameters being overwritten after sharding/broadcast in FSDP2. Different code paths, 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": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "b6497096af099f7887985ad9d4d033f046de7d1cc56a88347a98669a126581f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision problem under issue 45561; 45645 is the broader superset that also updates CI log collection, while 45639 focuses only on the file-writing fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe testing_utils fix plus the workflow change needed to preserve and display multiple captured_info files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall solution: it addresses the same underlying captured_info/xdist failure mode and also updates downstream CI handling, making it the most complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same concrete captured_info xdist collision path and are merge-compatible as one change set; 45645 simply adds the CI-side follow-up." + } + ] + }, + "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": 33, + "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": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "022eae94caa25c52141ba5a2a1896914af8c69ea58c1461ef75cde791de51c9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "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 model/workflow change set, while the other is a test-migration PR touching different tests and a DDP config. The similarity is superficial (both are flagged DO NOT MERGE and relate to testing/infrastructure), not the same underlying code-path change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR exists here; if one must be chosen, #45932 is the broader, more central change set and the better representative artifact for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45932 is the better representative PR because it is larger and more central to the repo\u2019s implementation/workflow changes, whereas #46100 is narrowly focused on test migration files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs address different work. #45932 changes model code and CI workflow secrets across multiple transformer modules, while #46100 adds/rewrites kernel and model tests plus a DDP YAML. They do not appear to fix the same concrete bug 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": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "556f4ee251e36effb4d4a520b0560aeadb0d26ed21c4f8a098697446698ef1e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-training PRs with overlapping files, but they do not look like the same change: #46126 is a focused EP/trainer integration feature, while #46269 is a broad distributed branch base touching many subsystems.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, coherent PR centered on one concrete distributed/MoE feature path (EP + trainer integration). #46269 is a much broader branch-base PR and looks like a superset-style integration branch rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it targets a concrete code path and feature, whereas #46269 is too broad and multi-purpose to serve as a clean canonical PR for deduping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames alone are not enough here. The PRs have different scopes and likely different intents: one is EP/trainer integration, the other is a broad distributed branch base. They do not appear mergeable into one single 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": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "1e2b1f24485c3743065f34314de18bdd8a474045bd222879ca41fd2892446f40", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose workflow-maintenance cluster, not a true duplicate set. The only tight subgroup is pr-ci-security-gate.yml, but each PR changes a different behavior, so the soft links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR stands out; if one representative is needed, 46554 is the most substantive security-gate change and the clearest standalone PR in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the strongest standalone PR because it makes the concrete security-gate behavior change, while the others are smaller, unrelated workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for comment text vs security-gate file-diff checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Self-comment CI message piping is unrelated to PR CI security-gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and change intent; one updates comment handling, the other adds a note to a reusable workflow call." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared code path: self-comment CI input handling vs changing secrets passing in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-safety tweaks, but they fix different scripts and different command inputs, so not the same bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark dispatch support are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different concerns: runner secrets cleanup vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Runner hardening in ssh-runner.yml is unrelated to the security-gate logic added in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different problems; no shared underlying bug or change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but they modify different jobs and unrelated behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions adjustment is unrelated to assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; no common code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop workflow permissions are unrelated to pr-ci-security-gate diff checking." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout behavior and benchmark dispatch triggering are different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated shell/input handling changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Checkout ref fix for reviewer assignment does not match security-gate validation logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different command-line input handling; not the same underlying bug." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow dispatch support is unrelated to PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch shell input handling, but one is build-ci-docker-images commit-message matching and the other is security-gate repo diffing." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci-docker-images shell tweak is unrelated to pr-ci-security-gate permission changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds diff-based security checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one is functional security logic and the other is a documentation/comment note about the reusable workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate modifications: diff-based checks versus removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file but different concerns: permissions/if-guarding vs explanatory comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions and approval gating are not the same change as switching secrets: inherit to secrets: {}." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A safety note about the reusable workflow is not the same underlying change as changing secrets passing." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Shell quoting fix in build-ci-docker-images is unrelated to the pr-ci-security-gate reusable workflow note." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to the pr-ci-security-gate reusable workflow comment." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci-docker-images commit-message handling is unrelated to secrets passing in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different security hardening targets; not a duplicate." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "01a4782ce9a73616b9c5db9809a037b08ff38cbdc2a672161ae1a729bf35503b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two security-focused PRs that both block path traversal, but they target different inputs and different loader code paths: sharded checkpoint filenames from a weight_map vs. the transformers_weights config field.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different path-traversal vectors in different modules.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if one must represent the cluster, PR 46281 is slightly more general in its sharded-checkpoint loader hardening, but it does not subsume PR 46890.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: both are path-traversal mitigations, but they fix different concrete code paths and inputs (`weight_map` shard filenames in `hub.py` vs. `transformers_weights` in `modeling_utils.py`). They are not the same underlying bug and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "06a9d758ebf931e1b300dc9af5a15998b5b874e4f270bb31dabf84b638b4d9f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs address different tokenizer bugs in different model families: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class misloading in AutoTokenizer. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different code paths and symptoms: CodeLlama decode/decoder initialization vs AutoTokenizer checkpoint-prefix overrides for DeepSeek models. They are unrelated fixes and would not 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": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "26691656286a02dd5ec78727e844943844818455c72b4312142eec9c01cb1376", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs, but they address different bugs in different code paths: QuantizedCache layer-type validation, prompt lookup decoding max_length handling, and empty-list validation for generation biases/bad words. I do not see duplicate-candidate evidence strong enough to merge any pair.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a clear duplicate target here. If forced to pick a single representative, PR #46993 is the most self-contained user-facing bug fix with a focused code change and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and failure modes: cache quantization layer-type support versus prompt lookup candidate truncation. They do not fix the same underlying bug." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but one fixes prompt lookup decoding length budgeting while the other tightens validation for empty lists in logits processors. Separate code paths, separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "63a873fb96a999c18de63c00b0a41f5fd51e6286a6c6d052e6028fa12ddb9061", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs all add a nan/inf guard before Hungarian matching to prevent scipy \"cost matrix is infeasible\" errors, but they target different model-specific matcher implementations rather than the same exact code path.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the best representative of the cluster: it applies the matcher-cost guard in a shared object-detection loss path and covers two models, making it the broadest and most central example of the fix pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the strongest standalone candidate because it addresses the core matcher failure in a shared loss module and has the clearest generality; 47016 is narrower and 47066 is another parallel model-family patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Both fix the same class of Hungarian-matcher crash, but they act on different model-specific loss implementations (RT-DETR vs DETR/Grounding DINO), so they are not the same concrete code-path change." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "These are parallel guards for different matcher implementations (RT-DETR vs Deformable DETR/LW-DETR); similar bug pattern, but not the same underlying change or code path." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": false, + "reason": "They both add the same non-finite-cost guard, but across distinct matcher files and model families; this is a repeated fix pattern, not one mergeable code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "5f3050423424a16df37b6548fa1da7691e54fb11e9e6f8d1b0e10a726a096874", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are likely two closely related xLSTM PRs against the same train-mode crash family; one is a narrower patch, the other appears to be the broader follow-up/final fix with tests.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47046 is the better canonical representative because it appears to cover the broader xLSTM train-mode failure set (return_last_states=False plus use_cache) and includes test coverage, whereas 47026 is a narrower fix for one branch of the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47046 is the best overall representative of the cluster because it seems more complete and likely subsumes the narrower crash fix in 47026.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Both target the same xLSTM train-mode crash path in modeling_xlstm.py, share the same issue target, and the later PR looks like a broader version of the same fix rather than a separate 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": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-4", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47051|pull_request:47060" + ], + "prepared_review_unit_hash": "8d9c7ddacc92ff60f2bc55892b0d8152dfbde3a90da2ef664cacfc519f271bb0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9407, + "estimated_input_tokens": 2352, + "estimated_eval_tokens": 4960 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9407, + "estimated_input_tokens": 2352, + "estimated_eval_tokens": 4960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only by broad multimodal/pipeline similarity, but they fix distinct code paths: stop-sequence handling, audio format validation/encoding, direct generation-kwargs forwarding, and Qwen Omni batched decoding.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47051 is the best representative because it is the broadest pipeline-level change and touches the shared multimodal generation plumbing that overlaps conceptually with one other PR, while still being concrete and test-backed.", + "best_issue_reason": null, + "best_pr_reason": "PR #47051 is the most central to the cluster\u2019s shared theme (multimodal pipeline behavior) and has the widest impact across the affected pipeline code, making it the most suitable anchor PR even though the set is not duplicate-heavy.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image-text-to-text pipeline code, but #47032 only changes stop_sequence translation to stop_strings, while #47051 refactors how generation kwargs are routed. They address different behaviors and could be merged independently." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "These are unrelated fixes in different processors: image-text-to-text stop-sequence handling vs Voxtral audio-array format handling/encoding. No shared bug or code path." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "#47051 changes multimodal generation parameter forwarding, while #47060 fixes batched post-processing for Qwen Omni decoders. They affect different stages of the pipeline and are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/manifest.json b/snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..689414a8fd6998fb882dbebd14f6a012b76beb14 --- /dev/null +++ b/snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260704t180019z", + "artifacts": { + "hybrid": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-04T18:11:25Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260704T180019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260704T180019Z/manifest.json b/snapshots/20260704T180019Z/manifest.json index aa495ccd2a3a15e18d088b191cb8cba62fd84431..56776319bec50e3d6457892cc2cd3838cbc6c6b7 100644 --- a/snapshots/20260704T180019Z/manifest.json +++ b/snapshots/20260704T180019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 202 }, "extracted_at": "2026-07-04T18:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260704t180019z", + "runs": { + "hybrid-model-20260704t180019z": { + "analysis_id": "hybrid-model-20260704t180019z", + "artifacts": { + "hybrid": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260704T180019Z/analysis-runs/hybrid-model-20260704t180019z/manifest.json", + "model": null, + "published_at": "2026-07-04T18:11:25Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260704T180019Z", "watermark": {